# Patent

## Title
Micrornas differentially expressed in cervical cancer and uses thereof

## Abstract

The present invention concerns methods and compositions for identifying a miRNA profile for a particular condition, such as cervical disease, and using the profile in assessing the condition of a patient.

## Background
This application claims priority to U.S. Provisional Application Ser. No. 60/972,646 filed Sep. 14, 2007, which is incorporated herein by reference in its entirety.


BACKGROUND OF THE INVENTION
I. Field of the Invention
The present invention relates generally to the field of molecular biology. More particularly, it concerns methods and compositions involving microRNA (miRNAs) molecules. Certain aspects of the invention include applications for miRNAs in diagnostics, therapeutics, and prognostics of cervical cancer.
II. Background
In 2001, several groups used a cloning method to isolate and identify a large group of “microRNAs” (miRNAs) from C. elegans, Drosophila, and humans (Lagos-Quintana et al., 2001; Lau et al., 2001; Lee and Ambros, 2001). Several hundred miRNAs have been identified in plants and animals—including humans—which do not appear to have endogenous siRNAs. Thus, while similar to siRNAs, miRNAs are distinct.
miRNAs thus far observed have been approximately 21-22 nucleotides in length, and they arise from longer precursors, which are transcribed from non-protein-encoding genes. See review of Carrington et al. (2003). The precursors form structures that fold back on themselves in self-complementary regions; they are then processed by the nuclease Dicer (in animals) or DCL1 (in plants) to generate the short double-stranded miRNA. One of the miRNA strands is incorporated into a complex of proteins and miRNA called the RNA-induced silencing complex (RISC). The miRNA guides the RISC complex to a target mRNA, which is then cleaved or translationally silenced, depending on the degree of sequence complementarity of the miRNA to its target mRNA. Currently, it is believed that perfect or nearly perfect complementarity leads to mRNA degradation, as is most commonly observed in plants. In contrast, imperfect base pairing, as is primarily found in animals, leads to translational silencing. However, recent data suggest additional complexity (Bagga et al., 2005; Lim et al., 2005), and mechanisms of gene silencing by miRNAs remain under intense study.
Recent studies have shown that expression levels of numerous miRNAs are associated with various cancers (reviewed in Esquela-Kerscher and Slack, 2006; Calin and Croce, 2006). miRNAs have also been implicated in regulating cell growth and cell and tissue differentiation-cellular processes that are associated with the development of cancer.
Cervical cancer is the second most common cause of cancer in women worldwide (Pisani et al., 2002; Parkin et al., 2005). About 470,000 new cases are diagnosed and approximately 230,000 women die of cervical cancer every year (Pisani et al., 1999). While the majority ( ̃80%) of these new cases and deaths occur in developing countries, it is estimated that approximately 3,700 women will die from invasive cervical cancer in the United States in 2007 (Jemal et al., 2007).
Epidemiological and molecular studies have demonstrated that human papillomaviruses (HPVs) are the etiological agents of the vast majority (99.7%) of cervical cancers and their intraepithelial precursors (Pisani, et al., 2002; Parkin et al., 2005; zur Hausen, 2002). Approximately, fifty HPV types infect the anogenital tract including the uterine cervix (Pisani, et al., 2002; Parkin et al., 2005). “High-risk” HPV types are associated with intraepithelial lesions that can progress into invasive carcinomas. Among these, HPV 16 and HPV 18 are associated with 50% and 20%, respectively, of cervical squamous cell carcinomas (Bosch and de Sanjose, 2002; zur Hausen, 2002; Clifford et al., 2003). Other high-risk HPV types (31, 33, 35, 39, and 45 among others) are found in 20-30% of cervical cancers (Bosch and de Sanjose, 2002; zur Hausen, 2002; Clifford et al., 2003). High-risk HPV types are also associated with 25% of head and neck tumors, in particular tumors of the mouth, tonsils, esophagus and larynx (Gillison et al., 2000; Rose et al., 2006).
Cytological examination of cervical smears with Papanicolaou staining (Pap smears) is the screening method universally accepted for early detection of cervical cancer and its precursors. Pap smear screening has been very effective in reducing cervical cancer incidence and mortality. Abnormal pap smear results include mild dysplasias referred to as low-grade squamous intraepithelial lesions (LSIL) and moderate to severe dysplasias referred to as high-grade squamous intraepithelial lesions (HSIL). A Pap smear with LSIL or HSIL indicates a need for further examination and possible treatment. In one study (ALTS Group, 2000), over 80% of LSILs were found to be positive for HPV; however, almost 50% of LSILs will regress to normal. HSILs are generally considered to be pre-cancerous in nature and indicate more aggressive treatment. In addition, as many as 3 million Pap smears are classified as inconclusive in the U.S. every year, and cervical cancer is still a significant public health problem. Pap smear screening is imperfect due, in part, to sampling and staining errors, resulting in false-negatives. It is estimated that  ̃17% of cervical cancers develop in women with previous false-negative Pap smears. It is also estimated that approximately 9% of cervical cancers develop in women with previous true-negative Pap tests.
As an adjunct to cytology screening, The United States Food and Drug Administration has approved a nucleic acid hybridization test for HPV for all women over 30 years old and as triage for women with inconclusive Pap smears. However, several problems associated with this assay include variable assay sensitivity, the inability to genotype certain strains of HPV, and the inability to detect about half of the high risk HPV types associated with cervical cancer (Begeron et al., 2000; de Cremoux et al., 2006).
A need exists for additional diagnostic assays that can assess the condition of cervical tissue in general and accurately distinguish pre-cancerous or cancerous tissue from non-cancerous tissue in particular.
SUMMARY OF THE INVENTION
Embodiments of the invention include compositions and methods of identifying miRNAs that are differentially expressed or mis-regulated in various states of normal, pre-cancerous, cancerous, and/or abnormal tissues, including but not limited to normal cervical tissue, pre-cancerous diseased cervical tissue (e.g., low-grade squamous intraepithelial lesions (LSIL) and high-grade squamous intraepithelial lesions (HSIL)), squamous cell carcinoma, cervical cancer (e.g., cervical squamous cell carcinoma), squamous cell carcinoma of the vulva and vagina, penile intraepithelial lesions, anal cancer, cancers of the digestive tract, oral cancers, a subset of head and neck cancers, and tonsil cancer. In certain aspects, the cancers are related to or a result of HPV infection. In other aspects a subject known or at risk of infection with HPV can be monitored. In still a further aspect, a subject can be monitored periodically, e.g. miRNA assays can be conducted in conjunction with pap smears or non-invasive procedures or procedures with limited invasiveness (e.g., swabbing or flushing and the like). The method of sampling is not intended to be a limiting factor and is at the discretion of the care giver. Further, the invention describes a method for diagnosing normal, pre-cancerous, and cancerous tissues or cells, including but not limited to cervical squamous intraepithelial lesions and cervical cancer based on determining levels (increased or decreased) of selected miRNAs in patient-derived samples. Samples may be obtained and/or analyzed from patients, including but not limited to patients having or suspected of having pre-cancerous cervical lesion or cervical cancer, or a patient suspected of having one or the other condition.
The term “miRNA” is used according to its ordinary and plain meaning and refers to a microRNA molecule found in eukaryotes that is involved in RNA-based gene regulation. See, e.g., Carrington et al., 2003, which is hereby incorporated by reference. Individual miRNAs in a variety of organisms have been identified, sequenced, and given names. Names of miRNAs and their sequences related to the present invention are provided herein.
It is understood that a “synthetic nucleic acid” of the invention means that the nucleic acid does not have a chemical structure or sequence of a naturally occurring nucleic acid or is made by non-natural processes. Consequently, it will be understood that the term “synthetic miRNA” refers to a “synthetic nucleic acid” that functions as or inhibits the functions of an miRNA, at least in part, in a cell or under physiological conditions.
While many of the embodiments of the invention involve synthetic miRNAs or synthetic nucleic acids, in some embodiments of the invention, the nucleic acid molecule(s) need not be “synthetic.” In certain embodiments, a non-synthetic miRNA employed in methods and compositions of the invention may have all or part of the sequence and structure of a naturally occurring miRNA precursor or the mature miRNA. For example, non-synthetic miRNAs used in methods and compositions of the invention may not have one or more modified nucleotides or nucleotide analogs. In these embodiments, the non-synthetic miRNA may or may not be recombinantly produced. In particular embodiments, the nucleic acid in methods and/or compositions of the invention is specifically a synthetic miRNA; though in other embodiments, the invention specifically involves a non-synthetic miRNA and not a synthetic miRNA. Any embodiments discussed with respect to the use of synthetic miRNAs can be applied with respect to non-synthetic miRNAs, and vice versa.
It will be understood that the term “naturally occurring” refers to something found in an organism without any intervention by a person; it could refer to a naturally-occurring wildtype or mutant molecule. In some embodiments a synthetic miRNA molecule does not have the sequence of a naturally occurring miRNA molecule. In other embodiments, a synthetic miRNA molecule may have the sequence of a naturally occurring miRNA molecule, but the chemical structure of the molecule, particularly in the part unrelated specifically to the precise sequence (non-sequence chemical structure) differs from chemical structure of the naturally occurring miRNA molecule with that sequence. In some cases, the synthetic miRNA has both a sequence and non-sequence chemical structure that are not found in a naturally-occurring miRNA. Moreover, the sequence of the synthetic molecules will identify which miRNA is effectively being provided or inhibited; the endogenous miRNA will be referred to as the “corresponding miRNA.” Corresponding miRNA sequences that can be used in the context of the invention include, but are not limited to, all or a portion of those sequences in SEQ ID NOs: 1-562, as well as any other of miRNA sequence, miRNA precursor sequence, or any complementary sequence. In some embodiments, the sequence is or is derived from or contains all or part of a sequence identified in Table 1 below to target a particular miRNA (or set of miRNAs) or mRNA (or set of mRNA).







TABLE 1







Example listing of miRNA evaluated.










miR
Sequence
Ref.
SEQ ID NO





ambi-miR-7027
AAAUGGUGCCCUAGUGACUAC
1
SEQ ID NO: 1


 


ambi-miR-7029
GGAAACCGUUACCAUUACUGAGU
1
SEQ ID NO: 2


 


ambi-miR-7039
GCCGAGACUAGAGUCACAUCCUG
1
SEQ ID NO: 3


 


ambi-miR-7062
UCUCUGGGCCUGUGUCUUAGGC
2, 3
SEQ ID NO: 4


 


ambi-miR-7066
GUCAUACACGGCUCUCCUCUCU
2, 3
SEQ ID NO: 5


 


ambi-miR-7068-1
ACACACCUGGUUAACCUCU
1
SEQ ID NO: 6


 


ambi-miR-7070
UAUGUCUGCUGACCAUCACC
1
SEQ ID NO: 7


 


ambi-miR-7074
CCACAGCACUGCCUGGUCAGA
1
SEQ ID NO: 8


 


ambi-miR-7075
CUGGUUUCACAUGGUGGCUUAGAU
1
SEQ ID NO: 9


 


ambi-miR-7079
AAUUGCACGGUAUCCAUCUGUA
2, 3
SEQ ID NO: 10


 


ambi-miR-7083
GCAGUCCAUGGGCAUAUACAC

SEQ ID NO: 11


 


ambi-miR-7085
ACAAGUCAGGCUCUUGGGACCU
1
SEQ ID NO: 12


 


ambi-miR-7100
UCAUCGUCUCAAAUGAGUCU
2, 3
SEQ ID NO: 13


 


ambi-miR-7101
CAAGCUCGCUUCUAUGGGUCU
1
SEQ ID NO: 14


 


hsa-asg-10202_st2
GGGCCCUGGCUCCAUCUCCUUU
1
SEQ ID NO: 15


 


hsa-asg-10278_st2
UAUAGAUUUAAAUACGUAUGUA
1
SEQ ID NO: 16


 


hsa-asg-10674_st1
GACAGCACGACACUGCCUUCAU
1
SEQ ID NO: 17


 


hsa-asg-10883_st1
UGCCUGUCUACACUUGCUGUGC
1
SEQ ID NO: 18


 


hsa-asg-11181_st1
UGGCCUUGGGUCAGAGAGGGCU
1
SEQ ID NO: 19


 


hsa-asg-11199_st2
CCCUCGAGGAGCUCACAGUCUA
1
SEQ ID NO: 20


 


hsa-asg-11688_st1
CCUCAGCUGUGUUCUUGGUAUC
1
SEQ ID NO: 21


 


hsa-asg-11883_st1
GGAACGGCUUCAUACAGGAGUU
1
SEQ ID NO: 22


 


hsa-asg-11938_st1
GGGCAGAGAGCAAGAAGUAUCA
1
SEQ ID NO: 23


 


hsa-asg-12325_st2
UGCUGAGGGGCAGAGAUCAGAC
1
SEQ ID NO: 24


 


hsa-asg-12346_st2
UGGAUGGAGGUUGAGAGGGCUG
1
SEQ ID NO: 25


 


hsa-asg-12356_st1
UGGCGGUGGAGAGAGGGAAUGU
1
SEQ ID NO: 26


 


hsa-asg-12964_st2
UGGUUUUUGGUUUCCAGAGCAG
1
SEQ ID NO: 27


 


hsa-asg-13166_st2
AAUCAUUCACGGACAACACUUU
1
SEQ ID NO: 28


 


hsa-asg-13189_st1
UGAGGGGCAGAGAGCGAGACUUU
1
SEQ ID NO: 29


 


hsa-asg-13230_st2
CUGGUUUCACAUGGUGGCUUAGAU
1
SEQ ID NO: 30


 


hsa-asg-13237_st1
ACACUCAAACUGCUGAC
1
SEQ ID NO: 31


 


hsa-asg-13254_st1
UAUGUCUGCUGACCAUCACC
1
SEQ ID NO: 32


 


hsa-asg-13279_st1
UGACCGAUUUCUCCUGGUGUUCAGA
1
SEQ ID NO: 33


 


hsa-asg-13284_st1
UUAGGGCCCUGGCUCCAUCUCC
1
SEQ ID NO: 34


 


hsa-asg-13297_st1
UACCCAGAGCAUGCAGUGUGAA
1
SEQ ID NO: 35


 


hsa-asg-13304_st2
CUUGGCACCUAGCAAGCACUCA
1
SEQ ID NO: 36


 


hsa-asg-13308_st2
CACUAGAUUGUGAGCUCCUGGA
1
SEQ ID NO: 37


 


hsa-asg-13613_st2
UUUCCACAGGAUGGUGGGGGGG
1
SEQ ID NO: 38


 


hsa-asg-13966_st2
CUGGCUCUUAAAGGCACGAGAG
1
SEQ ID NO: 39


 


hsa-asg-14172_st1
AAACAUGGUUCCGUCAAGCACC
1
SEQ ID NO: 40


 


hsa-asg-14176_st1
ACAAGUCAGGCUCUUGGGACCU
1
SEQ ID NO: 41


 


hsa-asg-14230_st1
UUGGGAACAUUUUGCAUGUA
1
SEQ ID NO: 42


 


hsa-asg-2027_st1
GAGCUGGUAAAAUGGAACCAAA
1
SEQ ID NO: 43


 


hsa-asg-2301_st2
UACUUCAGAAUCUCCAGGAGUA
1
SEQ ID NO: 44


 


hsa-asg-279_st2
UGCUUGGCACCUAGCAAGCACU
1
SEQ ID NO: 45


 


hsa-asg-2919_st1
AUUUCAGUGGAGUGAAGUUCAG
1
SEQ ID NO: 46


 


hsa-asg-3038_st2
UGUAGCAGGCCAGAGAAUGAGG
1
SEQ ID NO: 47


 


hsa-asg-3145_st1
AAGCUCACAGUCUAGUUGUGUU
1
SEQ ID NO: 48


 


hsa-asg-3376_st1
CGAGGUUGCCCUUUGUAUAUUC
1
SEQ ID NO: 49


 


hsa-asg-3597_st2
GCAUUUGCUGGUGGUGGCAGGG
1
SEQ ID NO: 50


 


hsa-asg-3711_st2
GGGAUGGGCAAGGUAGAACUCA
1
SEQ ID NO: 51


 


hsa-asg-4557_st2
CAGAUUCGAUUCUAGGGGAAUA
1
SEQ ID NO: 52


 


hsa-asg-4564_st2
CAGGUGAGGUUCUUGGGAGCCU
1
SEQ ID NO: 53


 


hsa-asg-5021_st1
UAUGUCUGCUGACCAUCACCUU
1
SEQ ID NO: 54


 


hsa-asg-522_st1
AAUGGAUUUGUAGGAGGAAGGG
1
SEQ ID NO: 55


 


hsa-asg-5304_st1
ACUAGAUUGUGAGCUCCUGGAG
1
SEQ ID NO: 56


 


hsa-asg-5617_st1
UAUGUAACAUGGUGCACUAACU
1
SEQ ID NO: 57


 


hsa-asg-562_st1
UGCAGUCCAUGGGCAUAUACAC
1
SEQ ID NO: 58


 


hsa-asg-5740_st2
UCAGGUGGCCAGGUGCAUAUCU
1
SEQ ID NO: 59


 


hsa-asg-6758_st1
UUUGAUGAGAACAUCUGGGGCC
1
SEQ ID NO: 60


 


hsa-asg-6951_st2
CAGGAACAGCAGGGUUGUGAGG
1
SEQ ID NO: 61


 


hsa-asg-7023_st2
GAAAGCUGUGUUGGAGAGGCAG
1
SEQ ID NO: 62


 


hsa-asg-7465_st2
AACCGUGGCUUUCGAUUGUUAC
1
SEQ ID NO: 63


 


hsa-asg-7472_st2
AGAGGUUGCCCUUGGUGAAUUC
1
SEQ ID NO: 64


 


hsa-asg-8067_st2
UGGAGACGCGGCCCUGUUGGAG
1
SEQ ID NO: 65


 


hsa-asg-8411_st2
UUUCUAGGGCACAGACAGUGCA
1
SEQ ID NO: 66


 


hsa-asg-8477_st1
GGGAGCCAGGAAGUAUUGAUGU
1
SEQ ID NO: 67


 


hsa-asg-924_st1
CCUGCUAUGCCAACAUAUUGCC
1
SEQ ID NO: 68


 


hsa-asg-9681_st1
UUGGGAACAUUUUGCAUGUAUA
1
SEQ ID NO: 69


 


hsa-asg-9687_st1
UUGGGGACAUUUUGCAUUCAUA
1
SEQ ID NO: 70


 


hsa-asg-9696_st1
UCAAAACGUGAGGCGCUGCUAU
1
SEQ ID NO: 71


 


hsa-asg-9920_st1
UGUUUUUGGGGGUGGGUGGCCC
1
SEQ ID NO: 72


 


hsa-cand206_st1
UAACAUGGUCCACUAACUCUC
4
SEQ ID NO: 73


 


hsa-cand207_st1
UGGGAUGGUAAACCGCUUCUU
4
SEQ ID NO: 74


 


hsa-cand283_st1
UGGGAGAAGGCUGUUUACUCU
4
SEQ ID NO: 75


 


hsa-cand317_st1
UGCCAACAUAUUGCCAUCUUU
4
SEQ ID NO: 76


 


hsa-cand345_st1
AGCCAGGAAGUAUUGAUGUUU
4
SEQ ID NO: 77


 


hsa-cand720_st1
UGUCAGAGGUGACAGGGGCCA
4
SEQ ID NO: 78


 


hsa-let-7a
UGAGGUAGUAGGUUGUAUAGUU
2, 3
SEQ ID NO: 79


 


hsa-let-7b
UGAGGUAGUAGGUUGUGUGGUU
2, 3
SEQ ID NO: 80


 


hsa-let-7c
UGAGGUAGUAGGUUGUAUGGUU
2, 3
SEQ ID NO: 81


 


hsa-let-7d
AGAGGUAGUAGGUUGCAUAGU
2, 3
SEQ ID NO: 82


 


hsa-let-7e
UGAGGUAGGAGGUUGUAUAGU
2, 3
SEQ ID NO: 83


 


hsa-let-7f
UGAGGUAGUAGAUUGUAUAGUU
2, 3
SEQ ID NO: 84


 


hsa-let-7g
UGAGGUAGUAGUUUGUACAGU
2, 3
SEQ ID NO: 85


 


hsa-let-7i
UGAGGUAGUAGUUUGUGCUGU
2, 3
SEQ ID NO: 86


 


hsa-miR-1
UGGAAUGUAAAGAAGUAUGUA
2, 3
SEQ ID NO: 87


 


hsa-miR-100
AACCCGUAGAUCCGAACUUGUG
2, 3
SEQ ID NO: 88


 


hsa-miR-101
UACAGUACUGUGAUAACUGAAG
2, 3
SEQ ID NO: 89


 


hsa-miR102_st2
AAUGCACCUGGGCAAGGAUUCA
5
SEQ ID NO: 90


 


hsa-miR-1O3
AGCAGCAUUGUACAGGGCUAUGA
2, 3
SEQ ID NO: 91


 


hsa-miR-105
UCAAAUGCUCAGACUCCUGU
2, 3
SEQ ID NO: 92


 


hsa-miR-106a
AAAAGUGCUUACAGUGCAGGUAGC
2, 3
SEQ ID NO: 93


 


hsa-miR-106b
UAAAGUGCUGACAGUGCAGAU
2, 3
SEQ ID NO: 94


 


hsa-miR-107
AGCAGCAUUGUACAGGGCUAUCA
2, 3
SEQ ID NO: 95


 


hsa-miR-10a
UACCCUGUAGAUCCGAAUUUGUG
2, 3
SEQ ID NO: 96


 


hsa-miR-10b
UACCCUGUAGAACCGAAUUUGU
2, 3
SEQ ID NO: 97


 


hsa-miR-122a
UGGAGUGUGACAAUGGUGUUUGU
2, 3
SEQ ID NO: 98


 


hsa-miR-124a
UUAAGGCACGCGGUGAAUGCCA
2, 3
SEQ ID NO: 99


 


hsa-miR-125a
UCCCUGAGACCCUUUAACCUGUG
2, 3
SEQ ID NO: 100


 


hsa-miR-125b
UCCCUGAGACCCUAACUUGUGA
2, 3
SEQ ID NO: 101


 


hsa-miR-126
CAUUAUUACUUUUGGUACGCG
2, 3
SEQ ID NO: 102


 


hsa-miR-126-AS
CGCGUACCAAAAGUAAUAAUG
2, 3
SEQ ID NO: 103


 


hsa-miR-127
UCGGAUCCGUCUGAGCUUGGCU
2, 3
SEQ ID NO: 104


 


hsa-miR-128a
UCACAGUGAACCGGUCUCUUUU
2, 3
SEQ ID NO: 105


 


hsa-miR-129
CUUUUUGCGGUCUGGGCUUGC
2, 3
SEQ ID NO: 106


 


hsa-miR-130a
CAGUGCAAUGUUAAAAGGGCAU
2, 3
SEQ ID NO: 107


 


hsa-miR-130b
CAGUGCAAUGAUGAAAGGGCAU
2, 3
SEQ ID NO: 108


 


hsa-miR-132
UAACAGUCUACAGCCAUGGUCG
2, 3
SEQ ID NO: 109


 


hsa-miR-133a
UUGGUCCCCUUCAACCAGCUGU
2, 3
SEQ ID NO: 110


 


hsa-miR-133b
UUGGUCCCCUUCAACCAGCUA
2, 3
SEQ ID NO: 111


 


hsa-miR-134
UGUGACUGGUUGACCAGAGGG
2, 3
SEQ ID NO: 112


 


hsa-miR-135a
UAUGGCUUUUUAUUCCUAUGUGA
2, 3
SEQ ID NO: 113


 


hsa-miR-135b
UAUGGCUUUUCAUUCCUAUGUG
2, 3
SEQ ID NO: 114


 


hsa-miR-136
ACUCCAUUUGUUUUGAUGAUGGA
2, 3
SEQ ID NO: 115


 


hsa-miR-137
UAUUGCUUAAGAAUACGCGUAG
2,3
SEQ ID NO: 116


 


hsa-miR-138
AGCUGGUGUUGUGAAUC
2, 3
SEQ ID NO: 117


 


hsa-miR-139
UCUACAGUGCACGUGUCU
2, 3
SEQ ID NO: 118


 


hsa-miR-140
AGUGGUUUUACCCUAUGGUAG
2, 3
SEQ ID NO: 119


 


hsa-miR-141
UAACACUGUCUGGUAAAGAUGG
2, 3
SEQ ID NO: 120


 


hsa-miR-142-3p
UGUAGUGUUUCCUACUUUAUGGA
2, 3
SEQ ID NO: 121


 


hsa-miR-142-5p
CAUAAAGUAGAAAGCACUAC
2, 3
SEQ ID NO: 122


 


hsa-miR-143
UGAGAUGAAGCACUGUAGCUCA
2, 3
SEQ ID NO: 123


 


hsa-miR-144
UACAGUAUAGAUGAUGUACUAG
2, 3
SEQ ID NO: 124


 


hsa-miR-145
GUCCAGUUUUCCCAGGAAUCCCUU
2, 3
SEQ ID NO: 125


 


hsa-miR-146a
UGAGAACUGAAUUCCAUGGGUU
2, 3
SEQ ID NO: 126


 


hsa-miR-147
GUGUGUGGAAAUGCUUCUGC
2, 3
SEQ ID NO: 127


 


hsa-miR-148a
UCAGUGCACUACAGAACUUUGU
2, 3
SEQ ID NO: 128


 


hsa-miR-148b
UCAGUGCAUCACAGAACUUUGU
2, 3
SEQ ID NO: 129


 


hsa-miR-149
UCUGGCUCCGUGUCUUCACUCC
2, 3
SEQ ID NO: 130


 


hsa-miR-150
UCUCCCAACCCUUGUACCAGUG
2, 3
SEQ ID NO: 131


 


hsa-miR-151
ACUAGACUGAAGCUCCUUGAGG
2, 3
SEQ ID NO: 132


 


hsa-miR-152
UCAGUGCAUGACAGAACUUGGG
2, 3
SEQ ID NO: 133


 


hsa-miR-153
UUGCAUAGUCACAAAAGUGA
2, 3
SEQ ID NO: 134


 


hsa-miR-154
UAGGUUAUCCGUGUUGCCUUCG
2, 3
SEQ ID NO: 135


 


hsa-miR-155
UUAAUGCUAAUCGUGAUAGGGG
2, 3
SEQ ID NO: 136


 


hsa-miR157_st2
AGCACCAUGCAGUCCAUGGGCA
5
SEQ ID NO: 137


 


hsa-miR-15a
UAGCAGCACAUAAUGGUUUGUG
2, 3
SEQ ID NO: 138


 


hsa-miR-15b
UAGCAGCACAUCAUGGUUUACA
2, 3
SEQ ID NO: 139


 


hsa-miR-16
UAGCAGCACGUAAAUAUUGGCG
2, 3
SEQ ID NO: 140


 


hsa-miR-17-3p
ACUGCAGUGAAGGCACUUGU
2, 3
SEQ ID NO: 141


 


hsa-miR-17-5p
CAAAGUGCUUACAGUGCAGGUAGU
2, 3
SEQ ID NO: 142


 


hsa-miR-181a
AACAUUCAACGCUGUCGGUGAGU
2, 3
SEQ ID NO: 143


 


hsa-miR-181b
AACAUUCAUUGCUGUCGGUGGG
2, 3
SEQ ID NO: 144


 


hsa-miR-181c
AACAUUCAACCUGUCGGUGAGU
2, 3
SEQ ID NO: 145


 


hsa-miR-182
UUUGGCAAUGGUAGAACUCACA
2, 3
SEQ ID NO: 146


 


hsa-miR-182-AS
UGUGAGUUCUACCAUUGCCAAA
2, 3
SEQ ID NO: 147


 


hsa-miR-183
UAUGGCACUGGUAGAAUUCACUG
2, 3
SEQ ID NO: 148


 


hsa-miR-184
UGGACGGAGAACUGAUAAGGGU
2, 3
SEQ ID NO: 149


 


hsa-miR-185
UGGAGAGAAAGGCAGUUC
2, 3
SEQ ID NO: 150


 


hsa-miR-186
CAAAGAAUUCUCCUUUUGGGCUU
2, 3
SEQ ID NO: 151


 


hsa-miR-187
UCGUGUCUUGUGUUGCAGCCG
2, 3
SEQ ID NO: 152


 


hsa-miR-188
CAUCCCUUGCAUGGUGGAGGGU
2, 3
SEQ ID NO: 153


 


hsa-miR-189
GUGCCUACUGAGCUGAUAUCAGU
2, 3
SEQ ID NO: 154


 


hsa-miR-18a
UAAGGUGCAUCUAGUGCAGAUA
2, 3
SEQ ID NO: 155


 


hsa-miR-18b
UAAGGUGCAUCUAGUGCAGUUA
2, 3
SEQ ID NO: 156


 


hsa-miR-190
UGAUAUGUUUGAUAUAUUAGGU
2, 3
SEQ ID NO: 157


 


hsa-miR-191
CAACGGAAUCCCAAAAGCAGCU
2, 3
SEQ ID NO: 158


 


hsa-miR-192
CUGACCUAUGAAUUGACAGCC
2, 3
SEQ ID NO: 159


 


hsa-miR-193a
AACUGGCCUACAAAGUCCCAG
2, 3
SEQ ID NO: 160


 


hsa-miR-193b
AACUGGCCCUCAAAGUCCCGCUUU
2, 3
SEQ ID NO: 161


 


hsa-miR-194
UGUAACAGCAACUCCAUGUGGA
2, 3
SEQ ID NO: 162


 


hsa-miR-195
UAGCAGCACAGAAAUAUUGGC
2, 3
SEQ ID NO: 163


 


hsa-miR-196a
UAGGUAGUUUCAUGUUGUUGG
2, 3
SEQ ID NO: 164


 


hsa-miR-196b
UAGGUAGUUUCCUGUUGUUGG
2, 3
SEQ ID NO: 165


 


hsa-miR-197
UUCACCACCUUCUCCACCCAGC
2, 3
SEQ ID NO: 166


 


hsa-miR-198
GGUCCAGAGGGGAGAUAGG
2, 3
SEQ ID NO: 167


 


hsa-miR-199a
CCCAGUGUUCAGACUACCUGUUC
2, 3
SEQ ID NO: 168


 


hsa-miR-199a-AS
GAACAGGUAGUCUGAACACUGGG
2, 3
SEQ ID NO: 169


 


hsa-miR-199b
CCCAGUGUUUAGACUAUCUGUUC
2, 3
SEQ ID NO: 170


 


hsa-miR-19a
UGUGCAAAUCUAUGCAAAACUGA
2, 3
SEQ ID NO: 171


 


hsa-miR-19b
UGUGCAAAUCCAUGCAAAACUGA
2, 3
SEQ ID NO: 172


 


hsa-miR-200a
CAUCUUACCGGACAGUGCUGGA
2, 3
SEQ ID NO: 173


 


hsa-miR-200b
UAAUACUGCCUGGUAAUGAUGAC
2, 3
SEQ ID NO: 174


 


hsa-miR-200c
UAAUACUGCCGGGUAAUGAUGG
2, 3
SEQ ID NO: 175


 


hsa-miR-202-AS
UUUUCCCAUGCCCUAUACCUCU
2, 3
SEQ ID NO: 176


 


hsa-miR-203
GUGAAAUGUUUAGGACCACUAG
2, 3
SEQ ID NO: 177


 


hsa-miR-204
UUCCCUUUGUCAUCCUAUGCCU
2, 3
SEQ ID NO: 178


 


hsa-miR-205
UCCUUCAUUCCACCGGAGUCUG
2, 3
SEQ ID NO: 179


 


hsa-miR-206
UGGAAUGUAAGGAAGUGUGUGG
2, 3
SEQ ID NO: 180


 


hsa-miR-208
AUAAGACGAGCAAAAAGCUUGU
2, 3
SEQ ID NO: 181


 


hsa-miR-20a
UAAAGUGCUUAUAGUGCAGGUAG
2, 3
SEQ ID NO: 182


 


hsa-miR-21
UAGCUUAUCAGACUGAUGUUGA
2, 3
SEQ ID NO: 183


 


hsa-miR-210
CUGUGCGUGUGACAGCGGCUGA
2, 3
SEQ ID NO: 184


 


hsa-miR-211
UUCCCUUUGUCAUCCUUCGCCU
2, 3
SEQ ID NO: 185


 


hsa-miR-212
UAACAGUCUCCAGUCACGGCC
2, 3
SEQ ID NO: 186


 


hsa-miR-213
ACCAUCGACCGUUGAUUGUACC
2, 3
SEQ ID NO: 187


 


hsa-miR-214
ACAGCAGGCACAGACAGGCAG
2, 3
SEQ ID NO: 188


 


hsa-miR-215
AUGACCUAUGAAUUGACAGAC
2, 3
SEQ ID NO: 189


 


hsa-miR-216
UAAUCUCAGCUGGCAACUGUG
2, 3
SEQ ID NO: 190


 


hsa-miR-217
UACUGCAUCAGGAACUGAUUGGAU
2, 3
SEQ ID NO: 191


 


hsa-miR-218
UUGUGCUUGAUCUAACCAUGU
2, 3
SEQ ID NO: 192


 


hsa-miR-219
UGAUUGUCCAAACGCAAUUCU
2, 3
SEQ ID NO: 193


 


hsa-miR-22
AAGCUGCCAGUUGAAGAACUGU
2, 3
SEQ ID NO: 194


 


hsa-miR-220
CCACACCGUAUCUGACACUUU
2, 3
SEQ ID NO: 195


 


hsa-miR-221
AGCUACAUUGUCUGCUGGGUUUC
2, 3
SEQ ID NO: 196


 


hsa-miR-222
AGCUACAUCUGGCUACUGGGUCUC
2, 3
SEQ ID NO: 197


 


hsa-miR-223
UGUCAGUUUGUCAAAUACCCC
2, 3
SEQ ID NO: 198


 


hsa-miR-224
CAAGUCACUAGUGGUUCCGUUUA
2, 3
SEQ ID NO: 199


 


hsa-miR-23a
AUCACAUUGCCAGGGAUUUCC
2, 3
SEQ ID NO: 200


 


hsa-miR-23b
AUCACAUUGCCAGGGAUUACC
2, 3
SEQ ID NO: 201


 


hsa-miR-24
UGGCUCAGUUCAGCAGGAACAG
2, 3
SEQ ID NO: 202


 


hsa-miR-25
CAUUGCACUUGUCUCGGUCUGA
2, 3
SEQ ID NO: 203


 


hsa-miR-26a
UUCAAGUAAUCCAGGAUAGGC
2, 3
SEQ ID NO: 204


 


hsa-miR-26b
UUCAAGUAAUUCAGGAUAGGUU
2, 3
SEQ ID NO: 205


 


hsa-miR-27a
UUCACAGUGGCUAAGUUCCGC
2, 3
SEQ ID NO: 206


 


hsa-miR-27b
UUCACAGUGGCUAAGUUCUGC
2, 3
SEQ ID NO: 207


 


hsa-miR-28
AAGGAGCUCACAGUCUAUUGAG
2, 3
SEQ ID NO: 208


 


hsa-miR-296
AGGGCCCCCCCUCAAUCCUGU
2, 3
SEQ ID NO: 209


 


hsa-miR-299-3p
UAUGUGGGAUGGUAAACCGCUU
2, 3
SEQ ID NO: 210


 


hsa-miR-299-5p
UGGUUUACCGUCCCACAUACAU
2, 3
SEQ ID NO: 211


 


hsa-miR-29a
UAGCACCAUCUGAAAUCGGUU
2, 3
SEQ ID NO: 212


 


hsa-miR-29b
UAGCACCAUUUGAAAUCAGUGUU
2, 3
SEQ ID NO: 213


 


hsa-miR-29c
UAGCACCAUUUGAAAUCGGU
2, 3
SEQ ID NO: 214


 


hsa-miR-301
CAGUGCAAUAGUAUUGUCAAAGC
2, 3
SEQ ID NO: 215


 


hsa-miR-302a
UAAACGUGGAUGUACUUGCUUU
2, 3
SEQ ID NO: 216


 


hsa-miR-302b
ACUUUAACAUGGAAGUGCUUUCU
2, 3
SEQ ID NO: 217


 


hsa-miR-302b-AS
AGAAAGCACUUCCAUGUUAAAGU
2, 3
SEQ ID NO: 218


 


hsa-miR-302c
UUUAACAUGGGGGUACCUGCUG
2, 3
SEQ ID NO: 219


 


hsa-miR-302c-AS
CAGCAGGUACCCCCAUGUUAAA
2, 3
SEQ ID NO: 220


 


hsa-miR-302d
UAAGUGCUUCCAUGUUUGAGUGU
2, 3
SEQ ID NO: 221


 


hsa-miR-30a-3p
CUUUCAGUCGGAUGUUUGCAGC
2, 3
SEQ ID NO: 222


 


hsa-miR-30a-5p
UGUAAACAUCCUCGACUGGAAG
2, 3
SEQ ID NO: 223


 


hsa-miR-30b
UGUAAACAUCCUACACUCAGCU
2, 3
SEQ ID NO: 224


 


hsa-miR-30c
UGUAAACAUCCUACACUCUCAGC
2, 3
SEQ ID NO: 225


 


hsa-miR-30d
UGUAAACAUCCCCGACUGGAAG
2, 3
SEQ ID NO: 226


 


hsa-miR-30e-3p
CUUUCAGUCGGAUGUUUACAGC
2, 3
SEQ ID NO: 227


 


hsa-miR-30e-5p
UGUAAACAUCCUUGACUGGA
2, 3
SEQ ID NO: 228


 


hsa-miR-31
GGCAAGAUGCUGGCAUAGCUG
2, 3
SEQ ID NO: 229


 


hsa-miR-32
UAUUGCACAUUACUAAGUUGC
2, 3
SEQ ID NO: 230


 


hsa-miR-320
AAAAGCUGGGUUGAGAGGGCGAA
2, 3
SEQ ID NO: 231


 


hsa-miR-323
GCACAUUACACGGUCGACCUCU
2, 3
SEQ ID NO: 232


 


hsa-miR-324-3p
CCACUGCCCCAGGUGCUGCUGG
2, 3
SEQ ID NO: 233


 


hsa-miR-324-5p
CGCAUCCCCUAGGGCAUUGGUGU
2, 3
SEQ ID NO: 234


 


hsa-miR-325
CCUAGUAGGUGUCCAGUAAGUGU
2, 3
SEQ ID NO: 235


 


hsa-miR-326
CCUCUGGGCCCUUCCUCCAG
2, 3
SEQ ID NO: 236


 


hsa-miR-328
CUGGCCCUCUCUGCCCUUCCGU
2, 3
SEQ ID NO: 237


 


hsa-miR-329
AACACACCUGGUUAACCUCUUU
2, 3
SEQ ID NO: 238


 


hsa-miR-33
GUGCAUUGUAGUUGCAUUG
2, 3
SEQ ID NO: 239


 


hsa-miR-330
GCAAAGCACACGGCCUGCAGAGA
2, 3
SEQ ID NO: 240


 


hsa-miR-331
GCCCCUGGGCCUAUCCUAGAA
2, 3
SEQ ID NO: 241


 


hsa-miR-335
UCAAGAGCAAUAACGAAAAAUGU
2, 3
SEQ ID NO: 242


 


hsa-miR-337
UCCAGCUCCUAUAUGAUGCCUUU
2, 3
SEQ ID NO: 243


 


hsa-miR-338
UCCAGCAUCAGUGAUUUUGUUGA
2, 3
SEQ ID NO: 244


 


hsa-miR-339
UCCCUGUCCUCCAGGAGCUCA
2, 3
SEQ ID NO: 245


 


hsa-miR-340
UCCGUCUCAGUUACUUUAUAGCC
2, 3
SEQ ID NO: 246


 


hsa-miR-342
UCUCACACAGAAAUCGCACCCGUC
2, 3
SEQ ID NO: 247


 


hsa-miR-345
UGCUGACUCCUAGUCCAGGGC
2, 3
SEQ ID NO: 248


 


hsa-miR-346
UGUCUGCCCGCAUGCCUGCCUCU
2, 3
SEQ ID NO: 249


 


hsa-miR-34a
UGGCAGUGUCUUAGCUGGUUGUU
2, 3
SEQ ID NO: 250


 


hsa-miR-34b
UAGGCAGUGUCAUUAGCUGAUUG
2, 3
SEQ ID NO: 251


 


hsa-miR-34c
AGGCAGUGUAGUUAGCUGAUUGC
2, 3
SEQ ID NO: 252


 


hsa-miR-361
UUAUCAGAAUCUCCAGGGGUAC
2, 3
SEQ ID NO: 253


 


hsa-miR-365
UAAUGCCCCUAAAAAUCCUUAU
2, 3
SEQ ID NO: 254


 


hsa-miR-367
AAUUGCACUUUAGCAAUGGUGA
2, 3
SEQ ID NO: 255


 


hsa-miR-368
ACAUAGAGGAAAUUCCACGUUU
2, 3
SEQ ID NO: 256


 


hsa-miR-369-3p
AAUAAUACAUGGUUGAUCUUU
2, 3
SEQ ID NO: 257


 


hsa-miR-369-5p
AGAUCGACCGUGUUAUAUUCGC
2, 3
SEQ ID NO: 258


 


hsa-miR-370
GCCUGCUGGGGUGGAACCUGG
2, 3
SEQ ID NO: 259


 


hsa-miR-371
GUGCCGCCAUCUUUUGAGUGU
2, 3
SEQ ID NO: 260


 


hsa-miR-372
AAAGUGCUGCGACAUUUGAGCGU
2, 3
SEQ ID NO: 261


 


hsa-miR-373
ACUCAAAAUGGGGGCGCUUUCC
2, 3
SEQ ID NO: 262


 


hsa-miR-373-AS
GGAAAGCGCCCCCAUUUUGAGU
2, 3
SEQ ID NO: 263


 


hsa-miR-374
UUAUAAUACAACCUGAUAAGUG
2, 3
SEQ ID NO: 264


 


hsa-miR-375
UUUGUUCGUUCGGCUCGCGUGA
2, 3
SEQ ID NO: 265


 


hsa-miR-376a
GGUAGAUUCUCCUUCUAUGAG
2, 3
SEQ ID NO: 266


 


hsa-miR-377
AUCACACAAAGGCAACUUUUGU
2, 3
SEQ ID NO: 267


 


hsa-miR-378
CUCCUGACUCCAGGUCCUGUGU
2, 3
SEQ ID NO: 268


 


hsa-miR-379
UGGUAGACUAUGGAACGUA
2, 3
SEQ ID NO: 269


 


hsa-miR-380-3p
UAUGUAAUAUGGUCCACAUCUU
2, 3
SEQ ID NO: 270


 


hsa-miR-380-5p
UGGUUGACCAUAGAACAUGCGC
2, 3
SEQ ID NO: 271


 


hsa-miR-381
UAUACAAGGGCAAGCUCUCUGU
2, 3
SEQ ID NO: 272


 


hsa-miR-382
GAAGUUGUUCGUGGUGGAUUCG
2, 3
SEQ ID NO: 273


 


hsa-miR-383
AGAUCAGAAGGUGAUUGUGGCU
2, 3
SEQ ID NO: 274


 


hsa-miR-384
AUUCCUAGAAAUUGUUCAUA
2, 3
SEQ ID NO: 275


 


hsa-miR-410
AAUAUAACACAGAUGGCCUGU
2, 3
SEQ ID NO: 276


 


hsa-miR-411
UAGUAGACCGUAUAGCGUACG
2, 3
SEQ ID NO: 277


 


hsa-miR-412
ACUUCACCUGGUCCACUAGCCGU
2, 3
SEQ ID NO: 278


 


hsa-miR-422a
CUGGACUUAGGGUCAGAAGGCC
2, 3
SEQ ID NO: 279


 


hsa-miR-422b
CUGGACUUGGAGUCAGAAGGCC
2, 3
SEQ ID NO: 280


 


hsa-miR-423
AGCUCGGUCUGAGGCCCCUCAG
2, 3
SEQ ID NO: 281


 


hsa-miR-424
CAGCAGCAAUUCAUGUUUUGAA
2, 3
SEQ ID NO: 282


 


hsa-miR-425
AAUGACACGAUCACUCCCGUUGA
2, 3
SEQ ID NO: 283


 


hsa-miR-429
UAAUACUGUCUGGUAAAACCGU
2, 3
SEQ ID NO: 284


 


hsa-miR-432
UCUUGGAGUAGGUCAUUGGGUGG
2, 3
SEQ ID NO: 285


 


hsa-miR-432-AS
CCACCCAAUGACCUACUCCAAGA
2, 3
SEQ ID NO: 286


 


hsa-miR-433
AUCAUGAUGGGCUCCUCGGUGU
2, 3
SEQ ID NO: 287


 


hsa-miR-448
UUGCAUAUGUAGGAUGUCCCAU
2, 3
SEQ ID NO: 288


 


hsa-miR-449
UGGCAGUGUAUUGUUAGCUGGU
2, 3
SEQ ID NO: 289


 


hsa-miR-450
UUUUUGCGAUGUGUUCCUAAUA
2, 3
SEQ ID NO: 290


 


hsa-miR-452
UGUUUGCAGAGGAAACUGAGAC
2, 3
SEQ ID NO: 291


 


hsa-miR-452-AS
GUCUCAGUUUCCUCUGCAAACA
2, 3
SEQ ID NO: 292


 


hsa-miR-455
UAUGUGCCUUUGGACUAGAUCG
2, 3
SEQ ID NO: 293


 


hsa-miR-485-3p
GUCAUACACGGCUCUCCUCUCU
2, 3
SEQ ID NO: 294


 


hsa-miR-485-5p
AGAGGCUGGCCGUGAUGAAUUC
2, 3
SEQ ID NO: 295


 


hsa-miR-487a
AAUCAUACAGGGACAUCCAGUU
2, 3
SEQ ID NO: 296


 


hsa-miR-487b
AAUCGUACAGGGUCAUCCACUU
2, 3
SEQ ID NO: 297


 


hsa-miR-488
CCCAGAUAAUGGCACUCUCAA
2, 3
SEQ ID NO: 298


 


hsa-miR-489
AGUGACAUCACAUAUACGGCAGC
2, 3
SEQ ID NO: 299


 


hsa-miR-490
CAACCUGGAGGACUCCAUGCUG
2, 3
SEQ ID NO: 300


 


hsa-miR-491
AGUGGGGAACCCUUCCAUGAGGA
2, 3
SEQ ID NO: 301


 


hsa-miR-492
AGGACCUGCGGGACAAGAUUCUU
2, 3
SEQ ID NO: 302


 


hsa-miR-493
UUGUACAUGGUAGGCUUUCAUU
2, 3
SEQ ID NO: 303


 


hsa-miR-493-3p
UGAAGGUCUACUGUGUGCCAG
2, 3
SEQ ID NO: 304


 


hsa-miR-493-5p
UGAAGGUCUACUGUGUGCCAG
2, 3
SEQ ID NO: 305


 


hsa-miR-494
UGAAACAUACACGGGAAACCUCUU
2, 3
SEQ ID NO: 306


 


hsa-miR-495
AAACAAACAUGGUGCACUUCUUU
2, 3
SEQ ID NO: 307


 


hsa-miR-496
AUUACAUGGCCAAUCUC
2, 3
SEQ ID NO: 308


 


hsa-miR-497
CAGCAGCACACUGUGGUUUGU
2, 3
SEQ ID NO: 309


 


hsa-miR-498
UUUCAAGCCAGGGGGCGUUUUUC
2, 3
SEQ ID NO: 310


 


hsa-miR-499
UUAAGACUUGCAGUGAUGUUUAA
2, 3
SEQ ID NO: 311


 


hsa-miR-500
AUGCACCUGGGCAAGGAUUCUG
2, 3
SEQ ID NO: 312


 


hsa-miR-501
AAUCCUUUGUCCCUGGGUGAGA
2, 3
SEQ ID NO: 313


 


hsa-miR-502
AUCCUUGCUAUCUGGGUGCUA
2, 3
SEQ ID NO: 314


 


hsa-miR-503
UAGCAGCGGGAACAGUUCUGCAG
2, 3
SEQ ID NO: 315


 


hsa-miR-504
AGACCCUGGUCUGCACUCUAU
2, 3
SEQ ID NO: 316


 


hsa-miR-505
GUCAACACUUGCUGGUUUCCUC
2, 3
SEQ ID NO: 317


 


hsa-miR-506
UAAGGCACCCUUCUGAGUAGA
2, 3
SEQ ID NO: 318


 


hsa-miR-507
UUUUGCACCUUUUGGAGUGAA
2, 3
SEQ ID NO: 319


 


hsa-miR-508
UGAUUGUAGCCUUUUGGAGUAGA
2, 3
SEQ ID NO: 320


 


hsa-miR-509
UGAUUGGUACGUCUGUGGGUAGA
2, 3
SEQ ID NO: 321


 


hsa-miR-510
UACUCAGGAGAGUGGCAAUCACA
2, 3
SEQ ID NO: 322


 


hsa-miR-511
GUGUCUUUUGCUCUGCAGUCA
2, 3
SEQ ID NO: 323


 


hsa-miR-512-3p
AAGUGCUGUCAUAGCUGAGGUC
2, 3
SEQ ID NO: 324


 


hsa-miR-512-5p
CACUCAGCCUUGAGGGCACUUUC
2, 3
SEQ ID NO: 325


 


hsa-miR-513
UUCACAGGGAGGUGUCAUUUAU
2, 3
SEQ ID NO: 326


 


hsa-miR-514
AUUGACACUUCUGUGAGUAG
2, 3
SEQ ID NO: 327


 


hsa-miR-515-3p
GAGUGCCUUCUUUUGGAGCGU
2, 3
SEQ ID NO: 328


 


hsa-miR-515-5p
UUCUCCAAAAGAAAGCACUUUCUG
2, 3
SEQ ID NO: 329


 


hsa-miR-516-3p
UGCUUCCUUUCAGAGGGU
2, 3
SEQ ID NO: 330


 


hsa-miR-517a
AUCGUGCAUCCCUUUAGAGUGUU
2, 3
SEQ ID NO: 331


 


hsa-miR-517-AS
AACACUCUAAAGGGAUGCACGAU
2, 3
SEQ ID NO: 332


 


hsa-miR-518a
AAAGCGCUUCCCUUUGCUGGA
2, 3
SEQ ID NO: 333


 


hsa-miR-518b
CAAAGCGCUCCCCUUUAGAGGU
2, 3
SEQ ID NO: 334


 


hsa-miR-518c
CAAAGCGCUUCUCUUUAGAGUG
2, 3
SEQ ID NO: 335


 


hsa-miR-518c-AS
CACUCUAAAGAGAAGCGCUUUG
2, 3
SEQ ID NO: 336


 


hsa-miR-518d
CAAAGCGCUUCCCUUUGGAGC
2, 3
SEQ ID NO: 337


 


hsa-miR-518e
AAAGCGCUUCCCUUCAGAGUGU
2, 3
SEQ ID NO: 338


 


hsa-miR-518f
AAAGCGCUUCUCUUUAGAGGA
2, 3
SEQ ID NO: 339


 


hsa-miR-518f-AS
UCCUCUAAAGAGAAGCGCUUU
2, 3
SEQ ID NO: 340


 


hsa-miR-519b
AAAGUGCAUCCUUUUAGAGGUUU
2, 3
SEQ ID NO: 341


 


hsa-miR-519c
AAAGUGCAUCUUUUUAGAGGAU
2, 3
SEQ ID NO: 342


 


hsa-miR-519d
CAAAGUGCCUCCCUUUAGAGUGU
2, 3
SEQ ID NO: 343


 


hsa-miR-519e
AAAGUGCCUCCUUUUAGAGUGU
2, 3
SEQ ID NO: 344


 


hsa-miR-519e-AS
ACACUCUAAAAGGAGGCACUUU
2, 3
SEQ ID NO: 345


 


hsa-miR-520a
AAAGUGCUUCCCUUUGGACUGU
2, 3
SEQ ID NO: 346


 


hsa-miR-520a-AS
ACAGUCCAAAGGGAAGCACUUU
2, 3
SEQ ID NO: 347


 


hsa-miR-520b
AAAGUGCUUCCUUUUAGAGGG
2, 3
SEQ ID NO: 348


 


hsa-miR-520c
AAAGUGCUUCCUUUUAGAGGGUU
2, 3
SEQ ID NO: 349


 


hsa-miR-520d
AAAGUGCUUCUCUUUGGUGGGUU
2, 3
SEQ ID NO: 350


 


hsa-miR-520d-AS
AACCCACCAAAGAGAAGCACUUU
2, 3
SEQ ID NO: 351


 


hsa-miR-520e
AAAGUGCUUCCUUUUUGAGGG
2, 3
SEQ ID NO: 352


 


hsa-miR-520h
ACAAAGUGCUUCCCUUUAGAGU
2, 3
SEQ ID NO: 353


 


hsa-miR-521
AACGCACUUCCCUUUAGAGUGU
2, 3
SEQ ID NO: 354


 


hsa-miR-522
AAAAUGGUUCCCUUUAGAGUGUU
2, 3
SEQ ID NO: 355


 


hsa-miR-523
AACGCGCUUCCCUAUAGAGGG
2, 3
SEQ ID NO: 356


 


hsa-miR-524
GAAGGCGCUUCCCUUUGGAGU
2, 3
SEQ ID NO: 357


 


hsa-miR-524-AS
ACUCCAAAGGGAAGCGCCUUC
2, 3
SEQ ID NO: 358


 


hsa-miR-525
CUCCAGAGGGAUGCACUUUCU
2, 3
SEQ ID NO: 359


 


hsa-miR-525-AS
AGAAAGUGCAUCCCUCUGGAG
2, 3
SEQ ID NO: 360


 


hsa-miR-526b
CUCUUGAGGGAAGCACUUUCUGUU
2, 3
SEQ ID NO: 361


 


hsa-miR-526b-AS
AACAGAAAGUGCUUCCCUCAAGAG
2, 3
SEQ ID NO: 362


 


hsa-miR-526c
CUCUAGAGGGAAGCGCUUUCUGUU
2, 3
SEQ ID NO: 363


 


hsa-miR-527
CUGCAAAGGGAAGCCCUUUCU
2, 3
SEQ ID NO: 364


 


hsa-miR-539
GGAGAAAUUAUCCUUGGUGUGU
2, 3
SEQ ID NO: 365


 


hsa-miR-542-5p
UCGGGGAUCAUCAUGUCACGAG
2, 3
SEQ ID NO: 366


 


hsa-miR-565
GGCUGGCUCGCGAUGUCUGUUU
2, 3
SEQ ID NO: 367


 


hsa-miR-574
CACGCUCAUGCACACACCCAC
2, 3
SEQ ID NO: 368


 


hsa-miR-585
UGGGCGUAUCUGUAUGCUA
2, 3
SEQ ID NO: 369


 


hsa-miR-594_st2
CCCAUCUGGGGUGGCCUGUGACUUU
2, 3
SEQ ID NO: 370


 


hsa-miR-598
UACGUCAUCGUUGUCAUCGUCA
2, 3
SEQ ID NO: 371


 


hsa-miR-628
UCUAGUAAGAGUGGCAGUCG
2, 3
SEQ ID NO: 372


 


hsa-miR-654
UGGUGGGCCGCAGAACAUGUGC
2, 3
SEQ ID NO: 373


 


hsa-miR-7
UGGAAGACUAGUGAUUUUGUUG
2, 3
SEQ ID NO: 374


 


hsa-miR-9
UCUUUGGUUAUCUAGCUGUAUGA
2, 3
SEQ ID NO: 375


 


hsa-miR-92
UAUUGCACUUGUCCCGGCCUG
2, 3
SEQ ID NO: 376


 


hsa-miR-93
AAAGUGCUGUUCGUGCAGGUAG
2, 3
SEQ ID NO: 377


 


hsa-miR-95
UUCAACGGGUAUUUAUUGAGCA
2, 3
SEQ ID NO: 378


 


hsa-miR-96
UUUGGCACUAGCACAUUUUUGC
2, 3
SEQ ID NO: 379


 


hsa-miR-98
UGAGGUAGUAAGUUGUAUUGUU
2, 3
SEQ ID NO: 380


 


hsa-miR-99a
AACCCGUAGAUCCGAUCUUGUG
2, 3
SEQ ID NO: 381


 


hsa-miR-99b
CACCCGUAGAACCGACCUUGCG
2, 3
SEQ ID NO: 382


 


hsa-miR-9-AS
UCAUACAGCUAGAUAACCAAAGA
2, 3
SEQ ID NO: 383


 


mmu-let-7d-AS
ACUAUGCAACCUACUACCUCU
2, 3
SEQ ID NO: 384


 


mmu-miR-101b
UACAGUACUGUGAUAGCUGAAG
2, 3
SEQ ID NO: 385


 


mmu-miR-106a
CAAAGUGCUAACAGUGCAGGUA
2, 3
SEQ ID NO: 386


 


mmu-miR-129-3p
AAGCCCUUACCCCAAAAAGCAU
2, 3
SEQ ID NO: 387


 


mmu-miR-140-AS
CUACCAUAGGGUAAAACCACUG
2, 3
SEQ ID NO: 388


 


mmu-miR-151
CUAGACUGAGGCUCCUUGAGG
2, 3
SEQ ID NO: 389


 


mmu-miR-155
UUAAUGCUAAUUGUGAUAGGGG
2, 3
SEQ ID NO: 390


 


mmu-miR-17-3p
ACUGCAGUGAGGGCACUUGUA
2, 3
SEQ ID NO: 391


 


mmu-miR-192
CUGACCUAUGAAUUGACA
2, 3
SEQ ID NO: 392


 


mmu-miR-199b
CCCAGUGUUUAGACUACCUGUUC
2, 3
SEQ ID NO: 393


 


mmu-miR-201
UACUCAGUAAGGCAUUGUUCU
2, 3
SEQ ID NO: 394


 


mmu-miR-202
AGAGGUAUAGCGCAUGGGAAGA
2, 3
SEQ ID NO: 395


 


mmu-miR-207
GCUUCUCCUGGCUCUCCUCCCUC
2, 3
SEQ ID NO: 396


 


mmu-miR-211
UUCCCUUUGUCAUCCUUUGCCU
2, 3
SEQ ID NO: 397


 


mmu-miR-215
AUGACCUAUGAUUUGACAGAC
2, 3
SEQ ID NO: 398


 


mmu-miR-217
UACUGCAUCAGGAACUGACUGGAU
2, 3
SEQ ID NO: 399


 


mmu-miR-290
CUCAAACUAUGGGGGCACUUUUU
2, 3
SEQ ID NO: 400


 


mmu-miR-291-3p
AAAGUGCUUCCACUUUGUGUGCC
2, 3
SEQ ID NO: 401


 


mmu-miR-291-5p
CAUCAAAGUGGAGGCCCUCUCU
2, 3
SEQ ID NO: 402


 


mmu-miR-292-3p
AAGUGCCGCCAGGUUUUGAGUGU
2, 3
SEQ ID NO: 403


 


mmu-miR-292-5p
ACUCAAACUGGGGGCUCUUUUG
2, 3
SEQ ID NO: 404


 


mmu-miR-293
AGUGCCGCAGAGUUUGUAGUGU
2, 3
SEQ ID NO: 405


 


mmu-miR-294
AAAGUGCUUCCCUUUUGUGUGU
2, 3
SEQ ID NO: 406


 


mmu-miR-295
AAAGUGCUACUACUUUUGAGUCU
2, 3
SEQ ID NO: 407


 


mmu-miR-297
AUGUAUGUGUGCAUGUGCAUG
2, 3
SEQ ID NO: 408


 


mmu-miR-298
GGCAGAGGAGGGCUGUUCUUCC
2, 3
SEQ ID NO: 409


 


mmu-miR-300
UAUGCAAGGGCAAGCUCUCUUC
2, 3
SEQ ID NO: 410


 


mmu-miR-322
AAACAUGAAGCGCUGCAACA
2, 3
SEQ ID NO: 411


 


mmu-miR-325
CCUAGUAGGUGCUCAGUAAGUGU
2, 3
SEQ ID NO: 412


 


mmu-miR-329
AACACACCCAGCUAACCUUUUU
2, 3
SEQ ID NO: 413


 


mmu-miR-330
GCAAAGCACAGGGCCUGCAGAGA
2, 3
SEQ ID NO: 414


 


mmu-miR-337
UUCAGCUCCUAUAUGAUGCCUUU
2, 3
SEQ ID NO: 415


 


mmu-miR-341
UCGAUCGGUCGGUCGGUCAGU
2, 3
SEQ ID NO: 416


 


mmu-miR-344
UGAUCUAGCCAAAGCCUGACUGU
2, 3
SEQ ID NO: 417


 


mmu-miR-345
UGCUGACCCCUAGUCCAGUGC
2, 3
SEQ ID NO: 418


 


mmu-miR-346
UGUCUGCCCGAGUGCCUGCCUCU
2, 3
SEQ ID NO: 419


 


mmu-miR-34b
UAGGCAGUGUAAUUAGCUGAUUG
2, 3
SEQ ID NO: 420


 


mmu-miR-350
UUCACAAAGCCCAUACACUUUCA
2, 3
SEQ ID NO: 421


 


mmu-miR-351
UCCCUGAGGAGCCCUUUGAGCCUG
2, 3
SEQ ID NO: 422


 


mmu-miR-376a
AUCGUAGAGGAAAAUCCACGU
2, 3
SEQ ID NO: 423


 


mmu-miR-376b
AUCAUAGAGGAACAUCCACUUU
2, 3
SEQ ID NO: 424


 


mmu-miR-380-3p
UAUGUAGUAUGGUCCACAUCUU
2, 3
SEQ ID NO: 425


 


mmu-miR-383
AGAUCAGAAGGUGACUGUGGCU
2, 3
SEQ ID NO: 426


 


mmu-miR-384
AUUCCUAGAAAUUGUUCACA
2, 3
SEQ ID NO: 427


 


mmu-miR-409
GAAUGUUGCUCGGUGAACCCCUU
2, 3
SEQ ID NO: 428


 


mmu-miR-411
AACACGGUCCACUAACCCUCAGU
2, 3
SEQ ID NO: 429


 


mmu-miR-424
CAGCAGCAAUUCAUGUUUUGGA
2, 3
SEQ ID NO: 430


 


mmu-miR-429
UAAUACUGUCUGGUAAUGCCGU
2, 3
SEQ ID NO: 431


 


mmu-miR-7b
UGGAAGACUUGUGAUUUUGUU
2, 3
SEQ ID NO: 432


 


rno-miR-151-AS
CCUCAAGGAGCCUCAGUCUAGU
2, 3
SEQ ID NO: 433


 


rno-miR-20-AS
UAAAGUGCUUAUAGUGCAGGUAG
2, 3
SEQ ID NO: 434


 


rno-miR-297
AUGUAUGUGUGCAUGUAUGCAUG
2, 3
SEQ ID NO: 435


 


rno-miR-327
CCUUGAGGGGCAUGAGGGU
2, 3
SEQ ID NO: 436


 


rno-miR-333
GUGGUGUGCUAGUUACUUUU
2, 3
SEQ ID NO: 437


 


rno-miR-336
UCACCCUUCCAUAUCUAGUCU
2, 3
SEQ ID NO: 438


 


rno-miR-343
UCUCCCUCCGUGUGCCCAGA
2, 3
SEQ ID NO: 439


 


rno-miR-344
UGAUCUAGCCAAAGCCUGACCGU
2, 3
SEQ ID NO: 440


 


rno-miR-346
UGUCUGCCUGAGUGCCUGCCUCU
2, 3
SEQ ID NO: 441


 


rno-miR-347
UGUCCCUCUGGGUCGCCCA
2, 3
SEQ ID NO: 442


 


rno-miR-349
CAGCCCUGCUGUCUUAACCUCU
2, 3
SEQ ID NO: 443


 


rno-miR-352
AGAGUAGUAGGUUGCAUAGUA
2, 3
SEQ ID NO: 444


 


rno-miR-421
GGCCUCAUUAAAUGUUUGUUG
2, 3
SEQ ID NO: 445


 


rno-miR-7-AS
AACAAAAUCACUAGUCUUCCA
2, 3
SEQ ID NO: 446


 


hsa-let-7d*
CUAUACGACCUGCUGCCUUUCU
2
SEQ ID NO: 447


 


hsa-let-7e*
CUAUACGGCCUCCUAGCUUUCC
2
SEQ ID NO: 448


 


hsa-miR-100*
CAAGCUUGUAUCUAUAGGUAUG
2
SEQ ID NO: 449


 


hsa-miR-101*
CAGUUAUCACAGUGCUGAUGCU
2
SEQ ID NO: 450


 


hsa-miR-106b*
CCGCACUGUGGGUACUUGCUGC
2
SEQ ID NO: 451


 


hsa-miR-10b*
ACAGAUUCGAUUCUAGGGGAAU
2
SEQ ID NO: 452


 


hsa-miR-125a-5p
UCCCUGAGACCCUUUAACCUGUGA
2
SEQ ID NO: 453


 


hsa-miR-125b-2*
UCACAAGUCAGGCUCUUGGGAC
2
SEQ ID NO: 454


 


hsa-miR-126*
CAUUAUUACUUUUGGUACGCG
2
SEQ ID NO: 455


 


hsa-miR-127-3p
UCGGAUCCGUCUGAGCUUGGCU
2
SEQ ID NO: 456


 


hsa-miR-129-3p
AAGCCCUUACCCCAAAAAGCAU
2
SEQ ID NO: 457


 


hsa-miR-135a
UAUGGCUUUUUAUUCCUAUGUGA
2
SEQ ID NO: 458


 


hsa-miR-136
ACUCCAUUUGUUUUGAUGAUGGA
2
SEQ ID NO: 459


 


hsa-miR-136*
CAUCAUCGUCUCAAAUGAGUCU
2
SEQ ID NO: 460


 


hsa-miR-139-5p
UCUACAGUGCACGUGUCUCCAG
2
SEQ ID NO: 461


 


hsa-miR-140-3p
UACCACAGGGUAGAACCACGG
2
SEQ ID NO: 462


 


hsa-miR-140-5p
CAGUGGUUUUACCCUAUGGUAG
2
SEQ ID NO: 463


 


hsa-miR-141*
CAUCUUCCAGUACAGUGUUGGA
2
SEQ ID NO: 464


 


hsa-miR-142-3p
UGUAGUGUUUCCUACUUUAUGGA
2
SEQ ID NO: 465


 


hsa-miR-142-5p
CAUAAAGUAGAAAGCACUACU
2
SEQ ID NO: 466


 


hsa-miR-143*
GGUGCAGUGCUGCAUCUCUGGU
2
SEQ ID NO: 467


 


hsa-miR-144
UACAGUAUAGAUGAUGUACU
2
SEQ ID NO: 468


 


hsa-miR-144*
GGAUAUCAUCAUAUACUGUAAG
2
SEQ ID NO: 469


 


hsa-miR-145*
GGAUUCCUGGAAAUACUGUUCU
2
SEQ ID NO: 470


 


hsa-miR-146b-5p
UGAGAACUGAAUUCCAUAGGCU
2
SEQ ID NO: 471


 


hsa-miR-151-3p
CUAGACUGAAGCUCCUUGAGG
2
SEQ ID NO: 472


 


hsa-miR-154*
AAUCAUACACGGUUGACCUAUU
2
SEQ ID NO: 473


 


hsa-miR-15b*
CGAAUCAUUAUUUGCUGCUCUA
2
SEQ ID NO: 474


 


hsa-miR-17
CAAAGUGCUUACAGUGCAGGUAG
2
SEQ ID NO: 475


 


hsa-miR-181c
AACAUUCAACCUGUCGGUGAGU
2
SEQ ID NO: 476


 


hsa-miR-181d
AACAUUCAUUGUUGUCGGUGGGU
2
SEQ ID NO: 477


 


hsa-miR-183*
GUGAAUUACCGAAGGGCCAUAA
2
SEQ ID NO: 478


 


hsa-miR-193a-5p
UGGGUCUUUGCGGGCGAGAUGA
2
SEQ ID NO: 479


 


hsa-miR-195*
CCAAUAUUGGCUGUGCUGCUCC
2
SEQ ID NO: 480


 


hsa-miR-197
UUCACCACCUUCUCCACCCAGC
2
SEQ ID NO: 481


 


hsa-miR-199a-5p
CCCAGUGUUCAGACUACCUGUUC
2
SEQ ID NO: 482


 


hsa-miR-199b-2p
ACAGUAGUCUGCACAUUGGUUA
2
SEQ ID NO: 483


 


hsa-miR-199b-5p
CCCAGUGUUUAGACUAUCUGUUC
2
SEQ ID NO: 484


 


hsa-miR-20a*
ACUGCAUUAUGAGCACUUAAAG
2
SEQ ID NO: 485


 


hsa-miR-21*
CAACACCAGUCGAUGGGCUGU
2
SEQ ID NO: 486


 


hsa-miR-212
UAACAGUCUCCAGUCACGGCC
2
SEQ ID NO: 487


 


hsa-miR-214*
UGCCUGUCUACACUUGCUGUGC
2
SEQ ID NO: 488


 


hsa-miR-24-1*
UGCCUACUGAGCUGAUAUCAGU
2
SEQ ID NO: 489


 


hsa-miR-26b*
CCUGUUCUCCAUUACUUGGCUC
2
SEQ ID NO: 490


 


hsa-miR-28-3p
CACUAGAUUGUGAGCUCCUGGA
2
SEQ ID NO: 491


 


hsa-miR-28-5p
AAGGAGCUCACAGUCUAUUGAG
2
SEQ ID NO: 492


 


hsa-miR-29a*
ACUGAUUUCUUUUGGUGUUCAG
2
SEQ ID NO: 493


 


hsa-miR-29b-1*
GCUGGUUUCAUAUGGUGGUUUAGA
2
SEQ ID NO: 494


 


hsa-miR-29b-2*
CUGGUUUCACAUGGUGGCUUAG
2
SEQ ID NO: 495


 


hsa-miR-29c*
UGACCGAUUUCUCCUGGUGUUC
2
SEQ ID NO: 496


 


hsamiR-30a
UGUAAACAUCCUCGACUGGAAG
2
SEQ ID NO: 497


 


hsa-miR-30a*
CUUUCAGUCGGAUGUUUGCAGC
2
SEQ ID NO: 498


 


hsa-miR-30b*
CUGGGAGGUGGAUGUUUACUUC
2
SEQ ID NO: 499


 


hsa-miR-30c-2*
CUGGGAGAAGGCUGUUUACUCU
2
SEQ ID NO: 500


 


hsa-miR-31*
UGCUAUGCCAACAUAUUGCCAU
2
SEQ ID NO: 501


 


hsa-miR-32
UAUUGCACAUUACUAAGUUGCA
2
SEQ ID NO: 502


 


hsa-miR-329
AACACACCUGGUUAACCUCUUU
2
SEQ ID NO: 503


 


hsa-miR-330-3p
GCAAAGCACACGGCCUGCAGAGA
2
SEQ ID NO: 504


 


hsa-miR-337-3p
CUCCUAUAUGAUGCCUUUCUUC
2
SEQ ID NO: 505


 


hsa-miR-337-5p
GAACGGCUUCAUACAGGAGUU
2
SEQ ID NO: 506


 


hsa-miR-345
GCUGACUCCUAGUCCAGGGCUC
2
SEQ ID NO: 507


 


hsa-miR-361-5p
UUAUCAGAAUCUCCAGGGGUAC
2
SEQ ID NO: 508


 


hsa-miR-369-5p
AGAUCGACCGUGUUAUAUUCGC
2
SEQ ID NO: 509


 


hsa-miR-374a
UUAUAAUACAACCUGAUAAGUG
2
SEQ ID NO: 510


 


hsa-miR-374b
AUAUAAUACAACCUGCUAAGUG
2
SEQ ID NO: 511


 


hsa-miR-374b*
CUUAGCAGGUUGUAUUAUCAUU
2
SEQ ID NO: 512


 


hsa-miR-375
UUUGUUCGUUCGGCUCGCGUGA
2
SEQ ID NO: 513


 


hsa-miR-376b
AUCAUAGAGGAAAAUCCAUGUU
2
SEQ ID NO: 514


 


hsa-miR-376c
AACAUAGAGGAAAUUCCACGU
2
SEQ ID NO: 515


 


hsa-miR-377*
AGAGGUUGCCCUUGGUGAAUUC
2
SEQ ID NO: 516


 


hsa-miR-410
AAUAUAACACAGAUGGCCUGU
2
SEQ ID NO: 517


 


hsa-miR-424*
CAAAACGUGAGGCGCUGCUAU
2
SEQ ID NO: 518


 


hsa-miR-425
AUCGGGAAUGUCGUGUCCGCCC
2
SEQ ID NO: 519


 


hsa-miR-431*
CAGGUCGUCUUGCAGGGCUUCU
2
SEQ ID NO: 520


 


hsa-miR-450a
UUUUGCGAUGUGUUCCUAAUAU
2
SEQ ID NO: 521


 


hsa-miR-451
AAACCGUUACCAUUACUGAGUU
2
SEQ ID NO: 522


 


hsa-miR-455-3p
GCAGUCCAUGGGCAUAUACAC
2
SEQ ID NO: 523


 


hsa-miR-455-5p
UAUGUGCCUUUGGACUACAUCG
2
SEQ ID NO: 524


 


hsa-miR-483-3p
UCACUCCUCUCCUCCCGUCUU
2
SEQ ID NO: 525


 


hsa-miR-486-5p
UCCUGUACUGAGCUGCCCCGAG
2
SEQ ID NO: 526


 


hsa-miR-488
UUGAAAGGCUAUUUCUUGGUC
2
SEQ ID NO: 527


 


hsa-miR-490-3p
CAACCUGGAGGACUCCAUGCUG
2
SEQ ID NO: 528


 


hsa-miR-497
CAGCAGCACACUGUGGUUUGU
2
SEQ ID NO: 529


 


hsa-miR-499-5p
UUAAGACUUGCAGUGAUGUUU
2
SEQ ID NO: 530


 


hsa-miR-501-5p
AAUCCUUUGUCCCUGGGUGAGA
2
SEQ ID NO: 531


 


hsa-miR-505*
GGGAGCCAGGAAGUAUUGAUGU
2
SEQ ID NO: 532


 


hsa-miR-512-3p
AAGUGCUGUCAUAGCUGAGGUC
2
SEQ ID NO: 533


 


hsa-miR-513c
UUCUCAAGGAGGUGUCGUUUAU
2
SEQ ID NO: 534


 


hsa-miR-517*
CCUCUAGAUGGAAGCACUGUCU
2
SEQ ID NO: 535


 


hsa-miR-539
GGAGAAAUUAUCCUUGGUGUGU
2
SEQ ID NO: 536


 


hsa-miR-542-3p
UGUGACAGAUUGAUAACUGAAA
2
SEQ ID NO: 537


 


hsa-miR-543
AAACAUUCGCGGUGCACUUCUU
2
SEQ ID NO: 538


 


hsa-miR-574-3p
CACGCUCAUGCACACACCCACA
2
SEQ ID NO: 539


 


hsa-miR-602
GACACGGGCGACAGCUGCGGCCC
2
SEQ ID NO: 540


 


hsa-miR-628-5p
AUGCUGACAUAUUUACUAGAGG
2
SEQ ID NO: 541


 


hsa-miR-629*
GUUCUCCCAACGUAAGCCCAGC
2
SEQ ID NO: 542


 


hsa-miR-630
AGUAUUCUGUACCAGGGAAGGU
2
SEQ ID NO: 543


 


hsa-miR-650
AGGAGGCAGCGCUCUCAGGAC
2
SEQ ID NO: 544


 


hsa-miR-654-3p
UAUGUCUGCUGACCAUCACCUU
2
SEQ ID NO: 545


 


hsa-miR-654-5p
UGGUGGGCCGCAGAACAUGUGC
2
SEQ ID NO: 546


 


hsa-miR-655
AUAAUACAUGGUUAACCUCUUU
2
SEQ ID NO: 547


 


hsa-miR-656
AAUAUUAUACAGUCAACCUCU
2
SEQ ID NO: 548


 


hsa-miR-744
UGCGGGGCUAGGGCUAACAGCA
2
SEQ ID NO: 549


 


hsa-miR-766
ACUCCAGCCCCACAGCCUCAGC
2
SEQ ID NO: 550


 


hsa-miR-768-3p
UCACAAUGCUGACACUCAAACUGCUGAC
2
SEQ ID NO: 551


 


hsa-miR-873
GCAGGAACUUGUGAGUCUCCU
2
SEQ ID NO: 552


 


hsa-miR-885-5p
UCCAUUACACUACCCUGCCUCU
2
SEQ ID NO: 553


 


hsa-miR-886-3p
CGCGGGUGCUUACUGACCCUU
2
SEQ ID NO: 554


 


hsa-miR-886-5p
CGGGUCGGAGUUAGCUCAAGCGG
2
SEQ ID NO: 555


 


hsa-miR-889
UUAAUAUCGGACAACCAUUGU
2
SEQ ID NO: 556


 


hsa-miR-93*
ACUGCUGAGCUAGCACUUCCCG
2
SEQ ID NO: 557


 


hsa-miR-940
AAGGCAGGGCCCCCGCUCCCC
2
SEQ ID NO: 558


 


hsa-miR-944
AAAUUAUUGUACAUCGGAUGAG
2
SEQ ID NO: 559


 


hsa-miR-96
UUUGGCACUAGCACAUUUUUGCU
2
SEQ ID NO: 560


 


hsa-miR-99a*
CAAGCUCGCUUCUAUGGGUCUG
2
SEQ ID NO: 561


 


hsa-miR-99b*
CAAGCUCGUGUCUGUGGGUCCG
2
SEQ ID NO: 562





(1) Bentwich et al, 2005; (2) miRBase; (3) Griffiths-Jones et al., 2006; (4) Berezikov et al., 2005; (5) Xie et al., 2005






In some embodiments, it may be useful to know whether a cell expresses a particular miRNA endogenously or whether such expression is affected under particular conditions or a particular disease state. Thus, in some embodiments of the invention, methods include assaying a cell or a sample containing a cell for the presence of one or more miRNA. In other aspects, a sample may comprise RNA or nucleic acid isolated from a tissue or cells of a patient or reference. Consequently, in some embodiments, methods include a step of generating an miRNA profile for a sample. The term “miRNA profile” refers to a set of data regarding the expression pattern for a plurality of miRNAs (e.g., one or more miRNA from Table 1) in the sample; it is contemplated that the miRNA profile can be obtained using a set of miRNAs, using for example nucleic acid amplification or hybridization techniques well known to one of ordinary skill in the art. It is contemplate the any one or subset of the miRNA listed in this application can be included or excluded from the claimed invention.
In some embodiments of the invention, an miRNA profile is generated by steps that include: (a) labeling miRNA in the sample; (b) hybridizing miRNA to a number of probes, or amplifying a number of miRNA, and (c) determining miRNA hybridization to the probes or detection of miRNA amplification products, wherein an miRNA profile is generated. See U.S. Provisional Patent Application 60/575,743 and the U.S. Provisional Patent Application 60/649,584, and U.S. patent application Ser. No. 11/141,707, all of which are hereby incorporated by reference.
Methods of the invention involve diagnosing a patient based on an miRNA expression or expression profile. In certain embodiments, the presence, absence, elevation, or reduction in the level of expression of a particular miRNA or set of miRNA in a cell is correlated with a disease state compared to the expression level of that miRNA or set of miRNAs in a normal cell. This correlation allows for diagnostic methods to be carried out when the expression level of an miRNA is measured in a biological sample being assessed and then compared to the expression level of a normal cell. It is specifically contemplated that miRNA profiles for patients, particularly those suspected of having a particular disease or condition such as a pre-cancerous cervical lesion or a cervical cancer, can be generated by evaluating any miRNA or sets of the miRNAs discussed in this application. The miRNA profile that is generated from the patient will be one that provides information regarding the particular disease or condition. In many embodiments, the miRNA profile is generated using miRNA hybridization or amplification, (e.g., array hybridization or RT-PCR). In certain aspects, a miRNA profile can be used in conjunction with other diagnostic tests, such as serum protein profiles.
Embodiments of the invention include methods for diagnosing, prognosing, and/or assessing a condition in a patient comprising measuring an expression profile of one or more miRNAs in a sample from the patient. The difference in the expression profile in the sample from the patient and a reference expression profile, such as an expression profile from a normal or non-pathologic sample or a reference (e.g., a reference sample or a digital reference), is indicative of a pathologic, disease, or cancerous condition. An miRNA or probe set comprising or identifying a segment of a corresponding miRNA can include all or part of 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 35, 40, 45, 50, 55, 60, 65, 70, 75, 80, 85, 90, 95, 100, 125, 150, 175, 200, 250, 300, 350, 400, 500, 550 to 562 or any integer or range derivable there between, of a miRNA or a probe or its complement listed in Table 1. It is contemplate the any one or subset of the miRNA listed in this application can be included or excluded from the claimed invention.
In certain aspects, the methods for diagnosing a condition in a patient comprise measuring an expression profile of one or more miRNAs, from Table 1, in a sample from the patient, wherein the difference between the expression profile in the sample from the patient and an expression profile of a normal sample or a reference is indicative of a pathological condition.
In a further aspect, the methods for diagnosing a condition in a patient comprises measuring an expression profile of one or more miRNAs in a sample from the patient, wherein the difference between the expression profile of the sample from the patient and an expression profile of a reference is indicative of a cervical tissue disease, or condition; wherein the miRNA is one or more of hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-71, hsa-miR-100, hsa-miR-101, hsa-miR-106a, hsa-miR-125a, hsa-miR-125b, hsa-miR-126-AS, hsa-miR-127, hsa-miR-130a, hsa-miR-134, hsa-miR-142-3p, hsa-miR-143, hsa-miR-145, hsa-miR-148b, hsa-miR-149, hsa-miR-151, hsa-miR-152, hsa-miR-154, hsa-miR-15a, hsa-miR-15b, hsa-miR-16, hsa-miR-17-5p, hsa-miR-181a, hsa-miR-185, hsa-miR-186, hsa-miR-187, hsa-miR-192, hsa-miR-193a, hsa-miR-195, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-199b, hsa-miR-19a, hsa-miR-20a, hsa-miR-203, hsa-miR-205, hsa-miR-21, hsa-miR-214, hsa-miR-215, hsa-miR-22, hsa-miR-221, hsa-miR-223, hsa-miR-23b, hsa-miR-24, hsa-miR-25, hsa-miR-26a, hsa-miR-26b, hsa-miR-299-5p, hsa-miR-29b, hsa-miR-29c, hsa-miR-302c-AS, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30c, hsa-miR-30e-3p, hsa-miR-30e-5p, hsa-miR-31, hsa-miR-320, hsa-miR-324-3p, hsa-miR-335, hsa-miR-338, hsa-miR-342, hsa-miR-34a, hsa-miR-361, hsa-miR-365, hsa-miR-367, hsa-miR-368, hsa-miR-370, hsa-miR-374, hsa-miR-376a, hsa-miR-379, hsa-miR-381, hsa-miR-423, hsa-miR-424, hsa-miR-450, hsa-miR-7, hsa-miR-93, hsa-miR-95, hsa-miR-96, hsa-miR-99a, hsa-miR-99b, ambi-miR-7027, ambi-miR-7029, hsa-miR-509, hsa-miR-193b, ambi-miR-7039, hsa-miR-526b, hsa-miR-498, hsa-miR-452, ambi-miR-7062, ambi-miR-7070, hsa-miR-497, ambi-miR-7079, ambi-miR-7083, ambi-miR-7085, hsa-miR-503, or ambi-miR-7101 or complements thereof.
In a particular aspect, hsa-miR-205, hsa-miR-196b, hsa-miR-203, hsa-miR-503, hsa-miR-196a, hsa-miR-99a, hsa-miR-187, ambi-miR-7083 and/or ambi-miR-7101, or any combination or complement thereof being expressed or having an increased expression or upregulated expression when compared with expression in a non-cervical reference sample, is indicative of cervical tissue. In another aspect, a decrease in expression or down-regulation of hsa-miR-7 and/or hsa-miR-215 is also indicative of a cervical tissue.
In still further aspects of the invention, the methods for diagnosing a condition in a patient comprise measuring an expression profile of one or more miRNAs in a sample or a cervix sample from the patient believed to be pre-cancerous or cancerous or contain pre-cancerous or cancerous cells, wherein the difference between the expression profile in the sample from the patient and an expression profile of normal adjacent tissue (NAT) or a reference tissue is indicative of a disease or condition; wherein the miRNA is one or more miRNA listed in Table 1. It is contemplate the any one or subset of the miRNA listed in this application can be included or excluded from the claimed invention.
In still further aspects of the invention, the methods for diagnosing a condition in a patient comprise measuring an expression profile of one or more miRNAs in a cervix sample from a patient believed to be precancerous or cancerous, or contain precancerous or cancerous cells, or from a patient suspected of having or at risk of developing a pre-cancerous or cancerous condition, wherein the difference between the expression profile in the sample from the patient and an expression profile of normal cervix (NCX) or normal adjacent tissue (NAT) or a reference tissue is indicative of a disease or condition; wherein the miRNA is one or more of hsa-let-7a, hsa-let-7b, hsa-let-7c, hsa-let-7d, hsa-let-7e, hsa-let-7f, hsa-let-7g, hsa-let-7i, hsa-miR-1, hsa-miR-100, hsa-miR-101, hsa-miR-106a, hsa-miR-106b, hsa-miR-10a, hsa-miR-10b, hsa-miR-124a, hsa-miR-125a, hsa-miR-125b, hsa-miR-126, hsa-miR-126-AS, hsa-miR-127, hsa-miR-130a, hsa-miR-130b, hsa-miR-133a, hsa-miR-134, hsa-miR-135b, hsa-miR-139, hsa-miR-140, hsa-miR-141, hsa-miR-142-5p, hsa-miR-143, hsa-miR-145, hsa-miR-146a, hsa-miR-149, hsa-miR-150, hsa-miR-152, hsa-miR-153, hsa-miR-154, hsa-miR-155, hsa-miR-15b, hsa-miR-16, hsa-miR-17-5p, hsa-miR-18a, hsa-miR-181a, hsa-miR-181b, hsa-miR-182, hsa-miR-183, hsa-miR-185, hsa-miR-186, hsa-miR-187, hsa-miR-189, hsa-miR-190, hsa-miR-195, hsa-miR-196a, hsa-miR-196b, hsa-miR-199a, hsa-miR-199a-AS, hsa-miR-199b, hsa-miR-20a, hsa-miR-200a, hsa-miR-200b, hsa-miR-200c, hsa-miR-203, hsa-miR-204, hsa-miR-205, hsa-miR-21, hsa-miR-210, hsa-miR-214, hsa-miR-215, hsa-miR-218, hsa-miR-223, hsa-miR-224, hsa-miR-23b, hsa-miR-24, hsa-miR-25, hsa-miR-26a, hsa-miR-26b, hsa-miR-27b, hsa-miR-28, hsa-miR-296, hsa-miR-299-5p, hsa-miR-29a, hsa-miR-29b, hsa-miR-29c, hsa-miR-302d, hsa-miR-30a-3p, hsa-miR-30a-5p, hsa-miR-30b, hsa-miR-30d, hsa-miR-31, hsa-miR-320, hsa-miR-324-3p, hsa-miR-325, hsa-miR-328, hsa-miR-330, hsa-miR-335, hsa-miR-339, hsa-miR-361, hsa-miR-365, hsa-miR-368, hsa-miR-370, hsa-miR-373-AS, hsa-miR-376a, hsa-miR-377, hsa-miR-379, hsa-miR-381, hsa-miR-382, hsa-miR-423, hsa-miR-424, hsa-miR-429, hsa-miR-450, hsa-miR-92, hsa-miR-93, hsa-miR-95, hsa-miR-98, hsa-miR-99a, hsa-miR-99b, hsa-miR-520d, hsa-miR-518b, ambi-miR-7029, hsa-miR-491, hsa-miR-515-5p, hsa-miR-498, ambi-miR-7062, hsa-miR-432, hsa-miR-495, ambi-miR-7066, ambi-miR-7068-1, ambi-miR-7070, hsa-miR-492, hsa-miR-497, ambi-miR-7074, ambi-miR-7075, hsa-miR-501, ambi-miR-7079, ambi-miR-7083, ambi-miR-7085, hsa-miR-500, hsa-miR-513, hsa-miR-505, ambi-miR-7100, or ambi-miR-7101, hsa-miR-133b, hsa-miR-455, hsa-asg-5021_st1, hsa-asg-13254_st1, hsa-asg-14176_st1, hsa-miR-487b, hsa-miR-411, hsa-miR-574, hsa-miR-542-5p, hsa-asg-5617_st1, hsa-asg-14172_st1, hsa-asg-13304_st2, hsa-asg-13297_st1, hsa-miR157_st2, hsa-cand317_st1, hsa-miR-329, hsa-asg-10202_st2, hsa-miR-369-5p, hsa-asg-13284_st1, hsa-asg-9687_st1, hsa-miR-433, hsa-miR-565, hsa-asg-562_st1, hsa-asg-279_st2, hsa-asg-8411_st2, hsa-asg-7472_st2, hsa-asg-13279_st1, hsa-miR-487a, hsa-cand206_st1, hsa-cand345_st1, hsa-asg-9696_st1, hsa-miR-485-3p, hsa-asg-13166_st2, hsa-miR-594_st2, hsa-miR-299-3p, hsa-asg-924_st1, hsa-miR-539, hsa-asg-10883_st1, hsa-miR-585, hsa-miR-493-5p, hsa-asg-12964_st2, hsa-asg-4557_st2, hsa-asg-10674_st1, hsa-asg-14230_st1, hsa-asg-9681_st1, hsa-miR-628, hsa-asg-13237_st1, hsa-asg-13230_st2, hsa-miR-493-3p, hsa-miR-654, hsa-asg-2919_st1, hsa-asg-8067_st2, hsa-asg-1199_st2, hsa-asg-12346_st2, hsa-asg-11883_st1, hsa-miR102_st2, hsa-asg-2027_st1, hsa-asg-3711_st2, hsa-asg-3145_st1, hsa-asg-7465_st2, hsa-asg-3376_st1, hsa-cand283_st1, hsa-asg-2301_st2, hsa-cand207_st1, hsa-miR-598, hsa-asg-10278_st2, hsa-miR-18b, hsa-asg-11181_st1, hsa-asg-7023_st2, hsa-asg-3597_st2, hsa-asg-5304_st1, hsa-asg-11688_st1, hsa-cand720_st1, hsa-asg-13308_st2, hsa-asg-3038_st2, hsa-asg-13966_st2, hsa-asg-13189_st1, hsa-asg-11938_st1, hsa-asg-5740_st2, hsa-asg-8477_st1, hsa-asg-12325_st2, hsa-asg-12356_st1, hsa-asg-6758_st1, hsa-asg-522_st1, hsa-asg-4564_st2, hsa-asg-6951_st2, hsa-asg-9920_st1, hsa-asg-13613_st2, hsa-miR-184, hsa-miR-503, hsa-miR-485-5p, hsa-miR-494, hsa-miR-504, hsa-miR-211, hsa-miR-99b, hsa-miR-499, hsa-miR-422b, hsa-miR-338, hsa-miR-422a, hsa-miR-331, hsa-miR-489, hsa-miR-324-5p, hsa-miR-151, hsa-miR-17-3p, hsa-miR-340, hsa-miR-194, hsa-let-7d*, hsa-let-7e*, hsa-miR-100*, hsa-miR-101*, hsa-miR-106b*, hsa-miR-10b*, hsa-miR-125a-5p, hsa-miR-125b-2*, hsa-miR-126*, hsa-miR-127-3p, hsa-miR-129-3p, hsa-miR-135a, hsa-miR-136, hsa-miR-136*, hsa-miR-139-5p, hsa-miR-140-3p, hsa-miR-140-5p, hsa-miR-141*, hsa-miR-142-3p, hsa-miR-143*, hsa-miR-144, hsa-miR-144*, hsa-miR-145*, hsa-miR-146b-5p, hsa-miR-151-3p, hsa-miR-154*, hsa-miR-15b*, hsa-miR-17, hsa-miR-181c, hsa-miR-181d, hsa-miR-183*, hsa-miR-193a-5p, hsa-miR-195*, hsa-miR-197, hsa-miR-199a-5p, hsa-miR-199b-3p, hsa-miR-199b-5p, hsa-miR-20a*, hsa-miR-21*, hsa-miR-212, hsa-miR-214*, hsa-miR-24-1*, hsa-miR-26b*, hsa-miR-28-3p, hsa-miR-28-5p, hsa-miR-29a*, hsa-miR-29b-1*, hsa-miR-29b-2*, hsa-miR-29c*, hsa-miR-30a, hsa-miR-30a*, hsa-miR-30b*, hsa-miR-30c-2*, hsa-miR-31*, hsa-miR-32, hsa-miR-330-3p, hsa-miR-337-3p, hsa-miR-337-5p, hsa-miR-345, hsa-miR-361-5p, hsa-miR-374a, hsa-miR-374b, hsa-miR-374b*, hsa-miR-375, hsa-miR-376b, hsa-miR-376c, hsa-miR-377*, hsa-miR-410, hsa-miR-424*, hsa-miR-425, hsa-miR-431*, hsa-miR-450a, hsa-miR-451, hsa-miR-455-3p, hsa-miR-455-5p, hsa-miR-483-3p, hsa-miR-486-5p, hsa-miR-488, hsa-miR-490-3p, hsa-miR-499-5p, hsa-miR-501-5p, hsa-miR-505*, hsa-miR-512-3p, hsa-miR-513c, hsa-miR-517*, hsa-miR-542-3p, hsa-miR-543, hsa-miR-574-3p, hsa-miR-602, hsa-miR-628-5p, hsa-miR-629*, hsa-miR-630, hsa-miR-650, hsa-miR-654-3p, hsa-miR-654-5p, hsa-miR-655, hsa-miR-656, hsa-miR-744, hsa-miR-766, hsa-miR-768-3p, hsa-miR-873, hsa-miR-885-5p, hsa-miR-886-3p, hsa-miR-886-5p, hsa-miR-889, hsa-miR-93*, hsa-miR-940, hsa-miR-944, hsa-miR-96, hsa-miR-99a*, hsa-miR-99b*, or complements thereof.
In certain aspects, the reduced expression or down regulation of hsa-miR-1, hsa-miR-100, hsa-miR-125b, hsa-miR-125b-2*, hsa-miR-133a, hsa-miR-133b, hsa-miR-134, hsa-miR-135a, hsa-miR-139-5p, hsa-miR-136*, hsa-miR-143*, hsa-miR-154, hsa-miR-204, hsa-miR-211, hsa-miR-218, hsa-miR-224, hsa-miR-143, hsa-miR-145, hsa-miR-145*, hsa-miR-299-3p, hsa-miR-299-5p, hsa-miR-368, hsa-miR-99a, hsa-miR-195, hsa-miR-337-3p, hsa-miR-337-5p, hsa-miR-375, hsa-miR-376a, hsa-miR-376c, hsa-miR-379, hsa-miR-381, hsa-miR-410, hsa-miR-411, hsa-miR-424, hsa-miR-451, hsa-miR-455-5p, hsa-miR-495, hsa-miR-497, hsa-miR-517*, hsa-miR-654-3p, hsa-miR-885-5p, hsa-miR-886-5p, hsa-miR-99a*, ambi-miR-7101 and/or ambi-miR-7029 or a complement thereof relative to normal adjacent tissue or a normal cervix tissue reference is indicative of a cancerous condition or tissue. In other aspects, the increased or upregulation of hsa-miR-21, hsa-miR-21*hsa-miR-31, hsa-miR-31*, hsa-miR-135b, hsa-miR-141, hsa-miR-182, hsa-miR-183, hsa-miR-203, hsa-miR-205, hsa-miR-224, hsa-miR-141, hsa-miR-944, hsa-miR-96, and/or hsa-miR-182 or complement thereof relative to normal adjacent tissue or a normal cervix tissue reference is indicative of a cancerous condition or cancerous tissue.
In a still further aspect, the reduced expression or down regulation of hsa-miR-1, hsa-miR-133a, hsa-miR-204, hsa-miR-218, hsa-miR-143, hsa-miR-368, hsa-miR-99a, hsa-miR-100, hsa-miR-195, hsa-miR-376a, hsa-miR-424, hsa-miR-497, hsa-miR-299—5p, hsa-miR-154, hsa-miR-134, ambi-miR-7101 and/or ambi-miR-7029 or complement thereof relative to normal cervix tissue is indicative of a cancerous condition or tissue. In other aspects, the increased or upregulation of hsa-miR-205, hsa-miR-183, hsa-miR-31, hsa-miR-224, hsa-miR-182, hsa-miR-21 and/or hsa-miR-203 or complement thereof relative to normal cervix tissue is indicative of a cancerous condition or cancerous tissue.
In yet still further aspects of the invention, the reduced expression or down regulation of hsa-miR-133b, hsa-miR-455, hsa-asg-5021_st1, hsa-asg-13254_st1, hsa-asg-14176_st1, hsa-miR-487b, hsa-miR-411, hsa-miR-574, hsa-miR-542-5p, hsa-asg-5617_st1, hsa-asg-14172_st1, hsa-asg-13304_st2, hsa-asg-13297_st1, hsa-miR157_st2, hsa-miR-329, hsa-asg-10202_st2, hsa-miR-369-5p, hsa-asg-13284_st1, hsa-asg-9687_st1, hsa-miR-433, hsa-miR-565, hsa-asg-562_st1, hsa-asg-279_st2, hsa-asg-8411_st2, hsa-asg-7472_st2, hsa-asg-13279_st1, hsa-miR-487a, hsa-cand206_st1, hsa-cand345_st1, hsa-asg-9696_st1, hsa-miR-485-3p, hsa-asg-13166_st2, hsa-miR-594_st2, hsa-miR-299-3p, hsa-miR-539, hsa-asg-10883_st1, hsa-miR-585, hsa-miR-493-5p, hsa-asg-12964_st2, hsa-asg-4557_st2, hsa-asg-10674_st1, hsa-asg-14230_st1, hsa-asg-9681_st1, hsa-miR-628, hsa-asg-13237_st1, hsa-asg-13230_st2, hsa-miR-493-3p, hsa-miR-654, hsa-asg-33_st1, hsa-asg-8067_st2, hsa-asg-1199_st2, hsa-asg-12346_st2, hsa-asg-11883_st1, hsa-miR102_st2, hsa-asg-2027_st1, hsa-asg-3145_st1, hsa-asg-7465_st2, hsa-asg-3376_st1, hsa-cand283_st1, hsa-asg-2301_st2, hsa-cand207_st1, hsa-miR-598, hsa-asg-10278_st2, hsa-asg-11181_st1, hsa-asg-7023_st2, hsa-asg-3597_st2, hsa-asg-5304_st1, hsa-cand720_st1, hsa-asg-13308_st2, hsa-asg-3038_st2, hsa-asg-13966_st2, hsa-asg-13189_st1, hsa-asg-11938_st1, hsa-asg-5740_st2, hsa-asg-8477_st1, hsa-asg-12325_st2, hsa-asg-12356_st1, hsa-asg-6758_st1, hsa-asg-522_st1, hsa-asg-4564_st2, hsa-asg-6951_st2, hsa-asg-9920_st1, hsa-asg-13613_st2, hsa-miR-184, hsa-miR-503, hsa-miR-485-5p, hsa-miR-494, hsa-miR-504, hsa-miR-211, hsa-miR-99b, hsa-miR-499, hsa-miR-422b, hsa-miR-338, hsa-miR-422a, hsa-miR-331, hsa-miR-489, hsa-miR-324-5p, hsa-miR-151, hsa-miR-17-3p, hsa-miR-340, and/or hsa-miR-194 or complement thereof relative to normal cervix tissue is indicative of a cancerous condition or tissue. In other aspects, the increased or upregulation of hsa-asg-11688_st1, hsa-miR-18b, hsa-miR-18a, hsa-asg-3711_st2, hsa-miR-183, hsa-asg-2919_st1, hsa-asg-924_st1, and/or hsa-cand317_st1, or complement thereof relative to normal cervix tissue is indicative of a cancerous condition or cancerous tissue.
In yet still further aspects of the invention, the reduced expression or down regulation of hsa-let-7d*, hsa-let-7e*, hsa-miR-100*, hsa-miR-101*, hsa-miR-106b*, hsa-miR-10b*, hsa-miR-125a-5p, hsa-miR-125b-2*, hsa-miR-126*, hsa-miR-127-3p, hsa-miR-129-3p, hsa-miR-135a, hsa-miR-136, hsa-miR-136*, hsa-miR-139-5p, hsa-miR-140-3p, hsa-miR-140-5p, hsa-miR-141*, hsa-miR-142-3p, hsa-miR-143*, hsa-miR-144, hsa-miR-144*, hsa-miR-145*, hsa-miR-146b-5p, hsa-miR-151-3p, hsa-miR-154*, hsa-miR-15b*, hsa-miR-17, hsa-miR-181c, hsa-miR-181d, hsa-miR-183*, hsa-miR-193a-5p, hsa-miR-195*, hsa-miR-197, hsa-miR-199a-5p, hsa-miR-199b-3p, hsa-miR-199b-5p, hsa-miR-20a*, hsa-miR-212, hsa-miR-214*, hsa-miR-24-1*, hsa-miR-26b*, hsa-miR-28-3p, hsa-miR-28-5p, hsa-miR-29a*, hsa-miR-29b-1*, hsa-miR-29b-2*, hsa-miR-29c*, hsa-miR-30a, hsa-miR-30a*, hsa-miR-30b*, hsa-miR-30c-2*, hsa-miR-32, hsa-miR-330-3p, hsa-miR-337-3p, hsa-miR-337-5p, hsa-miR-345, hsa-miR-361-5p, hsa-miR-374a, hsa-miR-374b, hsa-miR-374b*, hsa-miR-375, hsa-miR-376b, hsa-miR-376c, hsa-miR-377*, hsa-miR-410, hsa-miR-424*, hsa-miR-425, hsa-miR-431*, hsa-miR-450a, hsa-miR-451, hsa-miR-455-3p, hsa-miR-455-5p, hsa-miR-483-3p, hsa-miR-486-5p, hsa-miR-488, hsa-miR-490-3p, hsa-miR-499-5p, hsa-miR-501-5p, hsa-miR-505*, hsa-miR-512-3p, hsa-miR-513c, hsa-miR-517*, hsa-miR-542-3p, hsa-miR-543, hsa-miR-574-3p, hsa-miR-602, hsa-miR-628-5p, hsa-miR-629*, hsa-miR-630, hsa-miR-650, hsa-miR-654-3p, hsa-miR-654-5p, hsa-miR-655, hsa-miR-656, hsa-miR-744, hsa-miR-766, hsa-miR-768-3p, hsa-miR-873, hsa-miR-885-5p, hsa-miR-886-3p, hsa-miR-886-5p, hsa-miR-889, hsa-miR-93*, hsa-miR-940, hsa-miR-99a*, and/or hsa-miR-99b* or complement thereof relative to normal cervix tissue is indicative of a cancerous condition or tissue. In other aspects, the increased or upregulation of hsa-miR-31*, hsa-miR-96, hsa-miR-21*, and/or hsa-miR-944 or complement thereof relative to normal cervix tissue is indicative of a cancerous condition or cancerous cells or cancerous tissue.
In certain aspects, the expression of one or more of hsa-miR-1, hsa-miR-15b, hsa-miR-133a, hsa-miR-143, hsa-miR-205, hsa-miR-21, hsa-miR-204, hsa-miR-195, hsa-miR-100, hsa-miR-99a, hsa-miR-368, and/or hsa-miR-183 or complement thereof, including various combinations thereof, are assessed to determine if a target sample is cancerous. In other aspects, hsa-miR-16 can be used as reference. Embodiments of the invention include analysis of miR expression by amplification assays. In certain aspects, the PCR assay is quantitative PCR and in particular real time quantitative reverse transcription PCR (qRT-PCR).
In yet still further aspects of the invention, the methods for diagnosing a condition in a patient comprise measuring an expression profile of one or more miRNAs in a cervix sample from the patient suspected of having a cancerous condition, (e.g., cervical squamous cell carcinoma) wherein the difference between the expression profile in the sample from the patient and an expression profile of normal tissue or a reference tissue is indicative of a cancerous disease or condition; wherein the miRNA is one or more of hsa-miR-1, hsa-miR-100, hsa-miR-133a, hsa-miR-134, hsa-miR-143, hsa-miR-154, hsa-miR-182, hsa-miR-183, hsa-miR-195, hsa-miR-204, hsa-miR-205, hsa-miR-21, hsa-miR-218, hsa-miR-224, hsa-miR-299-5p, hsa-miR-31, hsa-miR-368, hsa-miR-376a, hsa-miR-424, hsa-miR-99a, ambi-miR-7029, hsa-miR-497, ambi-miR-7101, hsa-miR-133b, hsa-miR-455, hsa-asg-5021_st1, hsa-asg-13254_st1, hsa-asg-14176_st1, hsa-miR-487b, hsa-miR-411, hsa-miR-574, hsa-miR-542-5p, hsa-asg-5617_st1, hsa-asg-14172_st1, hsa-asg-13304_st2, hsa-asg-13297_st1, hsa-miR157_st2, hsa-cand317_st1, hsa-miR-329, hsa-asg-10202_st2, hsa-miR-369-5p, hsa-asg-13284_st1, hsa-asg-9687_st1, hsa-miR-433, hsa-miR-565, hsa-asg-562_st1, hsa-asg-279_st2, hsa-asg-8411_st2, hsa-asg-7472_st2, hsa-asg-13279_st1, hsa-miR-487a, hsa-cand206_st1, hsa-cand345_st1, hsa-asg-9696_st1, hsa-miR-485-3p, hsa-asg-13166_st2, hsa-miR-594_st2, hsa-miR-299-3p, hsa-asg-924_st1, hsa-miR-539, hsa-asg-10883_st1, hsa-miR-184, hsa-miR-503, hsa-miR-485-5p, hsa-miR-494, hsa-miR-504, hsa-miR-211, hsa-miR-99b, or a complement thereof.
In certain aspects of the invention, the methods for diagnosing a condition in a patient comprise measuring an expression profile of one or more miRNAs in a cervix sample from the patient suspected of having a precancerous condition (e.g., cervical squamous intraepithelial lesion (SIL), also known as cervical intraepithelial neoplasias), wherein the difference between the expression profile in the sample from the patient and an expression profile of normal tissue or a reference is indicative of a disease or condition; wherein the miRNA is one or more of hsa-miR-1, hsa-miR-133a, hsa-miR-124a, hsa-miR-187, hsa-miR-204, hsa-miR-145, hsa-miR-143, hsa-miR-325, hsa-miR-500, hsa-miR-196a, hsa-miR-125a, hsa-miR-376a, hsa-miR-505, hsa-miR-100, hsa-miR-99a, hsa-miR-141, hsa-miR-200a, ambi-miR-7029, hsa-miR-223, hsa-miR-205, hsa-miR-146a, hsa-miR-429, hsa-miR-200b, hsa-miR-182, hsa-miR-142-5p, hsa-miR-203, hsa-miR-21, hsa-miR-31, or hsa-miR-513 or complement thereof. In certain aspects, decreased expression, in a patient sample, of hsa-miR-1, hsa-miR-133a, hsa-miR-124a, hsa-miR-187, hsa-miR-204, hsa-miR-145, hsa-miR-143, hsa-miR-325, hsa-miR-500, hsa-miR-196a, hsa-miR-125a, hsa-miR-376a, hsa-miR-505, hsa-miR-100, and/or hsa-miR-99a or complements thereof are indicative of SIL. Increased expression of hsa-miR-141, hsa-miR-200a, ambi-miR-7029, hsa-miR-233, hsa-miR-205, hsa-miR-146a, hsa-miR-429, hsa-miR-200b, hsa-miR-182, hsa-miR-142-5p, hsa-miR-203, hsa-miR-21, hsa-miR-513, and/or hsa-miR-31 can be indicative of SIL.
Other embodiments of the invention use the cycle threshold (Ct) values to distinguish between pre-cancerous or cancerous tissue and normal tissues. Ct values may be determined for one or more of the miRNA listed in Table 1 or their complements. In certain aspects, the Ct values for miR-1, miR-21, or both miR-1 and miR-21 can be used to distinguish between pre-cancerous or cancerous cervical samples or tissues and normal or non-cancerous tissues.
A sample may be taken from a patient having or suspected of having a disease or pathological condition. A sample may also comprise nucleic acids or RNA isolated from a tissue or cell sample from a patient. In certain aspects, the sample can be, but is not limited to tissue (e.g., biopsy, particularly fine needle biopsy), blood, serum, plasma, or cervical samples (e.g., pap smear or punch biopsy). The sample can be fresh, frozen, fixed (e.g., formalin fixed), or embedded (e.g., paraffin embedded) tissues or cells. In a particular aspect, the sample is a cervical sample or nucleic acid or RNA isolated therefrom.
Methods of the invention can be used to diagnose or assess a pathological condition. In certain aspect, the condition is a non-cancerous condition, such as pre-cancerous cervical lesion. In other aspects the condition is a cancerous condition, such as cervical cancer.
The methods can further comprise one or more steps including: (a) obtaining a sample from the patient, (b) isolating nucleic acids from the sample, (c) labeling the nucleic acids isolated from the sample, and (d) hybridizing the labeled nucleic acids to one or more probes or primers. Nucleic acids of the invention include one or more nucleic acid comprising at least one segment having a sequence or complementary sequence of one or more of the miRNA sequences in Table 1. In certain aspects, the nucleic acids identify one or more miRNAs listed in Table 1. Nucleic acids of the invention are typically coupled to a support. Such supports are well known to those of ordinary skill in the art and include, but are not limited to glass, plastic, metal, or latex. In particular aspects of the invention, the support can be planar or in the form of a bead or other geometric shapes or configurations.
Certain embodiments of the invention include determining expression of one or more miRNA by using an amplification assay or a hybridization assay, a variety of which are well known to one of ordinary skill in the art. In certain aspects, an amplification assay can be a quantitative amplification assay, such as quantitative RT-PCR or the like. In still further aspects, a hybridization assay can include in situ hybridization, array hybridization assays or solution hybridization assays.
Aspects of the invention can be used to diagnose or assess a patient's condition. For example, the methods can be used to screen for a pathological condition, assess prognosis of a pathological condition, stage a pathological condition, or assess response of a pathological condition to therapy.
Embodiments of the invention concern nucleic acids that perform the activities of or inhibit endogenous miRNAs when introduced into cells. In certain aspects, nucleic acids are synthetic or non-synthetic miRNA. Sequence-specific miRNA inhibitors can be used to inhibit sequentially or in combination the activities of one or more endogenous miRNAs in cells, as well those genes and associated pathways modulated by the endogenous miRNA.
The present invention concerns, in some embodiments, short nucleic acid molecules that function as miRNAs or as inhibitors of miRNA in a cell. The term “short” refers to a length of a single polynucleotide that is 5, 10, 15, 20, 25, 50, 100, or 150 nucleotides or fewer, including all integers or range derivable there between.
The present invention also concerns kits containing compositions of the invention or compositions to implement methods of the invention. In some embodiments, kits can be used to evaluate one or more miRNA molecules. In certain embodiments, a kit contains, contains at least or contains at most 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 100, 200, 300, 400, 500 or more miRNA probes, miRNA molecules or miRNA inhibitors, or any range and combination derivable therein. In some embodiments, there are kits for evaluating or modulating miRNA activity in a cell.
Kits may comprise components, which may be individually packaged or placed in a container, such as a tube, bottle, vial, syringe, or other suitable container means.
Individual components may also be provided in a kit in concentrated amounts; in some embodiments, a component is provided individually in the same concentration as it would be in a solution with other components. Concentrations of components may be provided as lx, 2×, 5×, 10×, or 20× or more.
Kits for using miRNA probes or primers, synthetic miRNAs, nonsynthetic miRNAs, and/or miRNA inhibitors of the invention for therapeutic, prognostic, or diagnostic applications are also included as part of the invention. Specifically contemplated are any such molecules corresponding to any miRNA reported to influence biological activity, such as those discussed herein.
In certain aspects, negative and/or positive control synthetic miRNAs and/or miRNA inhibitors are included in some kit embodiments. The control molecules can be used to verify transfection efficiency and/or control for transfection-induced changes in cells.
It is contemplated that any method or composition described herein can be implemented with respect to any other method or composition described herein and that different embodiments may be combined. It is specifically contemplated that any methods and compositions discussed herein with respect to miRNA molecules or miRNA may be implemented with respect to synthetic miRNAs to the extent the synthetic miRNA is exposed to the proper conditions to allow it to become a mature miRNA under physiological circumstances. The claims originally filed are contemplated to cover claims that are multiply dependent on any filed claim or combination of filed claims.
It is also contemplated that any one or more of the miRNA listed, particularly in Table 1, may be specifically excluded from any particular set or subset of miRNA or nucleic acid.
Any embodiment of the invention involving specific miRNAs by name is contemplated also to cover embodiments involving miRNAs whose sequences are at least 70, 75, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98% identical to the mature sequence of the specified miRNA. This also includes the various fragments of these miRNA or nucleic acid sequences.
Embodiments of the invention include kits for analysis of a pathological sample by assessing miRNA profile for a sample comprising, in suitable container means, two or more miRNA probes, wherein the miRNA probes detect one or more of the miRNAs described in Table 1. The kit can further comprise reagents for labeling miRNA in the sample. The kit may also include the labeling reagents include at least one amine-modified nucleotide, poly(A) polymerase, and poly(A) polymerase buffer. Labeling reagents can include an amine-reactive dye.
Other embodiments of the invention are discussed throughout this application. Any embodiment discussed with respect to one aspect of the invention applies to other aspects of the invention as well and vice versa. The embodiments in the Example section are understood to be embodiments of the invention that are applicable to all aspects of the invention.
It will be understood that shorthand notations are employed such that a generic description of an miRNA refers to any of its gene family members (distinguished by a number or sequence similarity), unless otherwise indicated. It is understood by those of skill in the art that a “gene family” refers to a group of genes having the same or similar miRNA coding sequence. Typically, members of a gene family are identified by a number following the initial designation; however some family members are identified by sequence similarity, for example see the various miRNA databases. For example, miR-16-1 and miR-16-2 are members of the miR-16 gene family and “mir-7” refers to miR-7-1, miR-7-2 and miR-7-3. Moreover, unless otherwise indicated, a shorthand notation refers to related miRNAs (distinguished by a letter). Thus, “let-7,” for example, refers to let-7a-1, let7-a-2, let-7b, let-7c, let-7d, let-7e, let-7f-1, and let-7f-2.” Exceptions to this shorthand notations will be otherwise identified.
It will be understand that the term “providing” an agent is used to include “administering” the agent to a patient.
The terms “inhibiting,” “reducing,” or “prevention,” or any variation of these terms, when used in the claims and/or the specification includes any measurable decrease or complete inhibition to achieve a desired result.
The use of the word “a” or “an” when used in conjunction with the term “comprising” in the claims and/or the specification may mean “one,” but it is also consistent with the meaning of “one or more,” “at least one,” and “one or more than one.”
It is contemplated that any embodiment discussed herein can be implemented with respect to any method or composition of the invention, and vice versa. Furthermore, compositions and kits of the invention can be used to achieve methods of the invention.
Throughout this application, the term “about” is used to indicate that a value includes the standard deviation of error for the device or method being employed to determine the value.
The use of the term “or” in the claims is used to mean “and/or” unless explicitly indicated to refer to alternatives only or the alternatives are mutually exclusive, although the disclosure supports a definition that refers to only alternatives and “and/or.”
As used in this specification and claim(s), the words “comprising” (and any form of comprising, such as “comprise” and “comprises”), “having” (and any form of having, such as “have” and “has”), “including” (and any form of including, such as “includes” and “include”) or “containing” (and any form of containing, such as “contains” and “contain”) are inclusive or open-ended and do not exclude additional, unrecited elements or method steps.
Other objects, features and advantages of the present invention will become apparent from the following detailed description. It should be understood, however, that the detailed description and the specific examples, while indicating specific embodiments of the invention, are given by way of illustration only, since various changes and modifications within the spirit and scope of the invention will become apparent to those skilled in the art from this detailed description.



DESCRIPTION OF THE DRAWINGS
The following drawings form part of the present specification and are included to further demonstrate certain aspects of the present invention. The invention may be better understood by reference to one or more of these drawings in combination with the detailed description of specific embodiments presented herein.
FIG. 1 Principal Component Analysis of miRNAs expressed in normal cervix sample (NCX), cancerous cervix samples (Ca), and paired normal adjacent cervix samples (NAT).
FIGS. 2A-2B Comparison between array and qRT-PCR data. Real time RT-PCR were performed using 15 ng of total RNA input from the 34 samples previously profiled (16 NCX and 9 paired Ca and NAT samples). miRNA expression data obtained with primer sets specific for the indicated miRNAs were normalized to miR-16 expression level for each sample (miRNA Ct-miR-16 Ct). The graphs show the individual normalized miRNA expression levels determined by array or qRT-PCR and associated p-values (p (ANOVA) and *p (pairwise t-test)).
FIG. 3 Principal Component Analysis of miRNAs expressed in normal cervix sample (NCX), cancerous cervix samples (Ca) and paired normal adjacent cervix samples (NAT), and cervical cancer cell lines (CL).
FIG. 4 Expression of miR-21 and miR-1 classifies normal and cancerous cervical tissues. Real time RT-PCR were performed with primer sets specific for miR-1 and miR-21 using 15 ng total RNA from 16 normal cervix (NCX), 9 cancerous cervix (Ca), or 9 normal adjacent cervix (NAT) samples. Raw Ct values were directly used to calculate the ratio of miR-21 to miR-1 expression, i.e., miR-21 Ct-miR1 Ct in the logarithmic space.



DETAILED DESCRIPTION OF THE INVENTION
The present invention is directed to compositions and methods relating to preparation and characterization of miRNAs, as well as use of miRNAs for therapeutic, prognostic, and diagnostic applications, particularly those methods and compositions related to assessing and/or identifying cervical diseases and conditions.
I. Cancerous and Precancerous Conditions
As mentioned above, cervical cancer is the second most common cause of cancer in women worldwide (Pisani et al., 2002; Parkin et al., 2005). About 470,000 new cases are diagnosed and approximately 230,000 women die of cervical cancer every year (Pisani et al., 1999). While the majority ( ̃80%) of these new cases and deaths occur in developing countries, it is estimated that approximately 3,700 women will die from invasive cervical cancer in the United States in 2007 (Jemal et al., 2007).
Cytological examination of cervical smears with Papanicolaou staining (Pap smear) is the screening method universally accepted for early detection of cervical cancer and its precursors. Pap smear screening programs have been very effective in reducing cervical cancer incidence and have reduced mortality rates by 60% among women aged 30 and over. However, even in those countries where these programs are routinely used, cervical cancer is still a significant public health problem. The Bethesda system categorizes Pap smear results as negative, ASC-US (atypical squamous cells of undetermined significance), ASCU-H (atypical squamous cells, cannot exclude high grade lesion), LSIL (low grade squamous intraepithelial lesion), HSIL (high grade intraepithelial lesion) and carcinoma. While guidelines and protocols for the management of women diagnosed with ASC-H, LSIL, HSIL and cancer are well established, the ASC-US entity is a significant problem for clinicians. The morphological criteria for ASC-US are suggestive, resulting in great variations in reported rates for ASC-US between laboratories. Approximately 3 million Pap smears are classified as ASC-US every year in the US, and the predictive value is very low. Although most Pap tests indicating ASC-US will revert spontaneously, it is estimated that in 5 to 15% of cases ASC-US Pap tests might already correspond to high grade SIL at histology. The ASC-US category is thus a source of confusion to both physicians and patients due to uncertainties that can lead to either the risk of false-positive diagnosis and unnecessary treatment or the risk of missing bona-fide lesions.
Epidemiological and molecular studies have demonstrated that human papillomaviruses (HPVs) are the etiological agents of the vast majority (99.7%) of cervical cancers and their intraepithelial precursors (Pisani, et al., 2002; Parkin et al., 2005; zur Hausen, 2002). About a dozen HPV types (including types 16, 18, 31 and 45) are called “high-risk” types because they can lead to cervical cancer, as well as anal cancer, vulvar cancer, and penile cancer. Several types of HPV, particularly type 16, have been found to be associated with oropharyngeal squamous-cell carcinoma, a form of head and neck cancer. HPV-induced cancers often have viral sequences integrated into the cellular DNA. Some of the HPV “early” genes, such as E6 and E7, are known to act as oncogenes that promote tumor growth and malignant transformation.
II. miRNA Molecules
MicroRNA molecules (“miRNAs”) are generally 21 to 22 nucleotides in length, though lengths of 19 and up to 23 nucleotides have been reported. The miRNAs are each processed from a longer precursor RNA molecule (“precursor miRNA”). Precursor miRNAs are transcribed from non-protein-encoding genes. The precursor miRNAs have two regions of complementarity that enables them to form a stem-loop- or fold-back-like structure, which is cleaved in animals by a ribonuclease III-like nuclease enzyme called Dicer. The processed miRNA is typically a portion of the stem.
The processed miRNA (also referred to as “mature miRNA”) become part of a large complex to down-regulate a particular target gene. Examples of animal miRNAs include those that imperfectly basepair with the target, which halts translation (Olsen et al., 1999; Seggerson et al., 2002). siRNA molecules also are processed by Dicer, but from a long, double-stranded RNA molecule. siRNAs are not naturally found in animal cells, but they can direct the sequence-specific cleavage of an mRNA target through a RNA-induced silencing complex (RISC) (Denli et al., 2003).
The nucleic acid molecules are typically synthetic. The term “synthetic” means the nucleic acid molecule is isolated and not identical in sequence and/or chemical structure to a naturally-occurring nucleic acid molecule, such as an endogenous precursor miRNA or miRNA molecule. While in some embodiments, nucleic acids of the invention do not have an entire sequence that is identical to a sequence of a naturally-occurring nucleic acid, such molecules may encompass all or part of a naturally-occurring sequence. It is contemplated, however, that a synthetic nucleic acid administered to a cell may subsequently be modified or altered in the cell such that its structure or sequence is the same or similar as non-synthetic or naturally occurring nucleic acid, such as a mature miRNA sequence. For example, a synthetic nucleic acid may have a sequence that differs from the sequence of a precursor miRNA, but that sequence may be altered once in a cell to be the same as an endogenous, processed miRNA. The term “isolated” means that the nucleic acid molecules of the invention are initially separated from different (in terms of sequence or structure) and unwanted nucleic acid molecules such that a population of isolated nucleic acids is at least about 90% homogenous, and may be at least about 95, 96, 97, 98, 99, or 100% homogenous with respect to other polynucleotide molecules. In many embodiments of the invention, a nucleic acid is isolated by virtue of it having been synthesized in vitro separate from endogenous nucleic acids in a cell. It will be understood, however, that isolated nucleic acids may be subsequently mixed or pooled together in a variety of combinations.
In certain aspects, synthetic miRNA of the invention are RNA or RNA analogs. miRNA inhibitors may be DNA or RNA, or analogs thereof. miRNA and miRNA inhibitors of the invention are typically “synthetic nucleic acids.”
In some embodiments, there is a recombinant or synthetic miRNA having a length of between 17 and 130 residues. The present invention concerns miRNA molecules that are, are at least, or are at most 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 111, 112, 113, 114, 115, 116, 117, 118, 119, 120, 121, 122, 123, 124, 125, 126, 127, 128, 129, 130, 140, 145, 150, 160, 170, 180, 190, 200 or more residues in length, including any integer or any range derivable therein, be it synthetic or non-synthetic.
In certain embodiments, synthetic miRNA have (a) an “miRNA region” whose sequence from 5′ to 3′ is identical to all or a segment of a mature miRNA sequence, and (b) a “complementary region” whose sequence from 5′ to 3′ is between 60% and 100% complementary to the miRNA sequence. The term “miRNA region” refers to a region on the synthetic miRNA that is at least 75, 80, 85, 90, 95, or 100% identical, including all integers there between, to all or part of the sequence of a mature, naturally occurring miRNA sequence. In certain embodiments, the miRNA region is or is at least 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 99.1, 99.2, 99.3, 99.4, 99.5, 99.6, 99.7, 99.8, 99.9 or 100% identical to the sequence of a naturally-occurring miRNA.
The term “complementary region” refers to a region of a synthetic miRNA that is or is at least 60% complementary to a corresponding naturally occurring miRNA sequence. The complementary region is or is at least 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 99.1, 99.2, 99.3, 99.4, 99.5, 99.6, 99.7, 99.8, 99.9 or 100% complementary to its corresponding naturally occurring miRNA, or any range derivable therein. With single polynucleotide sequences, there can be a hairpin loop structure as a result of chemical bonding between the miRNA region and the complementary region. In other embodiments, the complementary region is on a different nucleic acid molecule than the miRNA region, in which case the complementary region is on the complementary strand and the miRNA region is on the active or functional strand.
In other embodiments of the invention, there are synthetic nucleic acids that are miRNA inhibitors. An miRNA inhibitor is between about 17 to 25 nucleotides in length and comprises a 5′ to 3′ sequence that is at least 90% complementary to the 5′ to 3′ sequence of a mature miRNA. In certain embodiments, an miRNA inhibitor molecule is 17, 18, 19, 20, 21, 22, 23, 24, or 25 nucleotides in length, or any range derivable therein. Moreover, an miRNA inhibitor has a sequence (from 5′ to 3′) that is or is at least 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 99.1, 99.2, 99.3, 99.4, 99.5, 99.6, 99.7, 99.8, 99.9 or 100% complementary, or any range derivable therein, to the 5′ to 3′ sequence of a mature miRNA, particularly a mature, naturally occurring miRNA. One of skill in the art could use a portion of a sequence that is complementary to the sequence of a mature miRNA as the sequence for an miRNA inhibitor. Moreover, that portion of a sequence can be altered so that it is still 90% complementary to the sequence of a mature miRNA.
In some embodiments of the invention, a synthetic miRNA contains one or more design elements. These design elements include, but are not limited to: (i) a replacement group for the phosphate or hydroxyl of the nucleotide at the 5′ terminus of the complementary region; (ii) one or more sugar modifications in the first or last 1 to 6 residues of the complementary region; or (iii) noncomplementarity between one or more nucleotides in the last 1 to 5 residues at the 3′ end of the complementary region and the corresponding nucleotides of the miRNA region.
In certain embodiments, a synthetic miRNA has a nucleotide at its 5′ end of the complementary region in which the phosphate and/or hydroxyl group has been replaced with another chemical group (referred to as the “replacement design”). In some cases, the phosphate group is replaced, while in others, the hydroxyl group has been replaced. In particular embodiments, the replacement group is biotin, an amine group, a lower alkylamine group, an acetyl group, 2′O—Me (2′oxygen-methyl), DMTO (4,4′-dimethoxytrityl with oxygen), fluorescein, a thiol, or acridine, though other replacement groups are well known to those of skill in the art and can be used as well. This design element can also be used with an miRNA inhibitor.
Additional embodiments concern a synthetic miRNA having one or more sugar modifications in the first or last 1 to 6 residues of the complementary region (referred to as the “sugar replacement design”). In certain cases, there is one or more sugar modifications in the first 1, 2, 3, 4, 5, 6 or more residues of the complementary region, or any range derivable therein. In additional cases, there can be one or more sugar modifications in the last 1, 2, 3, 4, 5, 6 or more residues of the complementary region, or any range derivable therein. It will be understood that the terms “first” and “last” are with respect to the order of residues from the 5′ end to the 3′ end of the region. In particular embodiments, the sugar modification is a 2′O—Me modification. In further embodiments, there is one or more sugar modifications in the first or last 2 to 4 residues of the complementary region or the first or last 4 to 6 residues of the complementary region. This design element can also be used with an miRNA inhibitor. Thus, an miRNA inhibitor can have this design element and/or a replacement group on the nucleotide at the 5′ terminus, as discussed above.
In other embodiments of the invention, there is a synthetic miRNA in which one or more nucleotides in the last 1 to 5 residues at the 3′ end of the complementary region are not complementary to the corresponding nucleotides of the miRNA region (“noncomplementarity”) (referred to as the “noncomplementarity design”). The noncomplementarity may be in the last 1, 2, 3, 4, and/or 5 residues of the complementary miRNA. In certain embodiments, there is noncomplementarity with at least 2 nucleotides in the complementary region.
It is contemplated that synthetic miRNA of the invention have one or more of the replacement, sugar modification, or noncomplementarity designs. In certain cases, synthetic RNA molecules have two of them, while in others these molecules have all three designs in place.
The miRNA region and the complementary region may be on the same or separate polynucleotides. In cases in which they are contained on or in the same polynucleotide, the miRNA molecule will be considered a single polynucleotide. In embodiments in which the different regions are on separate polynucleotides, the synthetic miRNA will be considered to be comprised of two polynucleotides.
When the RNA molecule is a single polynucleotide, there is a linker region between the miRNA region and the complementary region. In some embodiments, the single polynucleotide is capable of forming a hairpin loop structure as a result of bonding between the miRNA region and the complementary region. The linker constitutes the hairpin loop. It is contemplated that in some embodiments, the linker region is, is at least, or is at most 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, or 40 residues in length, or any range derivable therein. In certain embodiments, the linker is between 3 and 30 residues (inclusive) in length.
In addition to having an miRNA region and a complementary region, there may be flanking sequences as well at either the 5′ or 3′ end of the region. In some embodiments, there is or is at least 1, 2, 3, 4, 5, 6, 7, 8, 9, 10 nucleotides or more, or any range derivable therein, flanking one or both sides of these regions.
A. Nucleic Acids
The present invention concerns miRNAs that can be labeled or amplified, used in array analysis, or employed in diagnostic, therapeutic, or prognostic applications, particularly those related to diseases and conditions of the cervix. The RNA may have been endogenously produced by a cell, or been synthesized or produced chemically or recombinantly. They may be isolated and/or purified. The term “miRNA,” unless otherwise indicated, refers to the processed RNA, after it has been cleaved from its precursor. Table 1 indicates which SEQ ID NO correspond to a mature miRNA sequence. The name of the miRNA is often abbreviated and referred to without a hsa-, mmu-, or rno-prefix and will be understood as such, depending on the context. Unless otherwise indicated, miRNAs referred to in the application are human sequences identified as mir-X or let-X, where X is a number and/or letter.
In certain embodiments, a miRNA is designated with a “5P” or “3P” suffix. “5P” indicates that the mature miRNA derives from the 5′ end of the precursor and a corresponding “3P” indicates that it derives from the 3′ end of the precursor, as described on the world wide web at sanger.ac.uk. Moreover, in some embodiments, a miRNA is used that does not correspond to a known human miRNA. It is contemplated that these non-human miRNA probes may be used in embodiments of the invention or that there may exist a human miRNA that is homologous to the non-human miRNA. While the invention is not limited to human miRNA, in certain embodiments, miRNA from human cells or a human biological sample is evaluated. In other embodiments, any mammalian cell, biological sample, or preparation thereof may be employed.
In some embodiments of the invention, methods and compositions involving miRNA may concern miRNA and/or other nucleic acids. Nucleic acids may be, be at least, or be at most 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 101, 102, 103, 104, 105, 106, 107, 108, 109, 110, 120, 130, 140, 150, 160, 170, 180, 190, 200, 210, 220, 230, 240, 250, 260, 270, 280, 290, 300, 310, 320, 330, 340, 350, 360, 370, 380, 390, 400, 410, 420, 430, 440, 441, 450, 460, 470, 480, 490, 500, 510, 520, 530, 540, 550, 560, 570, 580, 590, 600, 610, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 840, 850, 860, 870, 880, 890, 900, 910, 920, 930, 940, 950, 960, 970, 980, 990, or 1000 nucleotides, or any range derivable therein, in length. Such lengths cover the lengths of processed miRNA, miRNA probes, precursor miRNA, miRNA containing vectors, control nucleic acids, and other probes and primers. In many embodiments, miRNA sequences are 19-24 nucleotides in length, while miRNA probes are 19-35 nucleotides in length, depending on the length of the processed miRNA and any flanking regions added. miRNA precursors are generally between 62 and 110 nucleotides in humans.
Nucleic acids, and mimetics thereof, of the invention may have regions of identity or complementarity to another nucleic acid. It is contemplated that the region of complementarity or identity can be at least 5 contiguous residues, though it is specifically contemplated that the region is, is at least, or is at most 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, 110, 120, 130, 140, 150, 160, 170, 180, 190, 200, 210, 220, 230, 240, 250, 260, 270, 280, 290, 300, 310, 320, 330, 340, 350, 360, 370, 380, 390, 400, 410, 420, 430, 440, 441, 450, 460, 470, 480, 490, 500, 510, 520, 530, 540, 550, 560, 570, 580, 590, 600, 610, 620, 630, 640, 650, 660, 670, 680, 690, 700, 710, 720, 730, 740, 750, 760, 770, 780, 790, 800, 810, 820, 830, 840, 850, 860, 870, 880, 890, 900, 910, 920, 930, 940, 950, 960, 970, 980, 990, or 1000 contiguous nucleotides. It is further understood that the length of complementarity within a precursor miRNA or between a miRNA probe and a miRNA or a miRNA gene are such lengths. Moreover, the complementarity may be expressed as a percentage, meaning that the complementarity between a nucleic acid and its target is 90% or greater over the length of the nucleic acid. In some embodiments, complementarity is or is at least 90%, 95% or 100%. In particular, such lengths may be applied to any nucleic acid comprising a nucleic acid sequence identified in any of SEQ ID NO:1 through SEQ ID NO:562 or any other sequence disclosed herein. Each of these SEQ ID NOs is disclosed herein. The commonly used name of the miRNA is given (with its identifying source in the prefix, for example, “hsa” for human sequences) and the processed miRNA sequence. Moreover, a lowercase letter in the table below may or may not be lowercase; for example, hsa-mir-130b can also be referred to as miR-130B. The term “miRNA probe” refers to a nucleic acid probe that can identify a particular miRNA or structurally related miRNAs.
It is understood that a miRNA is derived from genomic sequences or a gene. In this respect, the term “gene” is used for simplicity to refer to the genomic sequence encoding the precursor miRNA for a given miRNA. However, embodiments of the invention may involve genomic sequences of a miRNA that are involved in its expression, such as a promoter or other regulatory sequences.
The term “recombinant” may be used and this generally refers to a molecule that has been manipulated in vitro or that is a replicated or expressed product of such a molecule.
The term “nucleic acid” is well known in the art. A “nucleic acid” as used herein will generally refer to a molecule (one or more strands) of DNA, RNA or a derivative or analog thereof, comprising a nucleobase. A nucleobase includes, for example, a naturally occurring purine or pyrimidine base found in DNA (e.g., an adenine “A,” a guanine “G,” a thymine “T” or a cytosine “C”) or RNA (e.g., an A, a G, an uracil “U” or a C). The term “nucleic acid” encompasses the terms “oligonucleotide” and “polynucleotide,” each as a subgenus of the term “nucleic acid.”
The term “miRNA” generally refers to a single-stranded molecule, but in specific embodiments, molecules implemented in the invention will also encompass a region or an additional strand that is partially (between 10 and 50% complementary across length of strand), substantially (greater than 50% but less than 100% complementary across length of strand) or fully complementary to another region of the same single-stranded molecule or to another nucleic acid. Thus, nucleic acids may encompass a molecule that comprises one or more complementary or self-complementary strand(s) or “complement(s)” of a particular sequence comprising a molecule. For example, precursor miRNA may have a self-complementary region, which is up to 100% complementary. miRNA probes or nucleic acids of the invention can include, can be or can be at least 60, 65, 70, 75, 80, 85, 90, 95, 96, 97, 98, 99 or 100% complementary to their target.
As used herein, “hybridization,” “hybridizes,” or “capable of hybridizing” is understood to mean the forming of a double or triple stranded molecule or a molecule with partial double or triple stranded nature. The term “anneal” as used herein is synonymous with “hybridize.” The term “hybridization,” “hybridize(s),” or “capable of hybridizing” encompasses hybridization under “stringent condition(s)” or “high stringency” and “low stringency” or “low stringency condition(s).”
As used herein “stringent condition(s)” or “high stringency” are those conditions that allow hybridization between or within one or more nucleic acid strand(s) containing complementary sequence(s), but preclude hybridization of random sequences. Stringent conditions tolerate little, if any, mismatch between a nucleic acid and a target strand. Such conditions are well known to those of ordinary skill in the art, and are preferred for applications requiring high selectivity. Non-limiting applications include isolating a nucleic acid, such as a gene or a nucleic acid segment thereof, or detecting at least one specific mRNA transcript or a nucleic acid segment thereof, and the like.
Stringent conditions may comprise low salt and/or high temperature conditions, such as provided by about 0.02 M to about 0.5 M NaCl at temperatures of about 42° C. to about 70° C. It is understood that the temperature and ionic strength of a desired stringency are determined in part by the length of the particular nucleic acid(s), the length and nucleobase content of the target sequence(s), the charge composition of the nucleic acid(s), and to the presence or concentration of formamide, tetramethylammonium chloride or other solvent(s) in a hybridization mixture.
It is also understood that these ranges, compositions and conditions for hybridization are mentioned by way of non-limiting examples only, and that the desired stringency for a particular hybridization reaction is often determined empirically by comparison to one or more positive or negative controls. Depending on the application envisioned it is preferred to employ varying conditions of hybridization to achieve varying degrees of selectivity of a nucleic acid towards a target sequence. In a non-limiting example, identification or isolation of a related target nucleic acid that does not hybridize to a nucleic acid under stringent conditions may be achieved by hybridization at low temperature and/or high ionic strength. Such conditions are termed “low stringency” or “low stringency conditions,” and non-limiting examples of low stringency include hybridization performed at about 0.15 M to about 0.9 M NaCl at a temperature range of about 20° C. to about 50° C. Of course, it is within the skill of one in the art to further modify the low or high stringency conditions to suite a particular application.
1. Nucleobases
As used herein a “nucleobase” refers to a heterocyclic base, such as for example a naturally occurring nucleobase (i.e., an A, T, G, C or U) found in at least one naturally occurring nucleic acid (i.e., DNA and RNA), and naturally or non-naturally occurring derivative(s) and analogs of such a nucleobase. A nucleobase generally can form one or more hydrogen bonds (“anneal” or “hybridize”) with at least one naturally occurring nucleobase in manner that may substitute for naturally occurring nucleobase pairing (e.g., the hydrogen bonding between A and T, G and C, and A and U).
“Purine” and/or “pyrimidine” nucleobase(s) encompass naturally occurring purine and/or pyrimidine nucleobases and also derivative(s) and analog(s) thereof, including but not limited to, those a purine or pyrimidine substituted by one or more of an alkyl, carboxyalkyl, amino, hydroxyl, halogen (i.e., fluoro, chloro, bromo, or iodo), thiol or alkylthiol moiety. Preferred alkyl (e.g., alkyl, carboxyalkyl, etc.) moieties comprise of from about 1, about 2, about 3, about 4, about 5, to about 6 carbon atoms. Other non-limiting examples of a purine or pyrimidine include a deazapurine, a 2,6-diaminopurine, a 5-fluorouracil, a xanthine, a hypoxanthine, a 8-bromoguanine, a 8-chloroguanine, a bromothymine, a 8-aminoguanine, a 8-hydroxyguanine, a 8-methylguanine, a 8-thioguanine, an azaguanine, a 2-aminopurine, a 5-ethylcytosine, a 5-methylcyosine, a 5-bromouracil, a 5-ethyluracil, a 5-iodouracil, a 5-chlorouracil, a 5-propyluracil, a thiouracil, a 2-methyladenine, a methylthioadenine, a N,N-diemethyladenine, an azaadenines, a 8-bromoadenine, a 8-hydroxyadenine, a 6-hydroxyaminopurine, a 6-thiopurine, a 4-(6-aminohexyl/cytosine), and the like. Other examples are well known to those of skill in the art.
A nucleobase may be comprised in a nucleoside or nucleotide, using any chemical or natural synthesis method described herein or known to one of ordinary skill in the art. Such nucleobase may be labeled or it may be part of a molecule that is labeled and contains the nucleobase.
2. Nucleosides
As used herein, a “nucleoside” refers to an individual chemical unit comprising a nucleobase covalently attached to a nucleobase linker moiety. A non-limiting example of a “nucleobase linker moiety” is a sugar comprising 5-carbon atoms (i.e., a “5-carbon sugar”), including but not limited to a deoxyribose, a ribose, an arabinose, or a derivative or an analog of a 5-carbon sugar. Non-limiting examples of a derivative or an analog of a 5-carbon sugar include a 2′-fluoro-2′-deoxyribose or a carbocyclic sugar where a carbon is substituted for an oxygen atom in the sugar ring.
Different types of covalent attachment(s) of a nucleobase to a nucleobase linker moiety are known in the art. By way of non-limiting example, a nucleoside comprising a purine (i.e., A or G) or a 7-deazapurine nucleobase typically covalently attaches the 9 position of a purine or a 7-deazapurine to the 1′-position of a 5-carbon sugar. In another non-limiting example, a nucleoside comprising a pyrimidine. nucleobase (i.e., C, T or U) typically covalently attaches a 1 position of a pyrimidine to a 1′-position of a 5-carbon sugar (Kornberg and Baker, 1992).
3. Nucleotides
As used herein, a “nucleotide” refers to a nucleoside further comprising a “backbone moiety.” A backbone moiety generally covalently attaches a nucleotide to another molecule comprising a nucleotide, or to another nucleotide to form a nucleic acid. The “backbone moiety” in naturally occurring nucleotides typically comprises a phosphorus moiety, which is covalently attached to a 5-carbon sugar. The attachment of the backbone moiety typically occurs at either the 3′- or 5′-position of the 5-carbon sugar. However, other types of attachments are known in the art, particularly when a nucleotide comprises derivatives or analogs of a naturally occurring 5-carbon sugar or phosphorus moiety.
4. Nucleic Acid Analogs
A nucleic acid may comprise, or be composed entirely of, a derivative or analog of a nucleobase, a nucleobase linker moiety and/or backbone moiety that may be present in a naturally occurring nucleic acid. RNA with nucleic acid analogs may also be labeled according to methods of the invention. As used herein a “derivative” refers to a chemically modified or altered form of a naturally occurring molecule, while the terms “mimic” or “analog” refer to a molecule that may or may not structurally resemble a naturally occurring molecule or moiety, but possesses similar functions. As used herein, a “moiety” generally refers to a smaller chemical or molecular component of a larger chemical or molecular structure. Nucleobase, nucleoside and nucleotide analogs or derivatives are well known in the art, and have been described (see for example, Scheit, 1980, incorporated herein by reference).
Additional non-limiting examples of nucleosides, nucleotides or nucleic acids comprising 5-carbon sugar and/or backbone moiety derivatives or analogs, include those in: U.S. Pat. No. 5,681,947, which describes oligonucleotides comprising purine derivatives that form triple helixes with and/or prevent expression of dsDNA; U.S. Pat. Nos. 5,652,099 and 5,763,167, which describe nucleic acids incorporating fluorescent analogs of nucleosides found in DNA or RNA, particularly for use as fluorescent nucleic acids probes; U.S. Pat. No. 5,614,617, which describes oligonucleotide analogs with substitutions on pyrimidine rings that possess enhanced nuclease stability; U.S. Pat. Nos. 5,670,663, 5,872,232 and 5,859,221, which describe oligonucleotide analogs with modified 5-carbon sugars (i.e., modified 2′-deoxyfuranosyl moieties) used in nucleic acid detection; U.S. Pat. No. 5,446,137, which describes oligonucleotides comprising at least one 5-carbon sugar moiety substituted at the 4′ position with a substituent other than hydrogen that can be used in hybridization assays; U.S. Pat. No. 5,886,165, which describes oligonucleotides with both deoxyribonucleotides with 3′-5′ internucleotide linkages and ribonucleotides with 2′-5′ internucleotide linkages; U.S. Pat. No. 5,714,606, which describes a modified internucleotide linkage wherein a 3′-position oxygen of the internucleotide linkage is replaced by a carbon to enhance the nuclease resistance of nucleic acids; U.S. Pat. No. 5,672,697, which describes oligonucleotides containing one or more 5′ methylene phosphonate internucleotide linkages that enhance nuclease resistance; U.S. Pat. Nos. 5,466,786 and 5,792,847, which describe the linkage of a substituent moiety which may comprise a drug or label to the 2′ carbon of an oligonucleotide to provide enhanced nuclease stability and ability to deliver drugs or detection moieties; U.S. Pat. No. 5,223,618, which describes oligonucleotide analogs with a 2 or 3 carbon backbone linkage attaching the 4′ position and 3′ position of adjacent 5-carbon sugar moiety to enhanced cellular uptake, resistance to nucleases and hybridization to target RNA; U.S. Pat. No. 5,470,967, which describes oligonucleotides comprising at least one sulfamate or sulfamide internucleotide linkage that are useful as nucleic acid hybridization probe; U.S. Pat. Nos. 5,378,825, 5,777,092, 5,623,070, 5,610,289 and 5,602,240, which describe oligonucleotides with three or four atom linker moiety replacing phosphodiester backbone moiety used for improved nuclease resistance, cellular uptake, and regulating RNA expression; U.S. Pat. No. 5,858,988, which describes hydrophobic carrier agent attached to the 2′-O position of oligonucleotides to enhanced their membrane permeability and stability; U.S. Pat. No. 5,214,136, which describes oligonucleotides conjugated to anthraquinone at the 5′ terminus that possess enhanced hybridization to DNA or RNA; enhanced stability to nucleases; U.S. Pat. No. 5,700,922, which describes PNA-DNA-PNA chimeras wherein the DNA comprises 2′-deoxy-erythro-pentofuranosyl nucleotides for enhanced nuclease resistance, binding affinity, and ability to activate RNase H; and U.S. Pat. No. 5,708,154, which describes RNA linked to a DNA to form a DNA-RNA hybrid; U.S. Pat. No. 5,728,525, which describes the labeling of nucleoside analogs with a universal fluorescent label.
Additional teachings for nucleoside analogs and nucleic acid analogs are U.S. Pat. No. 5,728,525, which describes nucleoside analogs that are end-labeled; U.S. Pat. Nos. 5,637,683, 6,251,666 (L-nucleotide substitutions), and 5,480,980 (7-deaza-2′deoxyguanosine nucleotides and nucleic acid analogs thereof).
5. Modified Nucleotides
Labeling methods and kits of the invention specifically contemplate the use of nucleotides that are both modified for attachment of a label and can be incorporated into a miRNA molecule. Such nucleotides include those that can be labeled with a dye, including a fluorescent dye, or with a molecule such as biotin. Labeled nucleotides are readily available; they can be acquired commercially or they can be synthesized by reactions known to those of skill in the art.
Modified nucleotides for use in the invention are not naturally occurring nucleotides, but instead, refer to prepared nucleotides that have a reactive moiety on them. Specific reactive functionalities of interest include: amino, sulfhydryl, sulfoxyl, aminosulfhydryl, azido, epoxide, isothiocyanate, isocyanate, anhydride, monochlorotriazine, dichlorotriazine, mono- or dihalogen substituted pyridine, mono- or disubstituted diazine, maleimide, epoxide, aziridine, sulfonyl halide, acid halide, alkyl halide, aryl halide, alkylsulfonate, N-hydroxysuccinimide ester, imido ester, hydrazine, azidonitrophenyl, azide, 3-(2-pyridyl dithio)-propionamide, glyoxal, aldehyde, iodoacetyl, cyanomethyl ester, p-nitrophenyl ester, o-nitrophenyl ester, hydroxypyridine ester, carbonyl imidazole, and the other such chemical groups. In some embodiments, the reactive functionality may be bonded directly to a nucleotide, or it may be bonded to the nucleotide through a linking group. The functional moiety and any linker cannot substantially impair the ability of the nucleotide to be added to the miRNA or to be labeled. Representative linking groups include carbon containing linking groups, typically ranging from about 2 to 18, usually from about 2 to 8 carbon atoms, where the carbon containing linking groups may or may not include one or more heteroatoms, e.g. S, O, N etc., and may or may not include one or more sites of unsaturation. Of particular interest in many embodiments, are alkyl linking groups, typically lower alkyl linking groups of 1 to 16, usually 1 to 4 carbon atoms, where the linking groups may include one or more sites of unsaturation. The functionalized nucleotides (or primers) used in the above methods of functionalized target generation may be fabricated using known protocols or purchased from commercial vendors, e.g., Sigma, Roche, Ambion, Biosearch Technologies and NEN. Functional groups may be prepared according to ways known to those of skill in the art, including the representative information found in U.S. Pat. Nos. 4,404,289; 4,405,711; 4,337,063 and 5,268,486, and U.K. Patent 1,529,202, which are all incorporated by reference.
Amine-modified nucleotides are used in several embodiments of the invention. The amine-modified nucleotide is a nucleotide that has a reactive amine group for attachment of the label. It is contemplated that any ribonucleotide (G, A, U, or C) or deoxyribonucleotide (G, A, T, or C) can be modified for labeling. Examples include, but are not limited to, the following modified ribo- and deoxyribo-nucleotides: 5-(3-aminoallyl)-UTP; 8-[(4-amino)butyl]-amino-ATP and 8-[(6-amino)butyl]-amino-ATP; N6-(4-amino)butyl-ATP, N6-(6-amino)butyl-ATP, N4-[2,2-oxy-bis-(ethylamine)]-CTP; N6-(6-Amino)hexyl-ATP; 8-[(6-Amino)hexyl]-amino-ATP; 5-propargylamino-CTP, 5-propargylamino-UTP; 5-(3-aminoallyl)-dUTP; 8-[(4-amino)butyl]-amino-dATP and 8-[(6-amino)butyl]-amino-dATP; N6-(4-amino)butyl-dATP, N6-(6-amino)butyl-dATP, N4-[2,2-oxy-bis-(ethylamine)]-dCTP; N6-(6-Amino)hexyl-dATP; 8-[(6-Amino)hexyl]-amino-dATP; 5-propargylamino-dCTP, and 5-propargylamino-dUTP. Such nucleotides can be prepared according to methods known to those of skill in the art. Moreover, a person of ordinary skill in the art could prepare other nucleotide entities with the same amine-modification, such as a 5-(3-aminoallyl)-CTP, GTP, ATP, dCTP, dGTP, dTTP, or dUTP in place of a 5-(3-aminoallyl)-UTP.
B. Preparation of Nucleic Acids
A nucleic acid may be made or prepared by any technique known to one of ordinary skill in the art, such as for example, chemical synthesis, enzymatic production or biological production. It is specifically contemplated that nucleic acids of the invention are chemically synthesized.
In some embodiments of the invention, miRNAs are recovered or isolated from a biological sample. The miRNA may be recombinant or it may be natural or endogenous to the cell (produced from the cell's genome). It is contemplated that a biological sample may be treated in a way so as to enhance the recovery of small RNA molecules such as miRNA. U.S. patent application Ser. No. 10/667,126 describes such methods and it is specifically incorporated by reference herein. Generally, methods involve lysing cells with a solution having guanidinium and a detergent.
Alternatively, nucleic acid synthesis is performed according to standard methods. See, for example, Itakura and Riggs (1980). Additionally, U.S. Pat. Nos. 4,704,362, 5,221,619, and 5,583,013 each describe various methods of preparing synthetic nucleic acids. Non-limiting examples of a synthetic nucleic acid (e.g., a synthetic oligonucleotide), include a nucleic acid made by in vitro chemically synthesis using phosphotriester, phosphite, or phosphoramidite chemistry and solid phase techniques such as described in EP 266,032, incorporated herein by reference, or via deoxynucleoside H-phosphonate intermediates as described by Froehler et al., 1986 and U.S. Pat. No. 5,705,629, each incorporated herein by reference. In the methods of the present invention, one or more oligonucleotide may be used. Various different mechanisms of oligonucleotide synthesis have been disclosed in for example, U.S. Pat. Nos. 4,659,774, 4,816,571, 5,141,813, 5,264,566, 4,959,463, 5,428,148, 5,554,744, 5,574,146, 5,602,244, each of which is incorporated herein by reference.
A non-limiting example of an enzymatically produced nucleic acid include one produced by enzymes in amplification reactions such as PCR (see for example, U.S. Pat. Nos. 4,683,202 and 4,682,195, each incorporated herein by reference), or the synthesis of an oligonucleotide described in U.S. Pat. No. 5,645,897, incorporated herein by reference. A non-limiting example of a biologically produced nucleic acid includes a recombinant nucleic acid produced (i.e., replicated) in a living cell, such as a recombinant DNA vector replicated in bacteria (see for example, Sambrook et al., 2001, incorporated herein by reference).
Oligonucleotide synthesis is well known to those of skill in the art. Various different mechanisms of oligonucleotide synthesis have been disclosed in for example, U.S. Pat. Nos. 4,659,774, 4,816,571, 5,141,813, 5,264,566, 4,959,463, 5,428,148, 5,554,744, 5,574,146, 5,602,244, each of which is incorporated herein by reference.
Basically, chemical synthesis can be achieved by the diester method, the triester method polynucleotides phosphorylase method and by solid-phase chemistry. The diester method was the first to be developed to a usable state, primarily by Khorana and co-workers. (Khorana, 1979). The basic step is the joining of two suitably protected deoxynucleotides to form a dideoxynucleotide containing a phosphodiester bond.
The main difference between the diester and triester methods is the presence in the latter of an extra protecting group on the phosphate atoms of the reactants and products (Itakura et al., 1975). Purification's are typically done in chloroform solutions. Other improvements in the method include (i) the block coupling of trimers and larger oligomers, (ii) the extensive use of high-performance liquid chromatography for the purification of both intermediate and final products, and (iii) solid-phase synthesis.
Polynucleotide phosphorylase method is an enzymatic method of DNA synthesis that can be used to synthesize many useful oligonucleotides (Gillam et al., 1978; Gillam et al., 1979). Under controlled conditions, polynucleotide phosphorylase adds predominantly a single nucleotide to a short oligonucleotide. Chromatographic purification allows the desired single adduct to be obtained. At least a trimer is required to start the procedure, and this primer must be obtained by some other method. The polynucleotide phosphorylase method works and has the advantage that the procedures involved are familiar to most biochemists.
Solid-phase methods draw on technology developed for the solid-phase synthesis of polypeptides, it has been possible to attach the initial nucleotide to solid support material and proceed with the stepwise addition of nucleotides. All mixing and washing steps are simplified, and the procedure becomes amenable to automation. These syntheses are now routinely carried out using automatic nucleic acid synthesizers.
Phosphoramidite chemistry (Beaucage and Lyer, 1992) has become by far the most widely used coupling chemistry for the synthesis of oligonucleotides. Phosphoramidite synthesis of oligonucleotides involves activation of nucleoside phosphoramidite monomer precursors by reaction with an activating agent to form activated intermediates, followed by sequential addition of the activated intermediates to the growing oligonucleotide chain (generally anchored at one end to a suitable solid support) to form the oligonucleotide product.
Recombinant methods for producing nucleic acids in a cell are well known to those of skill in the art. These include the use of vectors (viral and non-viral), plasmids, cosmids, and other vehicles for delivering a nucleic acid to a cell, which may be the target cell (e.g., a cancer cell) or simply a host cell (to produce large quantities of the desired RNA molecule). Alternatively, such vehicles can be used in the context of a cell free system so long as the reagents for generating the RNA molecule are present. Such methods include those described in Sambrook, 2003, Sambrook, 2001 and Sambrook, 1989, which are hereby incorporated by reference.
In certain embodiments, the present invention concerns nucleic acid molecules that are not synthetic. In some embodiments, the nucleic acid molecule has a chemical structure of a naturally occurring nucleic acid and a sequence of a naturally occurring nucleic acid, such as the exact and entire sequence of a single stranded primary miRNA (see Lee 2002), a single-stranded precursor miRNA, or a single-stranded mature miRNA. In addition to the use of recombinant technology, such non-synthetic nucleic acids may be generated chemically, such as by employing technology used for creating oligonucleotides.
C. Isolation of Nucleic Acids
Nucleic acids may be isolated using techniques well known to those of skill in the art, though in particular embodiments, methods for isolating small nucleic acid molecules, and/or isolating RNA molecules can be employed. Chromatography is a process often used to separate or isolate nucleic acids from protein or from other nucleic acids. Such methods can involve electrophoresis with a gel matrix, filter columns, alcohol precipitation, and/or other chromatography. If miRNA from cells is to be used or evaluated, methods generally involve lysing the cells with a chaotropic (e.g., guanidinium isothiocyanate) and/or detergent (e.g., N-lauroyl sarcosine) prior to implementing processes for isolating particular populations of RNA.
Methods may involve the use of organic solvents and/or alcohol to isolate nucleic acids, particularly miRNA used in methods and compositions of the invention. Some embodiments are described in U.S. patent application Ser. No. 10/667,126, which is hereby incorporated by reference. Generally, this disclosure provides methods for efficiently isolating small RNA molecules from cells comprising: adding an alcohol solution to a cell lysate and applying the alcohol/lysate mixture to a solid support before eluting the RNA molecules from the solid support. In some embodiments, the amount of alcohol added to a cell lysate achieves an alcohol concentration of about 55% to 60%. While different alcohols can be employed, ethanol works well. A solid support may be any structure, and it includes beads, filters, and columns, which may include a mineral or polymer support with electronegative groups. A glass fiber filter or column has worked particularly well for such isolation procedures.
In specific embodiments, miRNA isolation processes include: a) lysing cells in the sample with a lysing solution comprising guanidinium, wherein a lysate with a concentration of at least about 1 M guanidinium is produced; b) extracting miRNA molecules from the lysate with an extraction solution comprising phenol; c) adding to the lysate an alcohol solution for form a lysate/alcohol mixture, wherein the concentration of alcohol in the mixture is between about 35% to about 70%; d) applying the lysate/alcohol mixture to a solid support; e) eluting the miRNA molecules from the solid support with an ionic solution; and, f) capturing the miRNA molecules. Typically the sample is dried down and resuspended in a liquid and volume appropriate for subsequent manipulation.
D. Labels and Labeling Techniques
In some embodiments, the present invention concerns miRNA that are labeled. It is contemplated that miRNA may first be isolated and/or purified prior to labeling. This may achieve a reaction that more efficiently labels the miRNA, as opposed to other RNA in a sample in which the miRNA is not isolated or purified prior to labeling. In many embodiments of the invention, the label is non-radioactive. Generally, nucleic acids may be labeled by adding labeled nucleotides (one-step process) or adding nucleotides and labeling the added nucleotides (two-step process).
1. Labeling Techniques
In some embodiments, nucleic acids are labeled by catalytically adding to the nucleic acid an already labeled nucleotide or nucleotides. One or more labeled nucleotides can be added to miRNA molecules. See U.S. Pat. No. 6,723,509, which is hereby incorporated by reference.
In other embodiments, an unlabeled nucleotide or nucleotides is catalytically added to a miRNA, and the unlabeled nucleotide is modified with a chemical moiety that enables it to be subsequently labeled. In embodiments of the invention, the chemical moiety is a reactive amine such that the nucleotide is an amine-modified nucleotide. Examples of amine-modified nucleotides are well known to those of skill in the art, many being commercially available such as from Ambion, Sigma, Jena Bioscience, and TriLink.
One issue for labeling miRNA is how to label the already existing molecule. The present invention concerns the use of an enzyme capable of using a di- or tri-phosphate ribonucleotide or deoxyribonucleotide as a substrate for its addition to a miRNA. Moreover, in specific embodiments, it involves using a modified di- or tri-phosphate ribonucleotide, which is added to the 3′ end of a miRNA. Enzymes capable of adding such nucleotides include, but are not limited to, poly(A) polymerase, terminal transferase, and polynucleotide phosphorylase. Terminal transferase catalyzes the addition of nucleotides to the 3′ terminus of a nucleic acid. Polynucleotide phosphorylase can polymerize nucleotide diphosphates without the need for a primer.
2. Labels
Labels on miRNA or miRNA probes may be colorimetric (includes visible and UV spectrum, including fluorescent), luminescent, enzymatic, or positron emitting (including radioactive). The label may be detected directly or indirectly. Radioactive labels include 125I, 32P, 33P, and 35S. Examples of enzymatic labels include alkaline phosphatase, luciferase, horseradish peroxidase, and β-galactosidase. Labels can also be proteins with luminescent properties, e.g., green fluorescent protein and phicoerythrin.
The colorimetric and fluorescent labels contemplated for use as conjugates include, but are not limited to, Alexa Fluor dyes, BODIPY dyes, such as BODIPY FL; Cascade Blue; Cascade Yellow; coumarin and its derivatives, such as 7-amino-4-methylcoumarin, aminocoumarin and hydroxycoumarin; cyanine dyes, such as Cy3 and Cy5; eosins and erythrosins; fluorescein and its derivatives, such as fluorescein isothiocyanate; macrocyclic chelates of lanthanide ions, such as Quantum DyeTM; Marina Blue; Oregon Green; rhodamine dyes, such as rhodamine red, tetramethylrhodamine and rhodamine 6G; Texas Red; fluorescent energy transfer dyes, such as thiazole orange-ethidium heterodimer; and TOTAB. Specific examples of dyes include, but are not limited to, those identified above and the following: Alexa Fluor 350, Alexa Fluor 405, Alexa Fluor 430, Alexa Fluor 488, Alexa Fluor 500. Alexa Fluor 514, Alexa Fluor 532, Alexa Fluor 546, Alexa Fluor 555, Alexa Fluor 568, Alexa Fluor 594, Alexa Fluor 610, Alexa Fluor 633, Alexa Fluor 647, Alexa Fluor 660, Alexa Fluor 680, Alexa Fluor 700, and, Alexa Fluor 750; amine-reactive BODIPY dyes, such as BODIPY 493/503, BODIPY 530/550, BODIPY 558/568, BODIPY 564/570, BODIPY 576/589, BODIPY 581/591, BODIPY 630/650, BODIPY 650/655, BODIPY FL, BODIPY R6G, BODIPY TMR, and, BODIPY-TR; Cy3, Cy5, 6-FAM, Fluorescein Isothiocyanate, HEX, 6-JOE, Oregon Green 488, Oregon Green 500, Oregon Green 514, Pacific Blue, REG, Rhodamine Green, Rhodamine Red, Renographin, ROX, SYPRO, TAMRA, 2′,4′,5′,7′-Tetrabromosulfonefluorescein, and TET.
Specific examples of fluorescently labeled ribonucleotides are available from Molecular Probes, and these include, Alexa Fluor 488-5-UTP, Fluorescein-12-UTP, BODIPY FL-14-UTP, BODIPY TMR-14-UTP, Tetramethylrhodamine-6-UTP, Alexa Fluor 546-14-UTP, Texas Red-5-UTP, and BODIPY TR-14-UTP. Other fluorescent ribonucleotides are available from Amersham Biosciences, such as Cy3-UTP and Cy5-UTP.
Examples of fluorescently labeled deoxyribonucleotides include Dinitrophenyl (DNP)-1l-dUTP, Cascade Blue-7-dUTP, Alexa Fluor 488-5-dUTP, Fluorescein-12-dUTP, Oregon Green 488-5-dUTP, BODIPY FL-14-dUTP, Rhodamine Green-5-dUTP, Alexa Fluor 532-5-dUTP, BODIPY TMR-14-dUTP, Tetramethylrhodamine-6-dUTP, Alexa Fluor 546-14-dUTP, Alexa Fluor 568-5-dUTP, Texas Red-12-dUTP, Texas Red-5-dUTP, BODIPY TR-14-dUTP, Alexa Fluor 594-5-dUTP, BODIPY 630/650-14-dUTP, BODIPY 650/665-14-dUTP; Alexa Fluor 488-7-OBEA-dCTP, Alexa Fluor 546-16-OBEA-dCTP, Alexa Fluor 594-7-OBEA-dCTP, Alexa Fluor 647-12-OBEA-dCTP.
It is contemplated that nucleic acids may be labeled with two different labels. Furthermore, fluorescence resonance energy transfer (FRET) may be employed in methods of the invention (e.g., Klostermeier et al., 2002; Emptage, 2001; Didenko, 2001, each incorporated by reference).
Alternatively, the label may not be detectable per se, but indirectly detectable or allowing for the isolation or separation of the targeted nucleic acid. For example, the label could be biotin, digoxigenin, polyvalent cations, chelator groups and the other ligands, include ligands for an antibody.
3. Visualization Techniques
A number of techniques for visualizing or detecting labeled nucleic acids are readily available. Such techniques include, microscopy, arrays, Fluorometry, Light cyclers or other real time PCR machines, FACS analysis, scintillation counters, Phosphoimagers, Geiger counters, MRI, CAT, antibody-based detection methods (Westerns, immunofluorescence, immunohistochemistry), histochemical techniques, HPLC (Griffey et al., 1997), spectroscopy, capillary gel electrophoresis (Cummins et al., 1996), spectroscopy; mass spectroscopy; radiological techniques; and mass balance techniques.
When two or more differentially detectable labels are employed, fluorescent resonance energy transfer (FRET) techniques may be employed to characterize association of one or more nucleic acid. Furthermore, a person of ordinary skill in the art is well aware of ways of visualizing, identifying, and characterizing labeled nucleic acids, and accordingly, such protocols may be used as part of the invention. Examples of tools that may be used also include fluorescent microscopy, a BioAnalyzer, a plate reader, Storm (Molecular Dynamics), Array Scanner, FACS (fluorescent activated cell sorter), or any instrument that has the ability to excite and detect a fluorescent molecule.
III. Array Preparation and Screening
A. Array Preparation
The present invention concerns the preparation and use of miRNA arrays or miRNA probe arrays. The arrays can be ordered macroarrays or microarrays of nucleic acid molecules (probes) that are fully or nearly complementary or identical to a plurality of miRNA molecules or precursor miRNA molecules and are positioned on a support or support material in a spatially separated organization. Macroarrays are typically a support (e.g., sheets of nitrocellulose or nylon) upon which probes have been spotted. Microarrays position the nucleic acid probes more densely such that up to 10,000 nucleic acid molecules can be fit into a region typically 1 to 4 square centimeters. Microarrays can be fabricated by spotting nucleic acid molecules, e.g., genes, oligonucleotides, etc., onto substrates or fabricating oligonucleotide sequences in situ on a substrate. Spotted or fabricated nucleic acid molecules can be applied in a high density matrix pattern of up to about 30 non-identical nucleic acid molecules per square centimeter or higher, e.g. up to about 100 or even 1000 per square centimeter. Microarrays typically use coated glass as the solid support, in contrast to the nitrocellulose-based material of filter arrays. By having an ordered array of miRNA-complementing nucleic acid samples, the position of each sample can be tracked and linked to the original sample. A variety of different array devices in which a plurality of distinct nucleic acid probes are stably associated with the surface of a solid support are known to those of skill in the art. Useful substrates or supports for arrays include nylon, glass, metal, plastic, and silicon. Such arrays may vary in a number of different ways, including average probe length, sequence or types of probes, nature of bond between the probe and the array surface, e.g. covalent or non-covalent, and the like. The labeling and screening methods of the present invention and the arrays are not limited in its utility with respect to any parameter except that the probes detect miRNA; consequently, methods and compositions may be used with a variety of different types of miRNA arrays.
Representative methods and apparatus for preparing a microarray have been described, for example, in U.S. Pat. Nos. 5,143,854; 5,202,231; 5,242,974; 5,288,644; 5,324,633; 5,384,261; 5,405,783; 5,412,087; 5,424,186; 5,429,807; 5,432,049; 5,436,327; 5,445,934; 5,468,613; 5,470,710; 5,472,672; 5,492,806; 5,525,464; 5,503,980; 5,510,270; 5,525,464; 5,527,681; 5,529,756; 5,532,128; 5,545,531; 5,547,839; 5,554,501; 5,556,752; 5,561,071; 5,571,639; 5,580,726; 5,580,732; 5,593,839; 5,599,695; 5,599,672; 5,610;287; 5,624,711; 5,631,134; 5,639,603; 5,654,413; 5,658,734; 5,661,028; 5,665,547; 5,667,972; 5,695,940; 5,700,637; 5,744,305; 5,800,992; 5,807,522; 5,830,645; 5,837,196; 5,871,928; 5,847,219; 5,876,932; 5,919,626; 6,004,755; 6,087,102; 6,368,799; 6,383,749; 6,617,112; 6,638,717; 6,720,138, as well as WO 93/17126; WO 95/11995; WO 95/21265; WO 95/21944; WO 95/35505; WO 96/31622; WO 97/10365; WO 97/27317; WO 99/35505; WO 09923256; WO 09936760; WO0138580; WO 0168255; WO 03020898; WO 03040410; WO 03053586; WO 03087297; WO 03091426; WO03100012; WO 04020085; WO 04027093; EP 373 203; EP 785 280; EP 799 897 and UK 8 803 000; the disclosures of which are all herein incorporated by reference.
It is contemplated that the arrays can be high density arrays, such that they contain 2, 20, 25, 50, 80, 100 or more different probes. It is contemplated that they may contain 1000, 16,000, 65,000, 250,000 or 1,000,000 or more different probes. The probes can be directed to targets in one or more different organisms or cell types. The oligonucleotide probes range from 5 to 50, 5 to 45, 10 to 40, 9 to 34, or 15 to 40 nucleotides in length in some embodiments. In certain embodiments, the oligonucleotide probes are 5, 10, 15, 20 to 20, 25, 30, 35, 40 nucleotides in length including all integers and ranges there between.
The location and sequence of each different probe sequence in the array are generally known. Moreover, the large number of different probes can occupy a relatively small area providing a high density array having a probe density of generally greater than about 60, 100, 600, 1000, 5,000, 10,000, 40,000, 100,000, or 400,000 different oligonucleotide probes per cm2. The surface area of the array can be about or less than about 1, 1.6, 2, 3, 4, 5, 6, 7, 8, 9, or 10 cm2.
Moreover, a person of ordinary skill in the art could readily analyze data generated using an array. Such protocols are disclosed above, and include information found in WO 9743450; WO 03023058; WO 03022421; WO 03029485; WO 03067217; WO 03066906; WO 03076928; WO 03093810; WO 03100448A1, all of which are specifically incorporated by reference.
B. Sample Preparation
It is contemplated that the miRNA of a wide variety of samples can be analyzed using the arrays, index of miRNA probes, or array technology described herein and known to the skilled artisan. While endogenous miRNA is contemplated for use with compositions and methods of the invention, recombinant miRNA—including nucleic acids that are complementary or identical to endogenous miRNA or precursor miRNA—can also be handled and analyzed as described herein. Samples may be biological samples, in which case, they can be from biopsy, fine needle aspirates, exfoliates, scrappings, blood, tissue, organs, or any sample containing or constituting biological cells of interest. In certain embodiments, samples may be, but are not limited to, fresh, frozen, fixed, formalin fixed, paraffin embedded, or formalin fixed and paraffin embedded. Alternatively, the sample may not be a biological sample, but be a chemical mixture, such as a cell-free reaction mixture (which may contain one or more biological enzymes).
C. Hybridization
After an array or a set of miRNA probes is prepared and the miRNA in the sample is labeled, the population of target nucleic acids is contacted with the array or probes under hybridization conditions, where such conditions can be adjusted, as desired, to provide for an optimum level of specificity in view of the particular assay being performed. Suitable hybridization conditions are well known to those of skill in the art and reviewed in Sambrook et al. (2001) and WO 95/21944. Of particular interest in many embodiments is the use of stringent conditions during hybridization. Stringent conditions are known to those of skill in the art.
It is specifically contemplated that a single array or set of probes may be contacted with multiple samples. The samples may be labeled with different labels to distinguish the samples. For example, a single array can be contacted with a tumor tissue sample labeled with Cy3, and normal tissue sample labeled with Cy5. Differences between the samples for particular miRNAs corresponding to probes on the array can be readily ascertained and quantified.
The small surface area of the array permits uniform hybridization conditions, such as temperature regulation and salt content. Moreover, because of the small area occupied by the high density arrays, hybridization may be carried out in extremely small fluid volumes (e.g., about 250 μl or less, including volumes of about or less than about 5, 10, 25, 50, 60, 70, 80, 90, 100 μl, or any range derivable therein). In small volumes, hybridization may proceed very rapidly.
D. Differential Expression Analyses
Arrays of the invention can be used to detect differences between two samples. Specifically contemplated applications include identifying and/or quantifying differences between miRNA from a sample that is normal and from a sample that is not normal or contains abnormal components, between a cancerous condition and a non-cancerous condition, or between two differently treated samples. Also, miRNA may be compared between a sample believed to be susceptible to a particular disease or condition and one believed to be not susceptible or resistant to that disease or condition. A sample that is not normal is one exhibiting phenotypic trait(s) of a disease or condition or one believed to be not normal with respect to that disease or condition. Phenotypic traits include symptoms of or susceptibility to a disease or condition of which a component is or may or may not be genetic or caused by a hyperproliferative or neoplastic cell or cells.
An array comprises a solid support with nucleic acid probes attached to the support. Arrays typically comprise a plurality of different nucleic acid probes that are coupled to a surface of a substrate in different, known locations. These arrays, also described as “microarrays” or colloquially “chips” have been generally described in the art, for example, U.S. Pat. Nos. 5,143,854, 5,445,934, 5,744,305, 5,677,195, 6,040,193, 5,424,186 and Fodor et al., Science, 251:767-777 (1991), each of which is incorporated by reference in its entirety for all purposes. These arrays may generally be produced using mechanical synthesis methods or light directed synthesis methods which incorporate a combination of photolithographic methods and solid phase synthesis methods. Techniques for the synthesis of these arrays using mechanical synthesis methods are described in, e.g., U.S. Pat. No. 5,384,261, incorporated herein by reference in its entirety for all purposes. Although a planar array surface is used in certain aspects, the array may be fabricated on a surface of virtually any shape or even a multiplicity of surfaces. Arrays may be nucleic acids on beads, gels, polymeric surfaces, fibers such as fiber optics, glass or any other appropriate substrate, see U.S. Pat. Nos. 5,770,358, 5,789,162, 5,708,153, 6,040,193 and 5,800,992, which are hereby incorporated in their entirety for all purposes. Arrays may be packaged in such a manner as to allow for diagnostics or other manipulation of an all inclusive device, see for example, U.S. Pat. Nos. 5,856,174 and 5,922,591 incorporated in their entirety by reference for all purposes. See also U.S. patent application Ser. No. 09/545,207, filed Apr. 7, 2000 for additional information concerning arrays, their manufacture, and their characteristics, which is incorporated by reference in its entirety for all purposes.
Particularly arrays can be used to evaluate samples with respect to diseases or conditions that include, but are not limited to pre-cancerous cervical lesion or cervical cancer.
Cancers that may be evaluated by methods and compositions of the invention include cancer cells particularly from the uterus or cervix, but may also include cells and cancer cells from the bladder, blood, bone, bone marrow, brain, breast, colon, esophagus, gastrointestine, gum, head, kidney, liver, lung, nasopharynx, neck, ovary, prostate, skin, stomach, testis, or tongue. miRNA can be evaluated in precancers, such as metaplasia, dysplasia, and hyperplasia.
It is specifically contemplated that the invention can be used to evaluate differences between stages of disease, such as between hyperplasia, neoplasia, pre-cancer and cancer, or between a primary tumor and a metastasized tumor.
Moreover, it is contemplated that samples that have differences in the activity of certain pathways may also be compared. These pathways include those involving the following factors: antibody response, apoptosis, calcium/NFAT signaling, cell cycle, cell migration, cell adhesion, cell division, cytokines and cytokine receptors, drug metabolism, growth factors and growth factor receptors, inflammatory response, insulin signaling, NFκ-B signaling, angiogenesis, adipogenesis, cell adhesion, viral infection, bacterial infection, senescence, motility, glucose transport, stress response, oxidation, aging, telomere extension, telomere shortening, neural transmission, blood clotting, stem cell differentiation, G-Protein Coupled Receptor (GPCR) signaling, and p53 misregulation.
Cellular pathways that may be profiled also include but are not limited to the following: any adhesion or motility pathway including but not limited to those involving cyclic AMP, protein kinase A, G-protein couple receptors, adenylyl cyclase, L-selectin, E-selectin, PECAM, VCAM-1, α-actinin, paxillin, cadherins, AKT, integrin-α, integrin-β, RAF-1, ERK, PI-3 kinase, vinculin, matrix metalloproteinases, Rho GTPases, p85, trefoil factors, profilin, FAK, MAP kinase, Ras, caveolin, calpain-1, calpain-2, epidermal growth factor receptor, ICAM-1, ICAM-2, cofilin, actin, gelsolin, RhoA, RAC1, myosin light chain kinase, platelet-derived growth factor receptor or ezrin; any apoptosis pathway including but not limited to those involving AKT, Fas ligand, NFκB, caspase-9, PI3 kinase, caspase-3, caspase-7, ICAD, CAD, EndoG, Granzyme B, Bad, Bax, Bid, Bak, APAF-1, cytochrome C, p53, ATM, Bcl-2, PARP, Chk1, Chk2, p21, c-Jun, p73, Rad51, Mdm2, Rad50, c-Abl, BRCA-1, perforin, caspase-4, caspase-8, caspase-6, caspase-1, caspase-2, caspase-10, Rho, Jun kinase, Jun kinase, Rip2, lamin-A, lamin-B1, lamin-B2, Fas receptor, H2O2, Granzyme A, NADPH oxidase, HMG2, CD4, CD28, CD3, TRADD, IKK, FADD, GADD45, DR3 death receptor, DR4/5 death receptor, FLIPs, APO-3, GRB2, SHC, ERK, MEK, RAF-1, cyclic AMP, protein kinase A, E2F, retinoblastoma protein, Smac/Diablo, ACH receptor, 14-3-3, FAK, SODD, TNF receptor, RIP, cyclin-D1, PCNA, Bcl-XL, PIP2, PIP3, PTEN, ATM, Cdc2, protein kinase C, calcineurin, IKKα, IKKβ, IKKγ, SOS-1, c-FOS, Traf-1, Traf-2, Iκβ or the proteasome; any cell activation pathway including but not limited to those involving protein kinase A, nitric oxide, caveolin-1, actin, calcium, protein kinase C, Cdc2, cyclin B, Cdc25, GRB2, SRC protein kinase, ADP-ribosylation factors (ARFs), phospholipase D, AKAP95, p68, Aurora B, CDK1, Eg7, histone H3, PKAc, CD80, PI3 kinase, WASP, Arp2, Arp3, p16, p34, p20, PP2A, angiotensin, angiotensin-converting enzyme, protease-activated receptor-1, protease-activated receptor-4, Ras, RAF-1, PLCβ, PLCγ, COX-1, G-protein-coupled receptors, phospholipase A2, IP3, SUMO1, SUMO 2/3, ubiquitin, Ran, Ran-GAP, Ran-GEF, p53, glucocorticoids, glucocorticoid receptor, components of the SWI/SNF complex, RanBP1, RanBP2, importins, exportins, RCC1, CD40, CD40 ligand, p38, IKKα, IKKβ, NFκB, TRAF2, TRAF3, TRAF5, TRAF6, IL-4, IL-4 receptor, CDK5, AP-1 transcription factor, CD45, CD4, T cell receptors, MAP kinase, nerve growth factor, nerve growth factor receptor, c-Jun, c-Fos, Jun kinase, GRB2, SOS-1, ERK-1, ERK, JAK2, STAT4, IL-12, IL-12 receptor, nitric oxide synthase, TYK2, IFNγ, elastase, IL-8, epithelins, IL-2, IL-2 receptor, CD28, SMAD3, SMAD4, TGFβ or TGFβ receptor; any cell cycle regulation, signaling or differentiation pathway including but not limited to those involving TNFs, SRC protein kinase, Cdc2, cyclin B, Grb2, Sos-1, SHC, p68, Aurora kinases, protein kinase A, protein kinase C, Eg7, p53, cyclins, cyclin-dependent kinases, neural growth factor, epidermal growth factor, retinoblastoma protein, ATF-2, ATM, ATR, AKT, CHK1, CHK2, 14-3-3, WEE1, CDC25 CDC6, Origin Recognition Complex proteins, p15, p16, p27, p21, ABL, c-ABL, SMADs, ubiquitin, SUMO, heat shock proteins, Wnt, GSK-3, angiotensin, p73 any PPAR, TGFα, TGFβ, p300, E6-AP, Hect-E3s, MDM2, GADD45, Notch, cdc34, BRCA-1, BRCA-2, SKP1, the proteasome, CUL1, E2F, p107, steroid hormones, steroid hormone receptors, IκBα, IκBβ, Sin3A, heat shock proteins, Ras, Rho, ERKs, IKKs, PI3 kinase, Bcl-2, Bax, PCNA, MAP kinases, dynein, RhoA, PKAc, cyclin AMP, FAK, PIP2, PIP3, integrins, thrombopoietin, Fas, Fas ligand, PLK3, MEKs, JAKs, STATs, acetylcholine, paxillin calcineurin, p38, importins, exportins, Ran, Rad50, Rad51, DNA polymerase, RNA polymerase, Ran-GAP, Ran-GEF, NuMA, Tpx2, RCC1, Sonic Hedgehog, Crm1, Patched (Ptc-1), MPF, CaM kinases, tubulin, actin, kinetochore-associated proteins, centromere-binding proteins, telomerase, TERT, PP2A, c-MYC, insulin, T cell receptors, B cell receptors, CBP, IKβ, NFκB, RAC1, RAF1, EPO, diacylglycerol, c-Jun, c-Fos, Jun kinase, hypoxia-inducible factors, GATA4, β-catenin, α-catenin, calcium, arrestin, survivin, caspases, procaspases, CREB, CREM, cadherins, PECAMs, corticosteroids, colony-stimulating factors, calpains, adenylyl cyclase, growth factors, nitric oxide, transmembrane receptors, retinoids, G-proteins, ion channels, transcriptional activators, transcriptional coactivators, transcriptional repressors, interleukins, vitamins, interferons, transcriptional corepressors, the nuclear pore, nitrogen, toxins, proteolysis, or phosphorylation; or any metabolic pathway including but not limited to those involving the biosynthesis of amino acids, oxidation of fatty acids, biosynthesis of neurotransmitters and other cell signaling molecules, biosynthesis of polyamines, biosynthesis of lipids and sphingolipids, catabolism of amino acids and nutrients, nucleotide synthesis, eicosanoids, electron transport reactions, ER-associated degradation, glycolysis, fibrinolysis, formation of ketone bodies, formation of phagosomes, cholesterol metabolism, regulation of food intake, energy homeostasis, prothrombin activation, synthesis of lactose and other sugars, multi-drug resistance, biosynthesis of phosphatidylcholine, the proteasome, amyloid precursor protein, Rab GTPases, starch synthesis, glycosylation, synthesis of phoshoglycerides, vitamins, the citric acid cycle, IGF-1 receptor, the urea cycle, vesicular transport, or salvage pathways. It is further contemplated that nucleic acids molecules of the invention can be employed in diagnostic and therapeutic methods with respect to any of the above pathways or factors. Thus, in some embodiments of the invention, a miRNA may be differentially expressed with respect to one or more of the above pathways or factors. In certain aspects, the pathways or cellular elements involved or effected by HPV infection can be assessed, evaluated, and/or monitored, e.g., hTERT, E6TP1, MCM7, Bak, and PDZ domain-containing proteins such as Scribble, h-Dlg, MAGI-1, MAGI-3, and MUPP1.
Phenotypic traits also include characteristics such as susceptibility or receptivity to particular drugs or therapeutic treatments (drug efficacy), and risk of drug toxicity. Samples that differ in these phenotypic traits may also be evaluated using the arrays and methods described.
In certain embodiments, miRNA profiles may be generated to evaluate and correlate those profiles with pharmacokinetics. For example, miRNA profiles may be created and evaluated for patient tumor and blood samples prior to the patient's being treated or during treatment to determine if there are miRNAs whose expression correlates with the outcome of the patient. Identification of differential miRNAs can lead to a diagnostic assay involving them that can be used to evaluate tumor and/or blood samples to determine what drug regimen the patient should be provided. In addition, it can be used to identify or select patients suitable for a particular clinical trial. If a miRNA profile is determined to be correlated with drug efficacy or drug toxicity that may be relevant to whether that patient is an appropriate patient for receiving the drug or for a particular dosage of the drug.
In addition to prognostic assays, samples from patients with a variety of diseases can be evaluated to determine if different diseases can be identified based on blood miRNA levels. A diagnostic assay can be created based on the profiles that doctors can use to identify individuals with a disease or who are at risk to develop a disease. Alternatively, treatments can be designed based on miRNA profiling. Examples of such methods and compositions are described in the U.S. Provisional Patent Application Ser. No. 60/683,736 entitled “Methods and Compositions Involving miRNA and miRNA Inhibitor Molecules” filed on May 23, 2005, which is hereby incorporated by reference in its entirety.
E. Other Assays
In addition to the use of arrays and microarrays, it is contemplated that a number of difference assays could be employed to analyze miRNAs, their activities, and their effects. Such assays include, but are not limited to, nucleic amplification, polymerase chain reaction, quantitative PCR, RT-PCR, in situ hybridization, Northern hybridization, hybridization protection assay (HPA) (GenProbe), branched DNA (bDNA) assay (Chiron), rolling circle amplification (RCA), single molecule hybridization detection (US Genomics), Invader assay (ThirdWave Technologies), and/or Bridge Litigation Assay (Genaco).
IV. Therapeutic Methods
Methods of the invention include reducing or eliminating activity of one or more miRNAs in a cell comprising introducing into a cell an miRNA inhibitor; or supplying or enhancing the activity of one or more miRNAs in a cell. The present invention also concerns inducing certain cellular characteristics by providing to a cell a particular nucleic acid, such as a specific synthetic miRNA molecule or a synthetic miRNA inhibitor molecule. However, in methods of the invention, the miRNA molecule or miRNA inhibitor need not be synthetic. They may have a sequence that is identical to a naturally occurring miRNA or they may not have any design modifications. In certain embodiments, the miRNA molecule and/or an miRNA inhibitor are synthetic, as discussed herein.
The particular nucleic acid molecule provided to the cell is understood to correspond to a particular miRNA in the cell, and thus, the miRNA in the cell is referred to as the “corresponding miRNA.” In situations in which a named miRNA molecule is introduced into a cell, the corresponding miRNA will be understood to be the induced miRNA. It is contemplated, however, that the miRNA molecule introduced into a cell is not a mature miRNA but is capable of becoming a mature miRNA under the appropriate physiological conditions. In cases in which a particular corresponding miRNA is being inhibited by a miRNA inhibitor, the particular miRNA will be referred to as the targeted miRNA. It is contemplated that multiple corresponding miRNAs may be involved. In particular embodiments, more than one miRNA molecule is introduced into a cell. Moreover, in other embodiments, more than one miRNA inhibitor is introduced into a cell. Furthermore, a combination of miRNA molecule(s) and miRNA inhibitor(s) may be introduced into a cell.
Methods include identifying a cell or patient in need of inducing those cellular characteristics. Also, it will be understood that an amount of a synthetic nucleic acid that is provided to a cell or organism is an “effective amount,” which refers to an amount needed to achieve a desired goal, such as inducing a particular cellular characteristic(s).
In certain embodiments of the methods include providing or introducing to a cell a nucleic acid molecule corresponding to a mature miRNA in the cell in an amount effective to achieve a desired physiological result.
Moreover, methods can involve providing synthetic or nonsynthetic miRNA molecules. It is contemplated that in these embodiments, methods may or may not be limited to providing only one or more synthetic miRNA molecules or only on or more nonsynthetic miRNA molecules. Thus, in certain embodiments, methods may involve providing both synthetic and nonsynthetic miRNA molecules. In this situation, a cell or cells are most likely provided a synthetic miRNA molecule corresponding to a particular miRNA and a nonsynthetic miRNA molecule corresponding to a different miRNA. Furthermore, any method including a list of miRNAs using Markush group language may be articulated without the Markush group language and a disjunctive article (i.e., or) instead, and vice versa.
In some embodiments, there is a method for reducing or inhibiting cell proliferation in a cell comprising introducing into or providing to the cell an effective amount of (i) an miRNA inhibitor molecule or (ii) a synthetic or nonsynthetic miRNA molecule that corresponds to an miRNA sequence. In certain embodiments the methods involves introducing into the cell an effective amount of (i) an miRNA inhibitor molecule having a 5′ to 3′ sequence that is at least 90% complementary to all or part of the 5′ to 3′ sequence of one or more mature miRNA of Table 1.
Certain embodiments of the invention include methods of treating a pre-cancerous cervical lesion or a cancerous cervical condition. In one aspect, the method comprises contacting a cervical cell with one or more nucleic acid, synthetic miRNA, or miRNA comprising at least one nucleic acid segment having all or a portion of a miRNA sequence. The segment may be 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 30 or more nucleotides or nucleotide analog, including all integers there between. An aspect of the invention includes the modulation of a miRNA or a mRNA within a target cell, such as a cervical cell.
Typically, an endogenous gene, miRNA or mRNA is modulated in the cell. In particular embodiments, the nucleic acid sequence comprises at least one segment that is at least 70, 75, 80, 85, 90, 95, or 100% identical in nucleic acid sequence to one or more miRNA sequence listed in Table 1. Modulation of the expression or processing of an endogenous gene, miRNA, or mRNA can be through modulation of the processing of an mRNA, such processing including transcription, transportation and/or translation with in a cell. Modulation may also be effected by the inhibition or enhancement of miRNA activity with a cell, tissue, or organ. Such processing may effect the expression of an encoded product or the stability of the mRNA. In still other embodiments, a nucleic acid sequence can comprise a modified nucleic acid sequence.
In particular embodiments, the cervical cell is a cervical cancer cell. Methods of the invention can further comprise administering a second therapy, such as chemotherapy, radiotherapy, surgery, or immunotherapy. The nucleic acid can be transcribed from a nucleic acid vector, such as a plasmid vector or a viral vector.
Methods of treating a pre-cancerous or cancerous cervical condition include contacting or administering to a cervical cell one or more nucleic acid comprising a miRNA sequence, wherein expression of an endogenous miRNA is modulated in the cervical cell; where the miRNA sequence is at least 70, 75, 80, 85% or more identical to one or more of the sequences identified in Table 1. In certain aspects, the activity of those miRNAs indicated as having increased expression in a pre-cancerous or cancerous tissue is decreased. In a further aspect, the miRNA activity of those miRNA indicated as having decreased expression in a pre-cancerous or cancerous tissue is increased.
In certain aspects, one or more miRNA sequence may include or comprise a modified nucleobase or nucleic acid sequence.
The methods may further comprise administering a second therapy. The second therapy can be, but is not limited to chemotherapy, radiotherapy, surgery, or immunotherapy.
In still further aspects, one or more miRNA are transcribed from a nucleic acid vector, such as a plasmid or viral vector.
In certain aspects, a subject is administered: one or more nucleic acid possessing a function of an miRNA having a nucleic acid segment having at least 80, 85, 90, 95, 97, 98, 99, or 100% nucleic acid sequence identity to those miRNA decreased or down-regulated in a disease or condition to be treated.
In certain aspects, a subject is administered: one or more miRNA inhibitors having a nucleic acid segment having at least 80, 85, 90, 95, 97, 98, 99, or 100% nucleic acid sequence identity to those miRNA increased or up-regulated in a disease or condition to be treated.
Synthetic nucleic acids can be administered to the subject or patient using modes of administration that are well known to those of skill in the art, particularly for therapeutic applications. It is particularly contemplated that a patient is human or any other mammal or animal.
It will be understood in methods of the invention that a cell or other biological matter such as an organism (including patients) can be provided an miRNA or miRNA molecule corresponding to a particular miRNA by administering to the cell or organism a nucleic acid molecule that functions as the corresponding miRNA once inside the cell. The form of the molecule provided to the cell may not be the form that acts as an miRNA once inside the cell. Thus, it is contemplated that in some embodiments, biological matter is provided a synthetic miRNA or a nonsynthetic miRNA, such as one that becomes processed into a mature and active miRNA once it has access to the cell's miRNA processing machinery. In certain embodiments, it is specifically contemplated that the miRNA molecule provided to the biological matter is not a mature miRNA molecule but a nucleic acid molecule that can be processed into the mature miRNA once it is accessible to miRNA processing machinery. The term “nonsynthetic” in the context of miRNA means that the miRNA is not “synthetic,” as defined herein. Furthermore, it is contemplated that in embodiments of the invention that concern the use of synthetic miRNAs, the use of corresponding nonsynthetic miRNAs is also considered an aspect of the invention, and vice versa.
In other embodiments, the methods involve reducing cell viability comprising introducing into or providing to the cell an effective amount of (i) an miRNA inhibitor molecule or (ii) a synthetic or nonsynthetic miRNA molecule that corresponds to an miRNA sequence. Methods for inducing apoptosis have a number of therapeutic applications including, but not limited to, the treatment of pre-cancer or cancer.
The present invention also concerns using miRNA compositions to treat diseases or conditions or to prepare therapeutics for the treatment of diseases or conditions. It is contemplated that 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, or 40 more miRNA (or any range derivable therein) may be used for these embodiments. In certain embodiments, methods involve one or more miRNA inhibitors and/or an miRNA molecules corresponding to any of these miRNAs, particularly for the treatment or prevention of cancer. Cancer includes, but is not limited to, malignant cancers, tumors, metastatic cancers, unresectable cancers, chemo- and/or radiation-resistant cancers, and terminal cancers.
In certain embodiments, methods also include targeting an miRNA to modulate in a cell or organism. The term “targeting an miRNA to modulate” or “targeting an miRNA” means a nucleic acid of the invention will be employed so as to modulate the selected miRNA. In some embodiments the modulation is achieved with a synthetic or non-synthetic miRNA that corresponds to the targeted miRNA, which effectively provides the targeted miRNA to the cell or organism (positive modulation). In other embodiments, the modulation is achieved with an miRNA inhibitor, which effectively inhibits the targeted miRNA in the cell or organism (negative modulation).
In some embodiments, the miRNA targeted to be modulated is an miRNA that affects a disease, condition, or pathway. In certain embodiments, the miRNA is targeted because a treatment can be provided by negative modulation of the targeted miRNA. In other embodiments, the miRNA is targeted because a treatment can be provided by positive modulation of the targeted miRNA.
In certain methods of the invention, there is a further step of administering the selected miRNA modulator to a cell, tissue, organ, or organism (collectively “biological matter”) in need of treatment related to modulation of the targeted miRNA or in need of the physiological or biological results discussed herein (such as with respect to a particular cellular pathway or result, such as a decrease in cell viability). Consequently, in some methods of the invention there is a step of identifying a patient in need of treatment that can be provided by the miRNA modulator(s). It is contemplated that an effective amount of an miRNA modulator can be administered in some embodiments. In particular embodiments, there is a therapeutic benefit conferred on the biological matter, where a “therapeutic benefit” refers to an improvement in the one or more conditions or symptoms associated with a disease or condition or an improvement in the prognosis, duration, or status with respect to the disease. It is contemplated that a therapeutic benefit includes, but is not limited to, a decrease in pain, a decrease in morbidity, a decrease in a severity or duration of a symptom. For example, with respect to cancer, it is contemplated that a therapeutic benefit can be inhibition of tumor growth, prevention of metastasis, reduction in number of metastases, inhibition of cancer cell proliferation, inhibition of cancer cell proliferation, induction of cell death in cancer cells, inhibition of angiogenesis near cancer cells, induction of apoptosis of cancer cells, reduction in pain, reduction in risk of recurrence, induction of chemo- or radiosensitivity in cancer cells, prolongation of life, palliation of symptoms related to the condition, and/or delay of death directly or indirectly related to a cancer.
Furthermore, it is contemplated that the miRNA compositions may be provided as part of a therapy to a patient, in conjunction with traditional therapies or preventative agents. Moreover, it is contemplated that any method discussed in the context of therapy may be applied as a preventative measure, particularly in a patient identified to be potentially in need of the therapy or at risk of the condition or disease for which a therapy is needed.
In addition, methods of the invention concern employing one or more nucleic acids corresponding to an miRNA and a therapeutic drug. The nucleic acid can enhance the effect or efficacy of the drug, reduce any side effects or toxicity, modify its bioavailability, and/or decrease the dosage or frequency needed. In certain embodiments, the therapeutic drug is a cancer therapeutic. Consequently, in some embodiments, there is a method of treating cancer in a patient comprising administering to the patient the cancer therapeutic and an effective amount of at least one miRNA molecule that improves the efficacy of the cancer therapeutic or protects non-cancer cells. Cancer therapies also include a variety of combination therapies with both chemical and radiation based treatments. Combination chemotherapies include but are not limited to, for example, bevacizumab, cisplatin (CDDP), carboplatin, EGFR inhibitors (gefitinib and cetuximab), procarbazine, mechlorethamine, cyclophosphamide, camptothecin, COX-2 inhibitors (e.g., celecoxib) ifosfamide, melphalan, chlorambucil, busulfan, nitrosurea, dactinomycin, daunorubicin, doxorubicin (adriamycin), bleomycin, plicomycin, mitomycin, etoposide (VP16), tamoxifen, raloxifene, estrogen receptor binding agents, taxol, taxotere, gemcitabien, navelbine, farnesyl-protein transferase inhibitors, transplatinum, 5-fluorouracil, vincristin, vinblastin and methotrexate, or any analog or derivative variant of the foregoing.
Generally, inhibitors of miRNAs can be given to achieve the opposite effect as compared to when nucleic acid molecules corresponding to the mature miRNA are given. Similarly, nucleic acid molecules corresponding to the mature miRNA can be given to achieve the opposite effect as compared to when inhibitors of the miRNA are given. For example, miRNA molecules that increase cell proliferation can be provided to cells to increase proliferation or inhibitors of such molecules can be provided to cells to decrease cell proliferation. The present invention contemplates these embodiments in the context of the different physiological effects observed with the different miRNA molecules and miRNA inhibitors disclosed herein. These include, but are not limited to, the following physiological effects: increase and decreasing cell proliferation; increasing or decreasing apoptosis; increasing or decreasing transformation; increasing or decreasing cell viability; activating, stimulating or suppressing cellular pathways; reduce or increase viable cell number; and increase or decrease number of cells at a particular phase of the cell cycle. Methods of the invention are generally contemplated to include providing or introducing one or more different nucleic acid or mimetic molecules corresponding to one or more different miRNA molecules. It is contemplated that the following, at least the following, or at most the following number of different nucleic acid molecules may be provided or introduced: 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49, 50, 51, 52, 53, 54, 55, 56, 57, 58, 59, 60, 61, 62, 63, 64, 65, 66, 67, 68, 69, 70, 71, 72, 73, 74, 75, 76, 77, 78, 79, 80, 81, 82, 83, 84, 85, 86, 87, 88, 89, 90, 91, 92, 93, 94, 95, 96, 97, 98, 99, 100, or any range derivable therein. This also applies to the number of different miRNA molecules that can be provided or introduced into a cell.
V. Kits
Any of the compositions described herein may be comprised in a kit. In a non-limiting example, reagents for isolating miRNA, labeling miRNA, and/or evaluating a miRNA population using an array, nucleic acid amplification, and/or hybridization can be included in a kit, as well reagents for preparation of samples from cervical samples or other sample that have been, may have been, exposed to, or suspected of being infected with HPV. The kit may further include reagents for creating or synthesizing miRNA probes. The kits will thus comprise, in suitable container means, an enzyme for labeling the miRNA by incorporating labeled nucleotide or unlabeled nucleotides that are subsequently labeled. In certain aspects, the kit can include amplification reagents. In other aspects, the kit may include various supports, such as glass, nylon, polymeric beads, and the like, and/or reagents for coupling any probes and/or target nucleic acids. It may also include one or more buffers, such as reaction buffer, labeling buffer, washing buffer, or a hybridization buffer, compounds for preparing the miRNA probes, and components for isolating miRNA. Other kits of the invention may include components for making a nucleic acid array comprising miRNA, and thus, may include, for example, a solid support.
Kits for implementing methods of the invention described herein are specifically contemplated. In some embodiments, there are kits for preparing miRNA for multi-labeling and kits for preparing miRNA probes and/or miRNA arrays. In these embodiments, kit comprise, in suitable container means, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12 or more of the following: (1) poly(A) polymerase; (2) unmodified nucleotides (G, A, T, C, and/or U); (3) a modified nucleotide (labeled or unlabeled); (4) poly(A) polymerase buffer; (5) at least one microfilter; (6) label that can be attached to a nucleotide; (7) at least one miRNA probe; (8) reaction buffer; (9) a miRNA array or components for making such an array; (10) acetic acid; (11) alcohol; and (12) solutions for preparing, isolating, enriching, and purifying miRNAs or miRNA probes or arrays. Other reagents include those generally used for manipulating RNA, such as formamide, loading dye, ribonuclease inhibitors, and DNase.
In specific embodiments, kits of the invention include an array containing miRNA probes, as described in the application. An array may have probes corresponding to all known miRNAs of an organism or a particular tissue or organ in particular conditions, or to a subset of such probes. The subset of probes on arrays of the invention may be or include those identified as relevant to a particular diagnostic, therapeutic, or prognostic application. For example, the array may contain one or more probes that is indicative or suggestive of (1) a disease or condition, (2) susceptibility or resistance to a particular drug or treatment; (3) susceptibility to toxicity from a drug or substance; (4) the stage of development or severity of a disease or condition (prognosis); and (5) genetic predisposition to a disease or condition.
For any kit embodiment, including an array, there can be nucleic acid molecules that contain or can be used to amplify a sequence that is a variant of, identical to or complementary to all or part of any of SEQ ID NOS: 1-562. In certain embodiments, a kit or array of the invention can contain one or more probes for the miRNAs identified by SEQ ID NOS:1-562. Any nucleic acid discussed above may be implemented as part of a kit.
The components of the kits may be packaged either in aqueous media or in lyophilized form. The container means of the kits will generally include at least one vial, test tube, flask, bottle, syringe or other container, into which a component may be placed, and preferably, suitably aliquotted. Where there is more than one component in the kit (labeling reagent and label may be packaged together), the kit also will generally contain a second, third or other additional container into which the additional components may be separately placed. However, various combinations of components may be comprised in a vial. The kits of the present invention also will typically include a means for containing the nucleic acids, and any other reagent containers in close confinement for commercial sale. Such containers may include injection or blow molded plastic containers into which the desired vials are retained.
When the components of the kit are provided in one and/or more liquid solutions, the liquid solution is an aqueous solution, with a sterile aqueous solution being particularly preferred.
However, the components of the kit may be provided as dried powder(s). When reagents and/or components are provided as a dry powder, the powder can be reconstituted by the addition of a suitable solvent. It is envisioned that the solvent may also be provided in another container means. In some embodiments, labeling dyes are provided as a dried power. It is contemplated that 10, 20, 30, 40, 50, 60, 70, 80, 90, 100, 120, 120, 130, 140, 150, 160, 170, 180, 190, 200, 300, 400, 500, 600, 700, 800, 900, 1000 μg or at least or at most those amounts of dried dye are provided in kits of the invention. The dye may then be resuspended in any suitable solvent, such as DMSO.
The container means will generally include at least one vial, test tube, flask, bottle, syringe and/or other container means, into which the nucleic acid formulations are placed, preferably, suitably allocated. The kits may also comprise a second container means for containing a sterile, pharmaceutically acceptable buffer and/or other diluent.
Such kits may also include components that facilitate isolation of the labeled miRNA. It may also include components that preserve or maintain the miRNA or that protect against its degradation. Such components may be RNAse-free or protect against RNAses. Such kits generally will comprise, in suitable means, distinct containers for each individual reagent or solution.
Kits of the invention may also include one or more of the following: Control RNA; nuclease-free water; RNase-free containers, such as 1.5 ml tubes; RNase-free elution tubes; PEG or dextran; ethanol; acetic acid; sodium acetate; ammonium acetate; guanidinium; detergent; nucleic acid size marker; RNase-free tube tips; and RNase or DNase inhibitors.
It is contemplated that such reagents are embodiments of kits of the invention. Such kits, however, are not limited to the particular items identified above and may include any reagent used for the manipulation or characterization of miRNA.
VI. Examples
The following examples are given for the purpose of illustrating various embodiments of the invention and are not meant to limit the present invention in any fashion. One skilled in the art will appreciate readily that the present invention is well adapted to carry out the objects and obtain the ends and advantages mentioned, as well as those objects, ends and advantages inherent herein. The present examples, along with the methods described herein are presently representative of preferred embodiments, are exemplary, and are not intended as limitations on the scope of the invention. Changes therein and other uses which are encompassed within the spirit of the invention as defined by the scope of the claims will occur to those skilled in the art.
Example 1
RNA From Cervical Specimens and Cell Lines
Paired tissue samples from nine squamous cell carcinomas (Ca) and nine normal adjacent regions (NAT) of the uterine cervix from the same patients and three squamous intraepithelial lesions (SIL) of the cervix were purchased from ProteoGenex (Culver City, Calif., USA). Total RNA was extracted from these tissue samples using the mirVanaTM miRNA Isolation Kit (Ambion; Austin, Tex., USA) according to the manufacturer's protocol. Additional samples used in the study included purified total RNA from sixteen normal cervical tissue specimens (NCX) (FirstChoice® Human Cervix Total RNA, Ambion). In addition, total RNA was purified from cells of four squamous cell carcinoma-derived cervical cell lines (SW756, C4-1, CaSki, SiHa) and from an adenocarcinoma-derived cervical cell line (HeLa), using the mirVanaTM miRNA Isolation Kit (Ambion) according to the manufacturer's protocol. In all cases, purified total RNA was quantified using a NanoDrop® ND-1000 spectrophotometer (NanoDrop Technologies; Wilmington, Del., USA). Tables 2, 3, and 4, below, show information regarding the nine matched Ca/NAT cervical samples (Table 2), the sixteen normal cervical samples (NCX, Table 3), and the cervical cell lines (CL) (Table 4)







TABLE 2







Tissue Sample Pathology Report for Nine Pairs of Cancerous (Ca) and Normal


Adjacent Cervical Tissue (NAT) Samples. HPV; human papillomavirus.














TNM Staging




Patient

Score
HPV



Information

(Greene
16/18












Sample
Age
Ethnicity
Histological Diagnosis
et al., 2002)
Status





Ca1
52
Caucasian
SCC
T1N1M0
16


NAT1


normal
NA
negative


Ca2
32
Caucasian
SCC, poorly differentiated
T1bN0M0
18


NAT2


normal
NA
16


Ca3
47
Caucasian
SCC, non-keratinizing
T1aN1M0
16


NAT3


normal
NA
16


Ca4
45
Caucasian
SCC, moderately differentiated
T1aN1M0
16


NAT4


normal
NA
negative


Ca5
29
Caucasian
SCC, poorly differentiated
T1a2N0M0
18


NAT5


normal
NA
18


Ca6
55
Caucasian
SCC, moderately differentiated
T3aN1M0
negative


NAT6


normal
NA
negative


Ca7
40
Caucasian
SCC, moderately differentiated
T2aN1M0
16 + 18


NAT7


normal
NA
negative


Ca8
44
Caucasian
SCC, well to poorly
T1a2N0M0
16





differentiated


NAT8


normal
NA
16


Ca9
39
Caucasian
SCC, poorly differentiated
T3aN0M0
18


NAT9


normal
NA
negative
















TABLE 3







Patient Information for Sixteen Normal Cervical Tissue (NCX) Samples.












Sample
Patient Age
Patient Ethnicity
HPV 16/18 Status







NCX1
45
Caucasian
negative



NCX2
78
Caucasian
negative



NCX3
72
Caucasian
negative



NCX4
36
Unknown
negative



NCX5
46
Caucasian
negative



NCX6
48
Caucasian
negative



NCX7
31
Caucasian
negative



NCX8
48
African American
negative



NCX9
45
African American
negative



NCX10
56
Caucasian
negative



NCX11
57
Caucasian
18



NCX12
65
Caucasian
18



NCX13
57
Caucasian
negative



NCX14
52
African American
negative



NCX15
47
African American
negative



NCX16
53
Caucasian
negative







HPV; human papillomavirus













TABLE 4







Histology and HPV (human papillomavirus) Status for Five Cervical


Cancer-Derived Cell Lines.











Cell Line
Histology
HPV 16/18 Status







HeLa
Adenocarcinoma
18



SW756
SCC
18



C4-1
SCC
18



CaSki
SCC
16



SiHa
SCC
16







SCC, squamous cell carcinoma.






Example 2
miRNA Expression in the Normal Cervix
The inventors first evaluated miRNA expression in normal cervical tissue samples. miRNA expression profiling was performed as previously described (Shingara et al., 2005) except that the miRNA fractions recovered from 20 μg total RNA were labeled with Cy5 (GE Healthcare Life Sciences; Piscataway, N.J., USA). To isolate miRNA fractions, total RNA samples were fractionated and purified using the flashPAGETM fractionator and reagents (catalog#-AM13100; Ambion) according to the manufacturer's recommendations. Labeled miRNAs were hybridized to mirVana miRNA Bioarrays V1 (Ambion) according to the manufacturer's instructions. The arrays contained 377 individual miRNA probes, including 281 human miRNAs from the mirBase Sequence Database (microrna.sanger.ac.uk) (Griffiths-Jones et al., 2006), 33 new human miRNAs (Ambi-miR5) and 63 mouse or rat miRNAs from the mirBase Sequence Database.
Following hybridization, the arrays were scanned using the Axon® GenePix 400B scanner and associated GenePix software (Molecular Devices Corporation; Sunnyvale, Calif., USA). Raw array data were normalized with the variance stabilization method (VSN) (Huber et al., 2002). VSN is a global normalization process that stabilizes the variance evenly across the entire range of expression and utilizes calibration of signal followed by transformation of data to a generalized natural logarithmic space in lieu of the traditional logarithm base 2 transformation. Absolute values and differences in VSN transformed expression are denoted by H and AH, respectively, and were used for all subsequent data analyses. Differences in normalized expression values between samples (AH) were transformed to a generalized fold change via exponentiation base e. These values exhibit a compression for small differences in expression. For each array, the minimum observable threshold was determined by examining the foreground minus background median intensities for ‘EMPTY’ spots. The minimum threshold was defined as 5% symmetric trimmed mean plus 2 standard deviations across all ‘EMPTY’ spots on an individual array. For an overview of miRNA processing and analysis, see Davison et al., (2006).
The inventors first characterized miRNA expression profiles from 16 normal cervix specimens (Table 5). Approximately 200 miRNAs were detected above background signal (Mean (NCX)>2.87). These included 171 human miRNAs, 17 miRNAs previously identified in mouse or rat, and 15 new human miRNAs (Ambi-miR-7027, -7029, -7039, -7058, -7068-1, -7070, -7075, -7076, -7079, -7081, -7083, -7085, -7100, -7101, and -7105). Pair-wise t-test comparison analyses revealed no statistically significant differences in cervical miRNA expression between Caucasian (n=11) and African-American (n=4) patients or between older (over 50 years of age) and younger (less than 50 years of age) patients.







TABLE 5





Normalized Array Data for Sixteen Normal Cervix Tissue Samples (NCX1-NCX16).


























NCX1
NCX2
NCX3
NCX4
NCX5
NCX6
NCX7
NCX8
NCX9
NCX10





TV
3.37
3.28
3.22
3.16
2.90
2.03
1.83
2.41
2.82
2.84


miRNAs > TV
182
185
182
187
202
260
286
232
208
207


%
48.31
49.09
48.31
49.61
53.51
69.09
75.84
61.56
55.06
54.81


miR Name


hsa-let-7a
10.98
11.24
11.01
10.78
11.14
10.60
10.39
10.69
11.03
11.12


hsa-let-7b
11.35
11.03
11.26
10.78
11.19
10.60
10.39
10.69
11.07
11.12


hsa-let-7c
11.16
11.09
11.18
10.78
11.19
10.60
10.39
10.69
11.04
11.12


hsa-let-7d
9.31
9.73
9.72
9.99
9.88
9.69
10.17
9.84
9.98
10.23


hsa-let-7e
8.20
8.05
8.24
8.47
8.31
8.37
8.52
8.31
8.40
8.44


hsa-let-7f
7.89
8.67
8.60
8.69
8.58
8.47
9.22
8.87
9.08
9.06


hsa-let-7g
8.13
8.63
8.51
8.79
8.76
8.69
8.92
8.91
9.02
9.21


hsa-let-7i
8.46
8.50
8.53
8.76
8.63
8.75
8.92
8.69
8.89
9.09


hsa-miR-1
3.68
5.01
5.90
5.54
5.17
5.03
5.98
5.62
6.34
6.32


hsa-miR-100
9.02
9.02
9.28
9.42
9.34
9.25
9.28
9.21
9.22
9.64


hsa-miR-101
3.40
3.95
3.97
4.29
4.35
4.90
5.15
4.57
4.96
4.71


hsa-miR-103
8.28
8.17
8.27
8.65
8.41
8.67
8.53
8.26
8.43
8.37


hsa-miR-105
1.67
1.41
1.55
1.64
1.95
1.70
1.58
1.57
2.10
1.37


hsa-miR-106a
7.21
7.57
7.53
7.50
7.46
7.80
7.48
7.57
7.50
7.54


hsa-miR-106b
6.19
6.32
6.39
6.19
6.37
6.83
6.66
6.37
6.56
6.54


hsa-miR-107
8.20
8.19
8.15
8.55
8.42
8.61
8.43
8.26
8.41
8.29


hsa-miR-10a
6.53
6.66
6.86
7.50
7.73
7.69
7.77
7.36
7.30
7.47


hsa-miR-10b
7.27
7.50
7.64
8.13
8.26
8.18
8.13
8.05
7.91
7.94


hsa-miR-122a
3.56
3.17
3.59
2.80
3.16
2.99
3.09
3.88
3.46
3.26


hsa-miR-124a
3.45
2.55
2.36
3.69
5.04
4.42
4.18
3.41
2.60
3.79


hsa-miR-125a
8.64
8.32
8.93
9.34
9.27
8.90
9.07
8.30
8.83
9.20


hsa-miR-125b
10.14
9.87
10.25
10.70
10.65
10.40
10.33
10.27
10.17
10.61


hsa-miR-126
9.45
9.36
9.34
9.57
9.35
9.32
9.63
9.46
9.50
9.39


hsa-miR-126-AS
4.96
5.22
5.24
5.63
5.45
5.50
6.31
5.77
5.62
5.38


hsa-miR-127
4.52
3.88
4.27
4.62
4.53
5.21
4.85
4.82
4.72
4.33


hsa-miR-128a
5.03
4.91
5.43
5.70
5.46
5.44
5.36
5.03
5.21
5.36


hsa-miR-129
2.70
2.55
2.74
2.66
2.64
2.62
2.35
2.84
2.38
2.38


hsa-miR-130a
7.31
7.31
7.45
7.40
8.00
8.57
8.41
7.54
7.64
7.87


hsa-miR-130b
4.69
4.88
4.53
4.68
4.87
5.07
5.13
4.86
4.76
4.69


hsa-miR-132
5.31
5.73
5.53
5.87
5.41
5.89
5.77
5.97
5.60
5.93


hsa-miR-133a
6.29
6.08
7.68
7.68
7.46
7.27
7.10
7.16
7.34
7.67


hsa-miR-134
5.02
4.64
4.87
5.09
4.90
5.31
5.34
5.00
5.31
4.73


hsa-miR-135a
2.36
1.28
1.55
2.42
2.13
2.16
3.19
2.38
2.10
2.14


hsa-miR-135b
1.42
1.77
1.89
1.88
2.08
1.82
1.77
1.70
2.24
1.37


hsa-miR-136
2.36
0.04
2.61
1.64
2.13
1.58
1.71
1.43
2.29
1.65


hsa-miR-137
2.57
2.73
1.73
1.96
1.68
2.10
2.96
2.32
2.64
2.38


hsa-miR-138
1.90
2.67
2.61
2.00
2.02
2.38
2.09
2.35
2.49
1.72


hsa-miR-139
5.02
3.51
3.99
4.92
4.63
4.88
5.37
5.00
5.35
4.86


hsa-miR-140
4.53
5.11
4.85
4.97
4.92
4.97
5.52
5.10
5.18
5.16


hsa-miR-141
5.76
6.07
5.39
5.38
5.96
6.99
6.82
5.87
5.93
5.11


hsa-miR-142-3p
3.61
3.31
3.41
2.82
2.84
2.51
3.03
3.12
3.23
2.75


hsa-miR-142-5p
3.40
3.74
3.59
3.55
3.97
3.22
3.70
3.90
3.47
3.90


hsa-miR-143
10.20
10.26
10.37
10.58
10.75
10.21
10.39
10.45
10.38
10.44


hsa-miR-144
1.42
0.78
1.55
1.23
1.53
1.54
1.51
1.09
1.99
1.85


hsa-miR-145
11.35
11.23
11.36
10.78
11.19
10.60
10.39
10.69
11.07
11.12


hsa-miR-146a
5.81
6.21
5.60
6.39
6.04
6.15
5.59
6.27
5.66
5.71


hsa-miR-147
2.19
2.83
2.56
2.16
2.60
1.86
1.95
2.16
1.56
2.46


hsa-miR-148a
6.33
6.63
6.40
6.41
7.01
6.57
7.13
6.64
6.67
6.46


hsa-miR-148b
3.73
4.12
4.28
4.61
4.47
3.95
4.99
3.81
4.58
4.82


hsa-miR-149
4.19
4.16
3.84
4.17
4.28
4.26
4.06
4.00
3.80
3.56


hsa-miR-150
6.07
6.09
6.47
6.37
6.00
6.17
6.01
5.95
5.85
5.86


hsa-miR-151
5.82
5.65
5.74
6.06
5.92
5.98
5.84
5.95
5.76
5.88


hsa-miR-152
7.21
7.04
6.85
7.30
7.12
7.26
7.41
6.89
7.19
6.88


hsa-miR-153
2.70
2.67
1.97
2.16
2.13
2.38
2.86
2.51
2.73
2.08


hsa-miR-154
5.07
4.57
4.76
4.92
4.98
5.73
5.49
5.10
5.13
4.86


hsa-miR-155
5.21
5.58
5.73
5.67
5.36
5.51
5.25
5.82
5.08
5.61


hsa-miR-15a
6.02
6.42
6.43
6.36
6.78
6.75
6.93
6.79
6.74
6.59


hsa-miR-15b
6.45
6.83
6.83
7.02
7.07
6.87
7.06
6.55
6.70
6.97


hsa-miR-16
9.60
9.59
9.57
9.80
10.01
9.71
9.73
9.62
9.64
9.68


hsa-miR-17-3p
4.06
4.23
3.87
4.34
4.44
4.95
4.49
4.39
4.17
4.24


hsa-miR-17-5p
7.28
7.43
7.41
7.31
7.37
7.60
7.28
7.40
7.39
7.44


hsa-miR-18a
4.20
4.75
4.39
3.53
3.77
4.95
4.56
4.03
4.67
3.95


hsa-miR-181a
6.58
6.64
6.87
6.94
7.15
6.48
7.30
6.14
6.58
7.14


hsa-miR-181b
5.78
5.80
6.03
6.23
6.39
6.24
6.26
5.88
5.81
6.31


hsa-miR-181c
3.48
3.74
3.94
4.17
4.24
4.26
4.37
4.11
3.86
4.47


hsa-miR-182
5.29
5.48
4.79
4.90
5.48
5.19
5.21
4.96
4.36
4.58


hsa-miR-182-AS
0.78
2.55
2.04
0.91
1.53
1.78
1.61
1.48
2.33
2.38


hsa-miR-183
3.12
3.59
1.64
3.15
3.29
3.32
3.18
2.65
1.88
2.89


hsa-miR-184
3.94
3.92
3.41
3.65
3.31
3.53
3.57
3.81
3.76
3.78


hsa-miR-185
5.49
5.66
5.50
5.35
5.42
5.94
5.75
5.67
5.75
5.30


hsa-miR-186
3.48
4.19
4.33
4.08
4.18
4.19
4.81
4.54
4.83
4.66


hsa-miR-187
4.58
4.56
4.89
6.35
5.60
5.62
5.44
5.35
5.78
5.50


hsa-miR-188
3.64
3.37
3.20
3.10
3.29
3.55
3.39
3.72
3.11
3.05


hsa-miR-189
3.81
4.11
4.30
4.78
4.74
4.82
4.83
4.66
4.35
4.37


hsa-miR-190
1.29
1.41
1.89
2.26
1.61
1.82
1.86
1.38
1.21
1.91


hsa-miR-191
7.92
7.31
7.75
8.45
8.18
8.39
8.16
7.96
7.92
7.89


hsa-miR-192
4.26
3.97
4.57
4.26
4.61
4.61
4.49
4.85
4.48
4.69


hsa-miR-193a
4.09
4.22
4.73
4.25
4.14
5.01
4.29
3.61
3.97
4.48


hsa-miR-194
4.51
4.73
4.69
4.87
5.10
4.97
4.93
5.26
4.97
4.83


hsa-miR-195
8.99
9.12
9.16
9.26
9.26
9.42
9.19
9.20
9.27
9.36


hsa-miR-196a
4.45
4.61
4.94
5.18
5.09
5.18
5.27
5.20
5.01
5.39


hsa-miR-196b
6.29
6.26
6.36
6.88
6.63
7.05
7.10
6.80
6.45
6.77


hsa-miR-197
5.04
4.49
4.91
5.35
5.19
4.81
4.82
4.73
4.82
4.84


hsa-miR-198
4.77
4.79
4.64
4.22
4.45
4.10
4.42
4.97
4.58
4.67


hsa-miR-199a
8.46
8.34
8.73
8.96
8.78
8.82
8.79
8.69
8.64
8.96


hsa-miR-199a-AS
8.61
8.70
8.53
9.27
8.98
8.75
9.08
9.27
9.14
9.16


hsa-miR-199b
6.90
7.06
6.96
6.46
6.98
6.81
7.33
7.19
6.94
6.93


hsa-miR-19a
3.51
3.84
3.81
3.53
4.19
4.63
5.07
4.46
4.64
4.12


hsa-miR-19b
7.46
7.56
7.65
7.68
7.82
7.93
7.99
7.77
7.84
7.64


hsa-miR-20a
6.01
6.54
6.32
6.38
6.22
6.74
6.46
6.60
6.45
6.32


hsa-miR-200a
6.48
6.73
5.80
6.18
6.51
7.24
7.36
6.90
6.53
6.20


hsa-miR-200b
7.39
7.51
6.90
7.41
7.60
7.79
7.88
7.72
7.35
7.30


hsa-miR-200c
8.46
8.65
8.07
8.23
8.44
8.60
8.50
8.19
8.13
7.89


hsa-miR-203
8.93
10.08
8.13
7.18
6.45
7.41
7.04
6.65
6.75
4.61


hsa-miR-204
3.61
3.59
5.08
5.30
4.86
5.30
4.98
5.43
4.75
5.53


hsa-miR-205
9.40
10.01
8.28
7.79
7.89
7.90
7.75
7.49
7.65
4.30


hsa-miR-206
2.64
3.01
3.08
3.22
2.81
2.97
3.24
3.80
2.93
3.18


hsa-miR-208
1.79
1.28
1.73
1.74
1.53
1.93
1.54
1.48
2.15
1.91


hsa-miR-21
8.95
9.54
8.92
9.18
9.08
9.30
9.30
9.69
9.69
9.36


hsa-miR-210
6.26
6.59
5.68
5.20
5.33
6.49
5.43
5.06
5.74
5.31


hsa-miR-211
2.10
2.67
1.08
1.79
2.81
2.70
2.37
2.51
1.82
1.79


hsa-miR-212
2.57
3.21
3.14
3.43
3.21
2.94
3.31
3.06
2.42
3.39


hsa-miR-213
1.79
1.98
1.36
2.26
2.34
2.19
2.11
2.20
2.46
2.54


hsa-miR-214
8.01
7.60
8.21
8.83
8.30
8.44
8.34
8.16
8.31
8.43


hsa-miR-215
1.16
1.77
1.17
1.96
2.08
2.07
2.14
2.29
2.20
2.14


hsa-miR-216
0.56
1.41
2.41
1.92
2.24
2.00
1.80
1.87
1.82
1.97


hsa-miR-217
2.28
3.28
1.81
1.83
1.75
2.07
1.98
1.79
1.76
2.75


hsa-miR-218
5.26
5.60
5.45
5.70
5.78
5.72
6.25
5.91
5.98
5.79


hsa-miR-219
1.90
1.88
2.18
2.66
2.02
2.43
2.32
2.65
2.05
2.54


hsa-miR-22
8.37
8.41
7.86
8.45
8.37
8.87
8.59
8.80
8.61
7.63


hsa-miR-220
1.03
2.25
1.89
1.59
1.61
1.66
1.68
1.95
1.99
2.29


hsa-miR-221
8.19
8.43
8.35
8.43
8.56
8.51
8.15
8.37
8.31
8.53


hsa-miR-222
7.58
7.63
7.72
8.06
8.32
7.89
7.61
7.90
7.50
7.79


hsa-miR-223
5.90
7.26
6.14
6.69
6.42
5.77
6.27
6.50
6.09
6.17


hsa-miR-224
5.89
6.45
5.64
5.91
5.76
5.58
5.83
5.63
5.76
5.37


hsa-miR-23a
9.38
9.55
9.22
9.62
9.62
9.45
9.69
9.38
9.48
9.30


hsa-miR-23b
9.91
9.92
9.70
10.21
10.18
10.02
10.12
9.73
9.89
9.90


hsa-miR-24
9.85
9.80
9.54
10.04
9.84
10.08
9.83
9.80
9.73
9.78


hsa-miR-25
6.14
6.52
6.49
6.63
6.62
6.59
6.72
6.57
6.75
6.69


hsa-miR-26a
10.83
10.75
10.98
10.78
11.12
10.60
10.39
10.69
10.81
11.06


hsa-miR-26b
6.65
7.34
7.43
7.86
7.64
7.61
8.35
8.06
7.87
7.87


hsa-miR-27a
8.67
9.02
8.56
8.78
8.76
8.72
8.92
8.63
8.86
8.73


hsa-miR-27b
8.96
9.13
9.03
9.49
9.42
9.32
9.45
9.02
9.14
9.34


hsa-miR-28
5.50
5.79
5.91
6.26
6.07
5.96
6.27
6.03
6.21
6.15


hsa-miR-296
2.91
3.06
2.56
2.51
2.56
2.57
2.23
2.46
2.46
2.54


hsa-miR-299-5p
4.88
4.61
4.79
5.00
4.74
4.96
5.16
4.88
5.18
4.75


hsa-miR-29a
9.23
9.18
9.26
9.11
9.33
9.58
9.67
9.40
9.49
9.70


hsa-miR-29b
6.40
6.70
6.47
6.58
6.80
7.61
7.57
7.30
7.34
6.80


hsa-miR-29c
5.97
6.56
6.69
5.95
6.66
7.26
7.61
6.84
7.07
7.03


hsa-miR-301
1.67
1.88
2.24
1.88
2.64
3.29
3.26
1.95
2.60
2.65


hsa-miR-302a
2.28
2.48
2.36
2.08
2.19
2.36
1.98
2.13
2.20
2.08


hsa-miR-302b
1.16
2.41
2.56
1.54
1.37
1.78
1.54
1.66
1.42
1.14


hsa-miR-302b-AS
1.29
2.25
0.89
1.74
1.13
1.50
1.74
1.52
1.88
2.14


hsa-miR-302c
2.19
1.88
1.73
1.83
2.02
1.86
1.86
1.57
1.63
1.85


hsa-miR-302c-AS
3.77
3.51
4.06
2.45
2.19
3.59
2.94
4.53
4.20
3.85


hsa-miR-302d
1.90
1.28
2.93
1.88
2.29
1.66
1.86
1.75
1.69
1.51


hsa-miR-30a-3p
3.77
3.76
3.69
4.23
4.58
4.31
4.43
4.52
4.27
4.15


hsa-miR-30a-5p
7.85
7.82
7.81
8.36
8.26
8.69
8.46
8.33
8.33
7.99


hsa-miR-30b
6.67
6.72
7.00
7.81
7.60
7.44
7.86
7.78
7.45
7.21


hsa-miR-30c
7.47
7.29
7.42
7.90
8.00
7.71
7.76
7.71
7.44
7.60


hsa-miR-30d
7.93
7.77
7.93
8.39
8.07
8.39
8.24
8.28
8.38
8.21


hsa-miR-30e-3p
3.75
4.02
3.92
4.15
4.14
3.98
4.35
4.28
4.16
4.42


hsa-miR-30e-5p
7.17
7.32
7.15
7.50
7.47
8.05
7.85
7.58
7.65
7.30


hsa-miR-31
8.00
8.31
7.21
6.75
6.86
7.84
7.02
6.87
7.03
6.80


hsa-miR-32
1.79
1.77
2.47
2.19
2.13
2.13
2.09
2.06
1.94
1.79


hsa-miR-320
8.38
8.31
8.58
8.40
8.56
8.51
8.44
8.23
8.32
8.37


hsa-miR-323
2.86
2.25
2.30
2.39
2.02
2.66
2.51
2.41
2.10
1.91


hsa-miR-324-3p
5.75
5.30
5.76
6.10
5.74
6.02
5.52
5.89
5.76
5.82


hsa-miR-324-5p
2.70
3.10
3.66
3.32
3.14
3.78
3.32
3.35
3.46
3.26


hsa-miR-325
2.28
2.41
2.74
2.19
2.29
2.16
2.11
2.80
1.42
2.33


hsa-miR-326
2.70
2.41
2.52
2.54
2.78
2.36
2.16
2.32
2.98
1.65


hsa-miR-328
3.43
2.93
3.77
3.94
3.91
3.82
3.61
4.02
3.33
3.95


hsa-miR-33
1.90
1.77
0.21
1.54
1.61
2.19
2.16
1.75
1.82
1.72


hsa-miR-330
2.64
3.21
2.78
2.94
2.71
3.07
2.66
2.78
2.76
2.78


hsa-miR-331
5.22
5.08
5.32
5.18
5.15
5.31
5.21
4.96
5.15
5.09


hsa-miR-335
3.64
4.34
4.50
5.05
4.72
4.79
5.37
4.48
4.79
4.96


hsa-miR-337
2.81
2.78
2.70
1.92
1.61
1.74
2.14
2.26
2.42
2.61


hsa-miR-338
2.57
2.67
2.52
1.54
2.34
2.70
3.27
2.65
3.02
3.00


hsa-miR-339
5.17
4.48
5.09
5.17
4.98
5.07
5.06
4.79
4.98
5.11


hsa-miR-340
0.78
1.28
2.99
2.23
2.24
2.13
2.19
2.26
2.60
2.68


hsa-miR-342
7.00
7.07
7.25
7.77
7.39
7.31
7.24
7.35
7.31
7.45


hsa-miR-345
4.28
3.70
4.02
4.81
4.65
4.83
4.73
4.65
4.18
4.28


hsa-miR-346
2.10
1.98
2.30
2.12
2.48
1.97
1.80
2.10
1.88
1.58


hsa-miR-34a
7.72
7.46
7.62
7.21
7.72
7.93
7.40
7.44
7.28
7.65


hsa-miR-34b
3.96
4.06
4.59
3.80
4.45
6.40
5.19
4.85
4.83
5.09


hsa-miR-34c
2.43
3.34
3.14
2.64
3.56
6.55
4.86
4.70
4.12
4.29


hsa-miR-361
6.81
6.75
6.82
7.35
7.09
7.27
7.07
6.85
6.89
7.06


hsa-miR-365
3.30
2.97
3.22
3.43
3.76
3.63
4.29
3.77
3.57
3.55


hsa-miR-367
1.79
1.15
1.46
2.12
1.68
1.74
1.58
1.48
0.55
2.29


hsa-miR-368
7.00
6.94
6.77
7.08
6.79
7.38
7.60
7.28
7.36
6.93


hsa-miR-369-3p
1.16
0.90
0.98
1.54
1.82
1.70
2.21
1.57
2.10
2.54


hsa-miR-370
5.17
4.89
5.13
4.17
4.32
4.23
4.54
4.79
4.47
4.87


hsa-miR-371
1.55
2.48
1.46
1.33
1.89
1.58
1.54
1.79
1.28
2.14


hsa-miR-372
2.19
2.25
1.55
1.07
1.53
1.37
1.64
1.79
1.42
2.03


hsa-miR-373
1.55
2.83
1.08
1.74
1.95
1.78
1.89
1.95
1.69
1.65


hsa-miR-373-AS
4.09
3.74
3.17
3.39
3.33
3.44
3.61
3.30
2.98
2.71


hsa-miR-374
1.55
2.67
2.78
2.86
3.07
3.07
3.90
3.46
3.38
3.20


hsa-miR-375
4.28
4.15
4.52
4.83
4.90
5.48
5.00
4.97
4.72
4.06


hsa-miR-376a
5.00
5.21
5.04
5.21
4.84
5.55
6.39
5.70
5.64
5.08


hsa-miR-377
3.51
3.54
3.47
3.06
3.19
3.94
4.44
3.46
4.26
3.42


hsa-miR-378
3.75
3.88
3.95
3.96
4.34
4.47
4.19
4.12
3.72
4.10


hsa-miR-379
5.72
5.30
5.07
5.67
5.39
5.77
5.80
5.87
5.63
5.21


hsa-miR-380-3p
0.36
2.08
2.74
1.49
1.53
1.45
1.71
1.33
1.21
2.03


hsa-miR-380-5p
1.67
1.28
1.27
2.04
1.53
1.58
1.77
1.24
2.24
1.14


hsa-miR-381
4.26
4.08
4.23
4.48
4.21
5.23
4.92
4.51
4.61
4.26


hsa-miR-382
4.65
4.61
4.42
4.47
4.21
4.68
5.02
4.35
4.86
3.75


hsa-miR-383
1.79
2.83
2.61
1.96
2.24
2.13
2.23
2.65
2.49
2.42


hsa-miR-384
2.01
1.41
0.34
1.33
1.89
1.32
1.51
0.82
1.07
1.91


hsa-miR-422a
3.96
4.93
4.99
5.53
5.72
5.83
5.75
5.91
4.68
4.89


hsa-miR-422b
6.39
6.57
6.68
6.68
6.90
7.08
6.78
6.85
6.30
6.44


hsa-miR-423
6.08
5.89
6.31
6.64
6.63
6.19
6.21
6.09
5.89
6.24


hsa-miR-424
5.11
5.92
5.92
5.65
6.53
6.02
7.16
5.84
5.88
6.10


hsa-miR-425
3.92
3.56
3.49
4.27
3.97
4.23
4.15
4.02
4.07
3.59


hsa-miR-429
4.63
5.03
4.42
4.96
5.08
5.46
5.72
5.43
4.72
4.86


hsa-miR-448
0.78
2.61
1.46
1.18
1.75
1.82
1.58
1.79
1.21
2.19


hsa-miR-449
2.19
2.17
1.46
2.54
2.64
4.39
3.12
2.93
1.82
3.02


hsa-miR-450
2.86
1.77
2.99
2.45
2.43
2.75
3.39
2.63
2.33
2.81


hsa-miR-7
2.70
3.34
2.24
2.64
2.71
2.41
3.14
2.98
3.02
2.68


hsa-miR-9
0.36
2.88
3.02
2.04
1.89
2.03
2.61
2.49
2.33
1.85


hsa-miR-9-AS
2.95
3.76
3.11
3.29
3.07
3.30
4.02
3.85
3.70
3.77


hsa-miR-92
6.97
6.60
7.16
7.20
7.06
7.32
6.96
6.84
7.11
7.34


hsa-miR-93
6.75
7.05
7.03
7.07
6.99
7.10
6.89
6.74
6.77
6.96


hsa-miR-95
3.27
3.76
3.22
3.15
3.31
3.22
3.42
3.38
3.31
3.18


hsa-miR-96
3.48
3.84
2.96
3.11
3.56
3.59
4.14
3.44
3.86
3.34


hsa-miR-98
5.14
5.32
5.57
5.71
5.65
5.42
6.05
5.87
5.86
6.16


hsa-miR-99a
9.85
9.75
10.19
10.21
10.22
10.10
10.13
10.08
10.16
10.35


hsa-miR-99b
7.04
7.03
7.48
7.73
7.49
7.60
7.30
7.42
7.49
7.37


mmu-let-7d-AS
1.03
1.03
2.41
1.39
1.53
1.97
1.68
2.06
2.87
2.42


mmu-miR-101b
0.67
1.28
1.08
2.45
2.24
2.66
2.63
2.16
1.88
1.72


mmu-miR-106a
6.64
6.96
6.82
6.79
6.66
7.03
6.77
6.91
6.81
6.84


mmu-miR-129-3p
1.79
1.03
3.14
2.76
2.43
2.19
1.95
2.23
2.49
1.91


mmu-miR-140-AS
7.12
6.80
7.06
7.36
7.27
7.47
7.30
7.18
7.20
7.34


mmu-miR-151
3.61
3.48
3.87
4.74
4.63
4.46
4.74
4.77
3.96
3.83


mmu-miR-155
0.67
3.21
3.66
3.10
2.71
3.03
3.45
4.09
2.95
3.49


mmu-miR-17-3p
0.90
3.01
2.61
3.08
3.25
3.59
3.39
3.15
2.98
2.42


mmu-miR-192
3.66
4.12
4.48
4.04
4.44
4.45
4.42
4.67
4.33
4.52


mmu-miR-199b
5.60
6.01
6.38
6.33
6.50
6.05
6.90
6.63
6.51
6.71


mmu-miR-201
0.27
1.15
2.82
1.44
1.68
1.74
1.77
1.38
2.05
1.51


mmu-miR-202
4.42
4.71
4.38
3.57
3.49
3.46
3.61
4.13
4.24
4.20


mmu-miR-207
3.00
2.17
2.56
2.19
2.71
2.16
2.03
2.13
1.99
2.58


mmu-miR-211
1.67
2.25
1.97
1.23
1.61
1.62
1.51
1.83
0.93
1.37


mmu-miR-215
2.19
1.15
1.73
1.59
2.02
1.66
1.68
1.62
2.05
1.72


mmu-miR-217
0.56
2.33
2.18
1.49
1.68
1.89
1.71
1.66
1.99
1.85


mmu-miR-290
2.95
3.24
3.11
2.82
2.87
2.84
2.91
3.21
3.05
3.14


mmu-miR-291-3p
2.01
2.17
1.73
1.79
1.89
1.62
1.47
1.62
1.35
1.58


mmu-miR-291-5p
2.64
2.25
2.24
2.00
2.02
1.89
2.11
2.13
1.63
2.14


mmu-miR-292-3p
0.56
2.61
3.14
1.92
1.95
2.10
1.80
2.03
2.10
1.22


mmu-miR-292-5p
2.43
2.08
2.24
2.19
2.34
2.07
2.39
2.68
2.46
2.61


mmu-miR-293
2.51
2.33
1.81
1.74
2.29
1.70
1.71
1.99
1.35
1.97


mmu-miR-294
2.01
1.53
1.36
2.36
2.60
2.07
2.26
2.03
1.99
2.84


mmu-miR-295
2.36
2.08
2.04
1.92
1.68
1.54
1.61
1.70
1.63
1.72


mmu-miR-297
0.90
1.15
1.81
1.79
1.68
1.37
1.83
1.91
1.63
1.14


mmu-miR-298
4.90
4.64
4.63
4.32
4.29
4.03
4.31
4.70
4.58
4.67


mmu-miR-300
2.81
3.06
2.96
3.23
3.16
3.59
3.61
3.15
3.05
3.14


mmu-miR-322
2.95
0.78
1.97
1.83
2.02
1.70
1.74
1.52
1.35
1.91


mmu-miR-424
3.73
4.76
4.98
4.57
5.47
4.96
5.98
4.63
4.66
5.07


mmu-miR-325
2.10
2.61
1.97
1.88
1.68
1.86
1.95
2.06
2.24
1.07


mmu-miR-329
2.01
2.48
2.89
1.83
2.08
1.97
1.80
2.10
2.46
2.61


mmu-miR-330
2.10
2.67
1.89
2.08
1.89
2.16
1.89
1.91
1.49
2.38


mmu-miR-337
2.10
1.53
2.41
1.64
1.75
1.89
2.03
1.91
1.63
2.24


mmu-miR-341
3.23
2.41
3.06
2.19
2.29
2.19
2.23
2.23
2.24
2.58


mmu-miR-344
0.56
0.56
1.81
1.49
1.45
1.74
1.44
1.43
1.99
1.07


mmu-miR-345
2.57
2.25
2.52
2.84
2.81
2.43
2.49
2.49
2.60
2.38


mmu-miR-346
0.36
1.41
1.73
2.90
2.56
1.86
2.14
2.13
2.20
2.29


mmu-miR-34b
2.28
2.08
2.66
1.96
2.60
4.42
3.66
3.30
2.76
3.20


mmu-miR-350
2.86
2.93
1.81
1.79
2.08
1.70
1.64
1.70
1.88
1.91


mmu-miR-351
2.57
1.53
2.30
1.96
2.24
2.10
2.03
1.95
1.94
2.08


mmu-miR-376a
2.81
3.10
2.18
2.80
2.90
3.25
3.99
3.38
3.21
3.12


mmu-miR-376b
1.79
3.21
2.04
2.08
1.82
2.07
2.09
2.20
2.42
1.97


mmu-miR-380-3p
3.12
2.08
2.70
2.51
2.39
2.48
2.58
2.93
2.57
2.81


mmu-miR-383
3.00
2.55
3.08
1.96
1.89
2.25
2.09
2.38
1.42
2.92


mmu-miR-384
0.18
0.67
0.89
1.74
1.53
1.41
1.54
1.57
2.42
1.29


mmu-miR-409
5.08
4.57
4.49
4.76
4.25
4.88
5.18
4.83
5.12
3.69


hsa-miR-410
3.08
3.01
2.66
2.98
2.99
3.38
3.61
3.48
3.49
2.54


mmu-miR-411
3.04
2.83
2.24
2.80
2.81
2.31
3.03
2.51
2.98
2.14


hsa-miR-412
1.16
0.78
2.36
1.92
1.29
1.62
1.64
1.83
1.69
1.51


mmu-miR-429
1.16
2.08
1.73
2.08
2.02
1.82
1.98
1.87
1.88
1.79


mmu-miR-7b
2.75
1.98
2.47
2.30
2.13
1.86
1.98
1.99
2.38
1.85


rno-miR-151-AS
7.21
6.98
7.12
7.34
7.23
7.24
7.25
6.98
7.19
7.24


rno-miR-20-AS
1.67
2.78
2.78
2.12
1.95
1.58
1.58
1.66
2.10
1.79


rno-miR-297
1.03
1.15
2.11
1.59
1.13
1.70
1.61
1.19
1.42
1.91


rno-miR-327
3.56
3.86
3.64
3.19
3.21
2.79
3.19
3.74
3.63
3.63


rno-miR-333
2.28
1.88
2.47
1.88
1.89
1.93
1.74
1.87
1.99
1.91


rno-miR-336
4.01
3.10
2.78
3.23
3.39
4.06
3.06
3.39
3.83
3.26


rno-miR-343
2.19
1.53
2.61
2.16
2.19
1.89
1.68
1.66
1.28
2.42


rno-miR-344
0.90
1.15
1.55
0.97
1.68
1.54
1.61
1.57
1.88
1.51


rno-miR-346
2.81
1.98
2.86
3.01
3.49
1.93
1.64
2.06
1.42
1.91


rno-miR-347
2.86
0.90
1.64
2.54
1.95
2.00
2.32
2.38
2.57
2.42


rno-miR-349
0.67
0.56
0.56
1.74
2.19
1.50
1.68
1.14
1.69
1.00


rno-miR-352
5.14
5.41
5.70
5.95
5.78
5.55
6.30
5.91
5.85
6.12


rno-miR-421
1.90
1.98
0.64
1.88
1.75
1.66
1.58
1.70
2.42
1.79


rno-miR-7-AS
1.03
1.65
2.66
2.90
2.84
2.03
2.86
2.10
2.33
2.46


hsa-miR-522
2.01
2.33
2.66
1.33
1.21
1.50
1.68
1.99
1.99
0.47


hsa-miR-519b
0.90
2.17
2.04
1.79
1.89
1.93
1.61
1.48
2.20
0.92


hsa-miR-520c
0.56
2.41
1.27
2.42
1.89
1.62
1.74
1.52
1.49
1.51


hsa-miR-519e
1.42
0.90
0.98
1.74
2.02
1.62
1.54
1.52
1.35
1.37


hsa-miR-519d
1.55
2.61
1.46
1.64
2.39
2.00
1.68
1.79
2.20
1.14


hsa-miR-520b
2.19
2.25
1.08
1.64
1.61
1.50
1.61
1.52
1.35
1.58


hsa-miR-519c
2.10
1.28
1.46
1.39
1.89
1.66
1.54
1.43
1.76
2.08


hsa-miR-526b-AS
1.67
2.73
1.17
1.28
1.61
1.66
1.40
1.19
1.82
1.72


hsa-miR-520e
1.03
2.33
2.41
1.64
1.75
1.82
1.61
1.99
2.53
1.07


hsa-miR-520a
0.78
0.78
1.46
1.44
1.75
1.58
1.47
1.70
1.76
1.44


hsa-miR-520d
1.16
2.41
1.97
1.69
1.68
1.82
1.86
1.99
1.94
2.29


hsa-miR-520h
2.28
2.73
1.64
2.00
1.75
1.32
1.44
1.70
2.05
0.92


hsa-miR-517a
1.55
2.41
1.08
2.00
1.82
1.78
1.68
2.03
2.24
1.44


hsa-miR-518e
1.55
1.98
2.30
1.33
0.97
1.58
1.61
1.33
1.69
1.65


hsa-miR-521
2.51
2.41
2.52
1.69
1.45
1.78
1.77
1.43
2.24
1.79


hsa-miR-523
2.36
2.17
2.18
1.44
1.29
1.58
1.64
1.52
2.10
1.44


hsa-miR-518f
1.79
1.65
1.81
1.59
1.68
1.82
1.61
1.75
1.76
2.19


hsa-miR-518c
1.79
−0.02
3.17
2.64
1.68
1.74
1.47
1.29
2.10
1.79


hsa-miR-518b
2.01
1.65
0.72
2.36
2.34
1.97
1.68
1.83
1.88
1.22


hsa-miR-518d
1.42
2.17
1.17
2.19
1.75
1.70
1.47
1.52
0.86
1.07


hsa-miR-525-AS
1.16
1.65
0.56
1.18
1.37
1.50
1.40
1.09
1.42
2.38


hsa-miR-524
2.28
2.55
1.27
1.92
1.75
1.58
1.80
1.66
1.63
1.79


hsa-miR-518a
0.27
1.53
2.04
1.39
1.45
1.41
1.26
1.48
1.82
2.33


hsa-miR-515-3p
1.55
2.41
2.66
1.44
2.19
1.58
1.64
1.83
1.42
1.51


hsa-miR-516-3p
2.57
1.03
2.70
1.83
1.82
1.58
1.77
1.95
2.20
1.58


ambi-miR-7026
0.90
1.41
1.89
1.69
1.95
1.58
1.44
1.29
1.35
0.53


ambi-miR-7027
3.37
3.21
2.61
3.33
3.16
3.76
3.51
3.43
2.95
3.20


hsa-miR-512-3p
1.67
2.25
2.74
2.33
2.13
1.93
1.64
2.29
2.53
2.14


ambi-miR-7029
6.16
6.97
7.49
6.33
7.72
7.62
7.77
7.24
7.71
7.02


hsa-miR-491
4.16
3.82
3.90
3.64
3.66
3.88
3.85
3.93
3.74
3.84


hsa-miR-506
2.01
2.25
2.04
1.69
1.13
1.82
2.03
1.87
2.20
1.58


hsa-miR-514
0.90
1.88
0.56
1.39
1.53
1.62
1.54
1.43
1.00
1.85


hsa-miR-509
2.75
2.25
1.89
2.00
1.89
2.07
1.98
2.03
2.46
2.03


hsa-miR-508
1.16
2.08
0.98
1.54
1.75
1.86
1.58
1.95
1.14
2.24


hsa-miR-507
2.75
1.41
1.55
1.74
1.61
1.78
1.51
1.38
1.63
0.72


ambi-miR-7036
2.36
1.41
2.30
2.86
3.12
2.91
3.09
3.44
3.39
3.00


hsa-miR-193b
6.95
6.73
6.58
7.07
6.98
7.03
6.97
6.68
6.59
6.80


ambi-miR-7038-1
2.95
2.08
1.36
1.44
2.24
1.86
1.74
2.23
2.15
2.33


ambi-miR-7039
5.20
5.21
4.80
4.51
4.16
4.69
3.91
4.46
4.66
4.98


hsa-miR-488
2.36
1.65
2.56
1.59
1.68
1.78
1.68
1.91
1.99
1.14


hsa-miR-510
2.64
1.65
2.56
1.59
1.89
1.62
1.71
2.03
1.69
2.03


hsa-miR-517-AS
2.19
2.25
1.55
2.08
2.19
1.70
1.83
1.83
1.99
1.97


hsa-miR-518f-AS
2.28
2.25
2.04
1.88
2.08
1.45
1.37
1.62
1.69
1.51


hsa-miR-518c-AS
4.09
3.46
3.61
3.13
3.23
3.14
3.32
3.70
3.44
3.62


hsa-miR-526c
0.56
1.28
0.72
1.74
1.75
1.74
1.86
1.70
1.94
1.72


hsa-miR-526b
2.28
1.88
3.08
2.16
2.39
2.13
2.16
3.21
2.53
1.97


hsa-miR-520a-AS
1.29
0.56
0.56
1.74
1.21
1.66
1.64
1.14
2.10
1.22


hsa-miR-525
1.29
1.15
2.11
1.83
1.75
2.03
2.03
2.38
1.76
1.91


hsa-miR-524-AS
2.64
2.33
2.74
2.82
2.13
2.36
1.98
2.13
2.73
2.19


hsa-miR-520d-AS
2.64
0.37
0.56
2.12
1.89
1.86
1.92
1.91
1.28
2.08


hsa-miR-527
3.00
2.41
2.47
2.08
2.39
1.97
2.14
2.29
2.33
2.89


hsa-miR-515-5p
1.79
1.15
1.46
1.79
2.34
1.66
1.33
1.57
1.88
1.00


hsa-miR-519e-AS
1.03
1.53
2.56
1.79
1.95
1.66
1.77
2.16
1.63
1.44


ambi-miR-7054
2.10
2.48
1.17
1.28
1.53
1.54
1.68
1.66
1.49
2.19


ambi-miR-7055
1.55
1.03
2.36
2.23
2.02
2.00
1.86
2.03
2.24
2.65


hsa-miR-498
1.42
1.53
2.18
2.54
2.29
2.25
2.43
2.26
2.67
2.42


hsa-miR-513
3.54
4.20
3.57
3.92
4.09
4.12
3.87
5.23
4.14
3.69


ambi-miR-7058
6.06
5.90
6.26
6.07
6.24
5.58
6.00
5.71
5.86
6.25


ambi-miR-7059-1
2.01
1.88
2.04
1.54
1.75
1.54
1.74
1.48
2.20
1.29


hsa-miR-452
5.30
5.18
4.43
4.77
4.77
5.01
5.05
4.83
4.61
4.55


hsa-miR-493
2.36
1.53
2.56
2.42
2.39
2.38
3.10
2.54
2.46
2.78


ambi-miR-7062
3.20
2.73
2.04
2.42
2.34
2.51
2.23
2.35
2.49
1.79


hsa-miR-432
5.05
4.78
4.91
5.02
4.77
5.07
5.36
5.19
5.09
4.53


hsa-miR-495
4.23
4.40
4.74
5.09
4.75
5.08
5.33
5.04
4.93
4.60


hsa-miR-494
6.36
6.37
5.82
5.97
5.95
6.18
6.00
7.04
6.21
5.60


ambi-miR-7066
1.42
2.73
2.52
2.66
2.48
2.62
2.58
2.70
2.98
2.42


ambi-miR-7067
2.91
2.67
2.56
2.86
2.78
2.89
3.29
2.51
2.82
1.97


ambi-miR-7068-1
3.08
2.93
3.14
3.16
3.04
3.18
3.40
3.30
3.38
3.09


hsa-miR-496
2.19
1.03
2.52
1.64
1.37
1.78
1.71
1.43
1.35
1.44


ambi-miR-7070
4.80
4.49
4.44
4.71
4.46
4.95
4.97
4.79
4.84
4.32


hsa-miR-492
1.90
0.28
1.55
1.79
2.29
1.89
1.77
2.16
1.88
1.65


hsa-miR-490
1.90
1.15
1.97
1.88
1.75
1.74
1.68
1.62
1.94
1.22


hsa-miR-497
7.68
7.50
7.68
7.74
7.71
8.36
7.61
7.99
7.80
7.64


ambi-miR-7074
2.28
1.98
2.74
1.88
1.53
1.70
1.64
1.95
2.33
1.44


ambi-miR-7075
3.77
3.48
4.30
3.67
4.13
4.14
3.86
3.91
3.92
4.14


ambi-miR-7076
4.32
4.34
4.59
4.80
4.75
5.12
4.53
4.85
4.65
4.73


hsa-miR-501
2.36
3.06
2.18
2.00
2.48
2.28
2.01
2.16
2.33
2.19


hsa-miR-502
3.27
2.78
3.41
3.34
3.29
3.30
3.24
3.60
3.20
3.26


ambi-miR-7079
3.87
3.56
4.34
4.18
5.14
5.43
4.93
4.37
4.55
4.57


ambi-miR-7080
1.67
2.33
2.66
2.33
2.48
1.93
2.16
2.56
2.46
2.38


ambi-miR-7081
3.96
4.32
3.97
3.94
3.99
3.53
3.86
4.14
4.20
4.39


hsa-miR-202-AS
1.67
1.03
1.55
1.23
1.82
1.41
1.37
1.38
0.61
1.58


ambi-miR-7083
7.82
7.44
7.85
8.00
8.25
7.91
7.96
7.58
7.42
7.64


ambi-miR-7084
2.43
2.55
2.78
2.00
2.56
3.87
2.47
2.41
2.38
1.65


ambi-miR-7085
4.27
3.88
4.40
4.98
4.46
4.80
4.21
4.59
4.33
4.38


ambi-miR-7086
2.57
2.67
2.66
3.22
3.39
3.29
3.03
2.91
2.76
2.89


hsa-miR-512-5p
2.70
2.55
1.64
1.64
2.08
1.74
1.71
1.66
1.69
2.24


hsa-miR-504
0.90
1.41
2.82
2.69
2.56
2.66
2.45
2.51
2.33
2.54


ambi-miR-7089
2.36
1.28
2.56
2.08
1.82
1.89
2.11
1.57
1.76
2.08


hsa-miR-511
1.29
2.61
1.81
2.26
1.21
1.70
1.71
1.83
2.10
1.44


hsa-miR-452-AS
3.30
3.51
3.02
2.69
3.04
3.18
3.46
3.38
3.16
2.78


hsa-miR-503
6.54
6.76
6.75
6.34
6.41
6.56
6.59
6.35
5.90
6.38


hsa-miR-485-5p
2.91
3.31
2.74
3.10
2.81
3.14
3.31
3.27
2.73
2.89


hsa-miR-499
0.56
1.28
1.46
2.00
2.08
1.74
1.92
2.20
2.10
2.46


ambi-miR-7095
1.90
2.41
1.73
1.39
1.75
1.70
1.61
1.57
1.42
1.65


hsa-miR-505
4.45
3.90
4.54
5.03
4.73
4.91
4.85
4.55
4.68
4.73


ambi-miR-7097
3.23
2.33
2.89
2.69
2.60
2.38
2.26
2.26
2.38
1.79


ambi-miR-7098
1.79
1.77
1.64
2.12
2.24
1.54
1.51
1.52
1.88
1.44


hsa-miR-489
2.75
2.88
2.24
2.88
3.35
2.64
2.97
2.38
2.29
2.71


ambi-miR-7100
2.81
3.48
3.11
3.39
3.25
3.46
4.07
3.66
3.27
3.12


ambi-miR-7101
3.89
3.21
3.61
4.05
4.09
5.21
4.42
4.04
4.29
4.46


hsa-miR-432-AS
2.36
1.28
2.61
2.23
1.53
1.86
1.77
1.83
1.82
2.03


ambi-miR-7103
3.08
1.41
2.89
2.19
2.60
2.22
2.14
2.61
2.57
2.81


hsa-miR-500
4.03
3.97
4.33
4.94
4.64
4.79
4.37
4.70
4.52
4.66


ambi-miR-7105
4.70
4.65
5.03
4.78
4.94
4.76
4.87
4.85
4.85
4.87


























Mean




NCX11
NCX12
NCX13
NCX14
NCX15
NCX16
(NCX)







TV
3.15
2.15
2.76
3.18
3.09
3.79
2.87



miRNAs > TV
189
248
206
187
203
157
207



%
50.13
65.71
54.55
49.61
53.77
41.56
55.03



miR Name



hsa-let-7a
11.11
10.80
10.89
11.02
10.75
10.84
10.90



hsa-let-7b
11.27
10.80
10.99
11.33
11.05
11.05
11.00



hsa-let-7c
11.19
10.80
10.96
11.27
10.95
11.00
10.96



hsa-let-7d
9.85
10.17
9.59
9.53
9.26
9.58
9.78



hsa-let-7e
8.03
8.33
8.20
8.02
8.07
8.25
8.26



hsa-let-7f
8.86
9.31
8.33
8.14
7.88
8.57
8.64



hsa-let-7g
8.84
9.31
8.45
8.54
8.16
8.49
8.71



hsa-let-7i
8.62
8.74
8.56
8.78
8.50
8.47
8.68



hsa-miR-1
5.56
6.86
5.06
4.81
4.92
5.34
5.45



hsa-miR-100
9.27
9.80
9.29
9.31
8.69
9.17
9.26



hsa-miR-101
5.04
5.53
4.59
4.17
3.97
3.94
4.47



hsa-miR-103
7.95
8.42
8.19
8.07
7.99
8.03
8.29



hsa-miR-105
2.65
1.57
1.11
1.38
1.31
1.73
1.64



hsa-miR-106a
7.46
7.83
7.48
7.25
7.25
7.19
7.48



hsa-miR-106b
6.51
6.36
6.19
6.05
6.40
5.97
6.37



hsa-miR-107
7.86
8.27
7.93
8.04
8.02
7.92
8.22



hsa-miR-10a
7.17
7.31
6.87
6.57
5.84
6.48
7.07



hsa-miR-10b
8.04
8.37
8.16
7.36
7.13
7.83
7.87



hsa-miR-122a
3.76
2.79
3.87
3.04
3.49
4.05
3.37



hsa-miR-124a
2.85
2.62
2.91
2.26
4.55
2.24
3.31



hsa-miR-125a
9.27
9.37
9.36
9.03
8.49
8.87
8.95



hsa-miR-125b
10.46
10.64
10.37
10.58
10.01
9.93
10.34



hsa-miR-126
9.70
9.40
9.34
9.36
9.26
9.38
9.43



hsa-miR-126-AS
5.75
5.98
5.16
4.71
4.70
4.06
5.34



hsa-miR-127
3.53
4.43
2.98
4.34
4.30
4.18
4.34



hsa-miR-128a
5.30
5.34
5.48
5.27
5.09
4.65
5.25



hsa-miR-129
2.81
2.57
2.98
2.53
2.72
1.92
2.59



hsa-miR-130a
7.84
8.56
7.70
7.55
7.42
7.50
7.75



hsa-miR-130b
4.40
4.88
4.45
4.45
4.70
4.36
4.71



hsa-miR-132
5.32
5.65
5.66
5.48
5.14
5.49
5.61



hsa-miR-133a
6.94
7.95
7.28
7.08
7.19
6.67
7.18



hsa-miR-134
4.75
4.60
4.25
4.72
5.29
4.87
4.92



hsa-miR-135a
1.92
2.48
1.37
1.66
2.36
1.52
2.06



hsa-miR-135b
0.89
1.67
1.80
2.20
1.59
3.28
1.84



hsa-miR-136
0.89
1.81
1.80
0.64
1.24
2.51
1.65



hsa-miR-137
2.21
1.90
0.92
1.00
1.66
2.38
2.07



hsa-miR-138
2.07
2.45
2.06
1.48
2.27
2.09
2.17



hsa-miR-139
5.47
5.60
5.38
4.88
3.18
4.84
4.80



hsa-miR-140
5.45
5.35
4.99
4.73
4.95
5.04
5.05



hsa-miR-141
5.18
4.49
3.47
4.01
3.83
3.92
5.26



hsa-miR-142-3p
3.15
2.76
2.98
3.26
3.72
3.39
3.12



hsa-miR-142-5p
3.12
3.97
3.27
3.87
3.40
3.25
3.58



hsa-miR-143
10.35
10.64
10.25
10.48
10.30
9.69
10.36



hsa-miR-144
1.57
1.41
1.31
2.20
1.38
0.23
1.41



hsa-miR-145
11.40
10.80
10.99
11.38
10.99
11.12
11.03



hsa-miR-146a
6.22
5.64
5.31
5.59
5.54
5.58
5.83



hsa-miR-147
1.75
1.95
2.01
2.80
1.79
3.41
2.25



hsa-miR-148a
6.55
6.37
5.91
5.87
5.68
5.87
6.41



hsa-miR-148b
3.90
4.76
3.94
3.97
4.24
3.84
4.25



hsa-miR-149
3.69
4.25
4.01
3.97
3.59
3.91
3.99



hsa-miR-150
6.30
6.33
6.02
6.17
5.20
5.53
6.02



hsa-miR-151
5.76
5.92
5.95
5.82
5.69
5.50
5.83



hsa-miR-152
6.81
7.00
6.73
6.70
7.07
6.84
7.02



hsa-miR-153
2.27
2.51
2.64
2.83
2.52
2.56
2.47



hsa-miR-154
4.38
5.16
4.36
4.60
5.01
4.48
4.91



hsa-miR-155
5.47
5.24
5.33
5.55
4.84
5.34
5.41



hsa-miR-15a
6.59
6.77
6.25
6.18
6.11
6.39
6.51



hsa-miR-15b
6.91
7.09
6.91
6.66
6.71
6.80
6.84



hsa-miR-16
9.78
9.72
9.85
9.51
9.56
9.57
9.68



hsa-miR-17-3p
4.00
4.70
4.04
4.10
4.23
3.98
4.26



hsa-miR-17-5p
7.43
7.60
7.42
7.24
7.15
7.32
7.38



hsa-miR-18a
4.30
3.93
4.04
3.24
4.32
3.55
4.14



hsa-miR-181a
6.82
6.58
6.83
6.49
6.56
6.66
6.74



hsa-miR-181b
5.77
5.74
6.03
5.68
5.89
5.52
5.96



hsa-miR-181c
4.06
4.21
4.82
4.42
4.29
3.22
4.10



hsa-miR-182
3.60
3.54
3.65
3.80
3.40
3.55
4.49



hsa-miR-182-AS
1.84
1.67
2.11
2.20
0.25
2.98
1.78



hsa-miR-183
2.07
1.99
2.11
2.38
2.23
0.56
2.50



hsa-miR-184
4.12
3.25
4.22
3.88
4.44
3.89
3.78



hsa-miR-185
4.98
5.08
5.13
5.12
5.79
5.35
5.46



hsa-miR-186
4.53
4.98
4.24
3.77
3.46
3.36
4.23



hsa-miR-187
4.41
5.93
5.31
6.17
4.71
3.97
5.26



hsa-miR-188
2.99
3.41
3.41
3.07
3.55
3.81
3.35



hsa-miR-189
4.22
4.71
4.56
4.01
4.09
3.89
4.39



hsa-miR-190
1.84
2.03
2.20
1.66
0.95
1.52
1.68



hsa-miR-191
7.73
8.20
8.04
7.87
7.48
7.46
7.92



hsa-miR-192
4.76
5.02
4.83
4.05
4.11
3.53
4.44



hsa-miR-193a
4.77
5.01
4.63
3.94
4.39
4.13
4.35



hsa-miR-194
4.91
5.19
5.53
4.66
4.33
4.40
4.87



hsa-miR-195
9.57
9.61
9.05
9.07
8.93
9.09
9.22



hsa-miR-196a
4.86
4.94
4.61
4.78
4.96
5.17
4.98



hsa-miR-196b
6.41
6.74
6.12
6.45
6.50
6.56
6.59



hsa-miR-197
5.06
5.29
5.23
5.36
4.30
4.98
4.95



hsa-miR-198
5.04
4.09
5.11
4.66
5.45
5.09
4.69



hsa-miR-199a
8.32
9.06
8.86
8.62
8.62
7.59
8.64



hsa-miR-199a-AS
8.58
9.30
8.61
8.90
8.63
8.21
8.86



hsa-miR-199b
6.73
6.87
5.81
6.86
6.78
5.63
6.77



hsa-miR-19a
4.37
4.88
3.99
3.36
3.67
2.01
4.00



hsa-miR-19b
7.97
8.26
7.90
7.39
7.55
6.79
7.70



hsa-miR-20a
6.52
6.97
6.33
5.95
6.07
6.28
6.38



hsa-miR-200a
5.65
5.09
4.12
5.25
4.65
4.82
5.97



hsa-miR-200b
6.58
6.32
5.28
6.52
5.20
5.98
6.92



hsa-miR-200c
7.45
7.10
6.16
7.42
6.14
7.16
7.79



hsa-miR-203
5.58
6.62
4.37
7.46
6.02
6.45
6.86



hsa-miR-204
5.44
6.08
5.87
5.35
4.57
4.10
4.99



hsa-miR-205
7.54
8.11
6.48
8.57
6.99
7.39
7.72



hsa-miR-206
3.18
2.74
3.55
3.56
3.88
3.25
3.19



hsa-miR-208
0.71
2.15
1.96
2.32
0.51
2.67
1.71



hsa-miR-21
8.98
9.09
8.39
8.72
8.57
8.94
9.11



hsa-miR-210
5.37
5.86
4.82
5.47
5.22
4.57
5.53



hsa-miR-211
1.84
1.90
1.50
1.75
1.02
1.92
1.97



hsa-miR-212
2.65
2.67
2.91
2.63
3.11
3.51
3.01



hsa-miR-213
2.21
1.72
1.80
1.57
2.40
2.38
2.08



hsa-miR-214
8.04
8.52
8.51
7.92
7.92
8.31
8.24



hsa-miR-215
2.39
1.90
2.73
2.20
1.97
1.92
2.00



hsa-miR-216
1.66
1.99
2.48
2.80
2.79
2.09
1.99



hsa-miR-217
2.00
1.81
1.91
1.48
1.66
0.47
1.91



hsa-miR-218
5.84
6.00
5.14
5.07
4.98
5.60
5.63



hsa-miR-219
2.50
3.39
2.86
2.63
1.91
2.86
2.42



hsa-miR-22
7.51
8.02
7.29
7.66
8.23
8.13
8.17



hsa-miR-220
1.28
1.81
2.37
2.38
1.31
2.38
1.84



hsa-miR-221
7.91
8.57
8.06
8.31
8.07
7.73
8.28



hsa-miR-222
7.42
8.01
7.67
7.70
7.35
7.09
7.70



hsa-miR-223
6.38
6.25
5.71
5.74
5.87
5.72
6.18



hsa-miR-224
5.00
5.78
4.85
5.17
5.68
5.46
5.61



hsa-miR-23a
9.59
9.66
9.55
9.32
8.85
9.22
9.43



hsa-miR-23b
9.88
10.17
10.11
9.80
9.29
9.77
9.91



hsa-miR-24
9.78
9.87
9.75
9.70
9.60
9.79
9.80



hsa-miR-25
6.69
6.83
6.59
6.45
6.26
6.53
6.57



hsa-miR-26a
11.15
10.80
10.97
10.99
10.49
10.98
10.84



hsa-miR-26b
7.77
8.64
7.53
7.27
6.81
7.58
7.64



hsa-miR-27a
9.04
8.82
8.69
8.72
8.56
8.41
8.74



hsa-miR-27b
9.28
9.46
9.31
9.06
8.86
9.01
9.21



hsa-miR-28
5.92
6.62
6.01
5.93
5.65
6.07
6.02



hsa-miR-296
2.81
2.51
2.11
3.45
2.63
3.16
2.66



hsa-miR-299-5p
4.55
4.97
4.32
4.64
4.40
4.28
4.76



hsa-miR-29a
9.68
10.16
9.43
9.40
9.13
9.05
9.42



hsa-miR-29b
7.45
7.89
6.98
6.18
6.23
5.94
6.89



hsa-miR-29c
7.68
7.88
7.10
6.04
6.08
6.30
6.80



hsa-miR-301
2.77
2.11
2.06
0.64
2.40
1.30
2.21



hsa-miR-302a
2.00
2.42
1.96
1.75
2.23
0.85
2.08



hsa-miR-302b
1.84
1.72
1.44
2.20
1.38
1.07
1.64



hsa-miR-302b-AS
1.66
1.72
1.31
1.75
0.75
2.77
1.63



hsa-miR-302c
2.21
1.95
1.62
2.32
2.52
1.07
1.88



hsa-miR-302c-AS
3.40
3.04
3.71
4.06
3.78
3.82
3.56



hsa-miR-302d
2.33
1.77
2.25
2.38
2.56
3.12
2.07



hsa-miR-30a-3p
4.47
4.14
3.84
3.65
3.88
3.89
4.10



hsa-miR-30a-5p
8.15
8.34
7.87
7.81
7.84
7.86
8.11



hsa-miR-30b
7.41
8.19
7.24
6.98
6.63
6.13
7.26



hsa-miR-30c
7.54
7.89
7.51
7.68
7.32
6.81
7.57



hsa-miR-30d
8.33
8.46
8.28
8.06
7.88
8.05
8.17



hsa-miR-30e-3p
4.06
4.34
4.18
4.47
3.97
3.46
4.10



hsa-miR-30e-5p
7.58
7.73
7.48
6.84
7.22
6.77
7.42



hsa-miR-31
7.03
6.30
6.11
6.90
5.99
6.58
6.98



hsa-miR-32
1.84
2.26
1.37
2.58
1.91
0.85
1.95



hsa-miR-320
8.15
8.31
8.74
8.14
8.34
8.18
8.37



hsa-miR-323
2.45
1.99
1.56
2.63
2.79
1.41
2.26



hsa-miR-324-3p
5.34
5.59
5.42
6.03
5.92
5.46
5.71



hsa-miR-324-5p
2.39
3.20
2.40
3.29
3.26
3.22
3.18



hsa-miR-325
2.21
2.29
2.61
2.63
1.52
2.17
2.26



hsa-miR-326
2.73
2.36
2.48
2.67
2.27
2.09
2.44



hsa-miR-328
3.98
4.29
4.48
4.31
3.20
3.74
3.79



hsa-miR-33
1.66
1.86
2.06
1.75
1.38
0.56
1.62



hsa-miR-330
2.73
2.36
2.67
2.67
2.36
3.22
2.77



hsa-miR-331
5.41
4.91
5.37
5.05
4.69
5.35
5.15



hsa-miR-335
4.79
5.43
4.42
4.73
4.85
4.38
4.70



hsa-miR-337
1.66
2.19
1.96
1.57
1.91
2.51
2.17



hsa-miR-338
3.12
3.16
2.51
1.91
1.72
1.83
2.53



hsa-miR-339
5.16
5.40
5.83
5.04
4.79
4.72
5.05



hsa-miR-340
2.21
2.45
2.25
2.48
1.31
1.41
2.09



hsa-miR-342
7.15
7.80
7.56
7.40
6.83
7.10
7.31



hsa-miR-345
3.80
4.45
4.42
3.87
3.09
3.33
4.19



hsa-miR-346
2.14
1.99
1.86
1.57
2.02
2.09
2.00



hsa-miR-34a
7.53
7.66
7.74
7.37
7.08
6.85
7.48



hsa-miR-34b
4.99
4.63
4.52
4.22
3.92
3.81
4.58



hsa-miR-34c
3.40
2.57
1.91
2.80
2.63
2.17
3.44



hsa-miR-361
7.09
7.12
7.27
6.78
6.60
7.00
6.99



hsa-miR-365
3.09
4.11
3.30
2.87
2.66
3.02
3.41



hsa-miR-367
1.57
1.25
1.44
1.91
0.75
2.01
1.55



hsa-miR-368
6.67
7.07
6.29
6.66
7.01
6.74
6.97



hsa-miR-369-3p
0.89
1.81
1.44
0.73
1.79
0.56
1.48



hsa-miR-370
4.94
4.36
4.68
5.06
4.52
4.94
4.69



hsa-miR-371
2.27
1.95
1.69
2.43
1.09
1.52
1.75



hsa-miR-372
1.57
1.77
1.04
0.82
1.38
1.52
1.56



hsa-miR-373
2.33
2.07
2.33
1.91
2.79
3.05
2.04



hsa-miR-373-AS
3.57
3.47
3.15
3.53
3.77
3.25
3.41



hsa-miR-374
3.31
3.86
2.84
3.01
2.84
2.72
3.03



hsa-miR-375
3.45
2.64
1.69
3.42
2.36
3.72
4.01



hsa-miR-376a
4.83
5.68
4.28
4.30
5.09
4.86
5.17



hsa-miR-377
3.71
3.63
3.32
2.80
3.31
2.77
3.49



hsa-miR-378
3.57
4.31
3.47
3.49
3.74
3.97
3.94



hsa-miR-379
5.35
5.27
5.05
5.07
5.54
5.61
5.46



hsa-miR-380-3p
1.48
1.46
1.96
0.73
1.85
0.75
1.51



hsa-miR-380-5p
1.08
1.62
1.37
2.48
0.95
2.17
1.59



hsa-miR-381
4.14
4.61
4.24
3.91
4.62
3.79
4.38



hsa-miR-382
3.79
4.02
3.78
3.81
4.60
4.82
4.36



hsa-miR-383
2.77
2.42
2.93
3.16
2.59
3.02
2.52



hsa-miR-384
0.71
1.46
1.11
1.38
1.38
0.75
1.27



hsa-miR-422a
4.63
5.89
4.35
4.49
4.35
4.74
5.04



hsa-miR-422b
6.35
6.87
6.19
6.28
6.13
6.34
6.55



hsa-miR-423
6.17
6.16
6.51
6.26
5.92
5.87
6.19



hsa-miR-424
5.58
5.75
3.91
4.75
5.79
5.48
5.71



hsa-miR-425
3.66
4.22
3.98
3.38
3.09
2.94
3.78



hsa-miR-429
4.01
3.95
2.81
3.62
3.26
3.89
4.49



hsa-miR-448
1.75
1.51
1.44
2.38
1.66
0.65
1.61



hsa-miR-449
1.84
2.42
1.44
0.57
3.24
3.28
2.44



hsa-miR-450
3.03
2.54
2.29
2.38
3.36
2.38
2.65



hsa-miR-7
2.89
2.83
2.25
1.48
2.63
3.05
2.69



hsa-miR-9
2.07
2.54
1.91
1.09
1.85
1.73
2.04



hsa-miR-9-AS
3.92
3.93
2.91
3.31
3.18
3.33
3.46



hsa-miR-92
7.39
7.33
7.47
7.34
7.21
6.73
7.13



hsa-miR-93
6.40
6.75
6.53
6.67
6.88
6.67
6.83



hsa-miR-95
3.09
3.57
3.40
3.29
3.11
3.44
3.32



hsa-miR-96
3.62
3.70
3.53
3.49
1.09
3.39
3.38



hsa-miR-98
5.70
5.91
5.82
5.47
5.39
5.45
5.66



hsa-miR-99a
10.16
10.66
10.09
10.27
9.82
9.86
10.12



hsa-miR-99b
7.12
7.61
7.51
7.38
7.10
7.30
7.37



mmu-let-7d-AS
1.57
2.03
1.80
2.63
2.72
2.17
1.96



mmu-miR-101b
2.39
3.49
1.62
1.99
1.52
2.32
2.01



mmu-miR-106a
6.88
7.13
6.85
6.58
6.67
6.63
6.81



mmu-miR-129-3p
1.38
2.07
2.48
2.67
1.85
3.81
2.26



mmu-miR-140-AS
7.32
7.53
7.72
7.27
7.30
6.85
7.26



mmu-miR-151
3.42
4.88
3.93
3.31
3.35
3.64
4.04



mmu-miR-155
3.38
3.51
2.81
3.10
2.59
3.41
3.07



mmu-miR-17-3p
3.18
3.42
2.25
1.83
2.72
1.92
2.73



mmu-miR-192
4.37
4.88
4.90
4.02
3.62
3.53
4.28



mmu-miR-199b
6.15
6.88
6.03
6.21
5.83
4.91
6.23



mmu-miR-201
1.84
1.62
2.55
1.83
0.95
1.07
1.60



mmu-miR-202
4.30
3.82
4.80
4.58
5.05
4.67
4.21



mmu-miR-207
2.99
2.29
1.91
1.66
2.36
2.62
2.34



mmu-miR-211
1.66
1.90
1.44
1.75
1.66
2.51
1.68



mmu-miR-215
1.48
1.62
2.20
1.99
1.45
0.96
1.69



mmu-miR-217
2.14
1.67
1.91
2.53
2.36
2.09
1.88



mmu-miR-290
3.36
2.62
3.41
3.65
3.55
3.55
3.14



mmu-miR-291-3p
2.27
1.46
1.80
2.72
1.91
1.83
1.83



mmu-miR-291-5p
2.00
1.99
1.91
2.20
2.48
2.38
2.13



mmu-miR-292-3p
1.92
1.77
1.91
1.48
2.72
2.24
1.97



mmu-miR-292-5p
2.99
2.36
2.81
2.43
3.11
3.05
2.52



mmu-miR-293
1.92
1.77
2.16
1.00
1.97
1.83
1.88



mmu-miR-294
2.00
2.54
1.96
1.83
2.40
2.51
2.14



mmu-miR-295
1.92
1.72
1.80
1.99
1.72
1.18
1.79



mmu-miR-297
2.00
1.62
2.16
2.26
2.02
2.81
1.76



mmu-miR-298
4.98
4.30
4.86
4.88
5.22
4.80
4.63



mmu-miR-300
2.81
3.43
2.91
3.18
3.31
3.09
3.16



mmu-miR-322
2.27
1.41
1.80
2.13
2.18
2.17
1.86



mmu-miR-424
4.47
4.50
2.96
3.40
5.07
4.13
4.58



mmu-miR-325
2.21
2.03
2.44
1.99
2.56
3.22
2.12



mmu-miR-329
1.75
1.57
1.50
2.80
2.44
2.90
2.20



mmu-miR-330
2.33
1.99
1.80
2.13
2.76
2.17
2.10



mmu-miR-337
2.21
1.86
2.20
2.53
1.59
1.73
1.95



mmu-miR-341
2.27
2.57
1.86
1.91
2.52
1.83
2.35



mmu-miR-344
1.18
1.72
2.01
2.38
1.31
2.09
1.51



mmu-miR-345
3.12
2.69
2.91
2.53
1.52
3.02
2.57



mmu-miR-346
1.92
2.11
2.40
2.53
1.31
2.51
2.02



mmu-miR-34b
2.73
2.39
2.29
2.53
2.40
2.67
2.75



mmu-miR-350
2.00
1.77
1.80
1.66
1.52
2.32
1.96



mmu-miR-351
2.33
2.03
2.33
1.83
2.79
2.09
2.13



mmu-miR-376a
2.45
3.33
2.20
2.76
3.11
2.62
2.95



mmu-miR-376b
2.55
2.07
2.20
2.72
2.81
2.86
2.31



mmu-miR-380-3p
2.89
2.59
2.84
2.38
2.27
1.62
2.55



mmu-miR-383
2.50
2.48
2.70
3.31
3.26
2.67
2.53



mmu-miR-384
1.28
1.30
1.17
2.13
1.79
2.94
1.49



mmu-miR-409
3.55
3.69
2.73
3.81
5.08
4.22
4.37



hsa-miR-410
2.45
2.72
2.11
2.13
3.48
1.92
2.88



mmu-miR-411
2.39
2.48
1.96
2.20
2.44
2.62
2.55



hsa-miR-412
1.66
1.62
1.96
2.48
1.45
0.75
1.61



mmu-miR-429
1.18
1.77
2.01
2.13
2.23
2.51
1.89



mmu-miR-7b
1.57
1.95
2.25
2.26
2.18
3.22
2.19



rno-miR-151-AS
7.22
7.37
7.27
7.26
6.97
7.17
7.19



rno-miR-20-AS
1.18
1.35
1.24
1.00
1.66
2.67
1.82



rno-miR-297
1.92
1.67
1.44
1.57
0.56
1.62
1.48



rno-miR-327
4.01
3.22
3.83
3.78
4.10
3.79
3.57



rno-miR-333
1.38
2.07
1.50
2.38
1.09
2.72
1.94



rno-miR-336
3.33
3.26
3.02
4.15
3.87
4.18
3.49



rno-miR-343
1.84
1.57
2.29
0.73
1.31
2.32
1.85



rno-miR-344
1.48
1.90
1.86
0.82
0.56
2.01
1.44



rno-miR-346
2.27
2.19
2.51
2.76
1.79
2.38
2.31



rno-miR-347
3.92
2.48
1.44
2.94
2.44
2.56
2.33



rno-miR-349
2.21
1.62
1.96
2.53
1.79
0.75
1.47



rno-miR-352
5.88
6.21
6.04
5.59
5.42
5.60
5.78



rno-miR-421
1.28
1.90
2.20
1.75
1.72
3.79
1.87



rno-miR-7-AS
2.21
2.74
2.29
1.19
1.24
1.83
2.15



hsa-miR-522
0.40
1.77
1.74
2.13
0.40
2.17
1.61



hsa-miR-519b
1.08
1.19
1.96
2.06
2.56
0.39
1.64



hsa-miR-520c
1.66
1.41
2.29
2.38
0.62
2.32
1.69



hsa-miR-519e
1.92
1.51
2.20
2.53
1.31
1.62
1.60



hsa-miR-519d
2.07
1.72
2.16
1.48
1.79
1.62
1.83



hsa-miR-520b
1.38
1.95
2.25
2.06
2.92
2.62
1.84



hsa-miR-519c
1.48
1.67
2.20
1.83
2.13
1.73
1.73



hsa-miR-526b-AS
1.18
1.62
0.92
1.57
1.38
0.85
1.49



hsa-miR-520e
1.75
1.46
0.98
2.06
1.45
3.12
1.81



hsa-miR-520a
1.48
1.46
1.44
1.19
2.48
1.30
1.47



hsa-miR-520d
2.14
1.81
2.16
2.26
2.36
1.52
1.94



hsa-miR-520h
0.89
1.51
1.91
1.75
1.72
2.38
1.75



hsa-miR-517a
0.89
1.77
1.11
2.32
1.38
2.38
1.74



hsa-miR-518e
1.66
1.51
0.85
1.75
1.24
1.30
1.52



hsa-miR-521
1.57
1.67
2.01
2.32
1.72
1.83
1.92



hsa-miR-523
1.75
1.67
2.73
1.66
2.23
3.25
1.94



hsa-miR-518f
1.84
1.41
2.11
1.09
2.59
2.17
1.80



hsa-miR-518c
1.84
1.46
2.16
1.57
0.51
1.62
1.67



hsa-miR-518b
1.18
1.77
1.24
1.48
1.38
1.92
1.66



hsa-miR-518d
2.00
1.57
1.69
2.20
1.97
2.72
1.72



hsa-miR-525-AS
1.08
1.35
1.50
1.83
1.16
2.51
1.45



hsa-miR-524
1.66
1.77
1.86
2.63
2.59
3.22
2.00



hsa-miR-518a
2.21
1.35
1.62
2.32
0.88
3.33
1.67



hsa-miR-515-3p
2.55
1.25
1.62
1.99
0.75
1.18
1.72



hsa-miR-516-3p
1.28
1.72
2.06
2.06
2.81
3.05
2.00



ambi-miR-7026
0.47
1.57
1.86
1.83
2.08
1.52
1.46



ambi-miR-7027
2.73
3.02
2.55
2.94
3.78
2.72
3.14



hsa-miR-512-3p
2.81
1.86
2.70
2.72
2.69
2.72
2.32



ambi-miR-7029
6.03
6.51
7.25
5.88
7.60
6.57
6.99



hsa-miR-491
3.74
3.62
4.22
4.07
4.73
3.75
3.91



hsa-miR-506
2.50
1.81
2.37
1.75
1.85
2.67
1.97



hsa-miR-514
0.47
1.77
2.06
1.57
0.62
3.16
1.46



hsa-miR-509
2.33
1.99
2.51
1.91
2.48
2.62
2.20



hsa-miR-508
2.14
1.46
1.80
2.63
1.59
1.83
1.73



hsa-miR-507
0.71
1.51
1.56
0.91
2.40
2.86
1.63



ambi-miR-7036
3.09
2.72
2.89
2.20
3.29
3.22
2.83



hsa-miR-193b
6.33
6.68
5.86
6.74
6.59
5.74
6.65



ambi-miR-7038-1
1.28
1.77
1.31
1.19
2.13
0.85
1.81



ambi-miR-7039
4.43
4.35
4.14
5.23
4.74
4.22
4.60



hsa-miR-488
2.33
1.81
1.62
1.83
1.66
0.47
1.76



hsa-miR-510
1.92
1.90
1.91
2.38
2.59
1.92
2.00



hsa-miR-517-AS
2.39
1.95
2.40
2.67
2.44
2.81
2.14



hsa-miR-518f-AS
2.65
1.57
2.81
0.49
1.79
3.36
1.93



hsa-miR-518c-AS
4.11
3.11
4.33
4.14
4.32
3.75
3.66



hsa-miR-526c
2.21
1.62
2.37
2.20
3.56
2.98
1.87



hsa-miR-526b
3.03
2.42
3.18
3.04
3.55
3.41
2.65



hsa-miR-520a-AS
1.48
1.51
1.69
0.64
2.02
1.41
1.37



hsa-miR-525
2.14
1.81
2.44
1.48
2.81
2.90
1.99



hsa-miR-524-AS
3.12
1.90
2.55
1.19
2.48
3.09
2.40



hsa-miR-520d-AS
2.33
1.95
2.44
1.75
2.27
3.36
1.92



hsa-miR-527
2.33
1.99
2.98
2.32
3.16
3.51
2.52



hsa-miR-515-5p
1.18
1.86
1.04
1.29
1.91
1.52
1.55



hsa-miR-519e-AS
1.08
1.77
2.25
1.83
2.90
1.92
1.83



ambi-miR-7054
2.33
1.62
1.62
1.29
1.16
1.52
1.67



ambi-miR-7055
2.00
1.95
2.40
2.63
2.40
2.62
2.12



hsa-miR-498
2.39
1.99
2.48
1.48
2.72
2.32
2.21



hsa-miR-513
4.55
3.86
4.57
4.80
4.98
4.24
4.21



ambi-miR-7058
5.92
5.41
6.28
6.07
6.38
5.68
5.98



ambi-miR-7059-1
2.73
1.57
1.04
1.75
1.45
1.41
1.71



hsa-miR-452
4.58
4.56
4.65
4.83
5.00
5.07
4.82



hsa-miR-493
1.84
2.54
2.16
2.48
1.59
2.86
2.37



ambi-miR-7062
2.96
2.19
2.37
2.26
2.56
2.86
2.46



hsa-miR-432
4.54
4.33
4.55
4.63
5.27
4.98
4.88



hsa-miR-495
3.97
4.87
4.16
4.33
4.73
4.20
4.65



hsa-miR-494
5.92
5.69
6.10
6.23
6.70
6.05
6.14



ambi-miR-7066
2.27
2.45
2.55
2.94
2.90
2.67
2.55



ambi-miR-7067
2.45
2.48
2.58
2.63
3.22
2.94
2.72



ambi-miR-7068-1
2.45
2.91
2.91
2.83
2.97
2.72
3.03



hsa-miR-496
1.75
1.62
1.80
2.20
2.02
1.83
1.73



ambi-miR-7070
3.88
4.14
3.64
4.11
4.39
4.10
4.44



hsa-miR-492
2.21
1.77
2.29
2.58
2.32
1.62
1.87



hsa-miR-490
2.39
1.46
1.62
1.29
1.79
3.09
1.78



hsa-miR-497
7.65
8.01
7.33
7.67
7.56
7.03
7.69



ambi-miR-7074
2.00
1.81
2.06
1.66
2.27
1.30
1.91



ambi-miR-7075
3.71
4.24
3.97
3.99
3.91
3.64
3.92



ambi-miR-7076
4.04
5.10
4.85
4.67
4.38
4.05
4.61



hsa-miR-501
2.69
2.11
2.01
1.29
1.85
2.09
2.19



hsa-miR-502
3.15
3.26
3.46
2.72
2.81
3.22
3.21



ambi-miR-7079
4.19
4.15
3.13
2.91
3.89
2.77
4.12



ambi-miR-7080
3.09
2.19
2.33
3.16
2.18
2.81
2.42



ambi-miR-7081
3.76
3.81
3.35
4.66
4.50
2.24
3.91



hsa-miR-202-AS
0.99
1.57
1.91
1.29
1.79
2.09
1.46



ambi-miR-7083
6.67
6.87
6.28
7.29
7.78
7.67
7.53



ambi-miR-7084
2.55
1.95
1.56
2.53
1.52
2.81
2.38



ambi-miR-7085
3.93
4.74
4.34
4.67
4.35
3.31
4.35



ambi-miR-7086
2.60
2.59
3.11
3.01
2.69
1.62
2.81



hsa-miR-512-5p
1.08
1.57
2.37
2.13
2.23
3.19
2.01



hsa-miR-504
2.27
2.36
2.61
2.48
2.36
1.18
2.26



ambi-miR-7089
1.28
2.26
1.50
2.48
2.84
3.02
2.06



hsa-miR-511
1.18
1.99
1.04
0.57
2.02
0.85
1.60



hsa-miR-452-AS
3.03
3.17
2.48
3.26
3.20
3.19
3.12



hsa-miR-503
5.55
4.78
4.10
5.49
7.35
6.33
6.14



hsa-miR-485-5p
3.12
2.33
3.16
3.36
3.46
2.38
3.00



hsa-miR-499
1.57
2.15
2.67
1.66
2.13
2.72
1.92



ambi-miR-7095
1.57
1.81
1.31
1.91
1.45
2.24
1.71



hsa-miR-505
4.71
5.13
4.93
4.92
4.29
4.28
4.67



ambi-miR-7097
2.27
2.54
1.91
2.53
1.85
2.01
2.37



ambi-miR-7098
2.21
1.62
1.24
1.57
1.45
2.81
1.77



hsa-miR-489
3.03
2.29
1.69
2.38
1.59
1.52
2.47



ambi-miR-7100
3.33
3.69
2.76
3.07
2.84
2.51
3.24



ambi-miR-7101
4.01
4.48
4.07
3.87
4.51
3.44
4.10



hsa-miR-432-AS
1.84
1.46
1.62
2.26
1.45
3.05
1.94



ambi-miR-7103
2.77
2.11
2.84
2.83
3.24
2.72
2.56



hsa-miR-500
3.60
4.76
4.43
4.48
4.33
4.06
4.41



ambi-miR-7105
5.06
5.29
5.02
4.97
4.45
4.31
4.84







TV, threshold value.



miRNAs > TV, number of miRNAs expressed at greater than threshold value.



%, percentage of miRNAs expressed at greater than threshold value.






To identify miRNAs enriched or uniquely expressed in the normal cervix, the inventors performed a global comparison of miRNA expression between the 16 normal cervix samples and a reference set of human tissues. miRNA expression in 33 different human tissues was determined using the same microarray platform described above. The human reference set consisted of FirstChoice® Total RNA samples (Ambion) isolated from 33 distinct tissues: adipose, adrenal, aorta, bladder, bone marrow, brain, breast, colon, duodenum, esophagus, fallopian tube, heart, ileum, jejunum, kidney, liver, lung, lymph node, muscle, ovary, pancreas, pituitary, placenta, prostate, small intestine, spleen, stomach, testis, thymus, thyroid, trachea, uterus, and vena cava.
The inventors observed that mean expression levels for 103 human miRNAs in the normal cervix samples were significantly different from the mean expression levels in the 33 reference human tissues (Table 6). These include 94 miRNAs previously identified in humans (hsa-miRNAs) and nine new human miRNAs (ambi-miR5). Of these, 41 miRNAs expressed at higher levels in the cervix samples showed an expression increase greater than 2-fold; whereas, 25 miRNAs expressed at lower levels in the cervix samples showed an expression decrease greater than 2-fold. Several human miRNAs (hsa-miR-205, -196b, -203, -503, -196a, -99a, -187 and Ambi-miR-7083 and -7101) were enriched by at least five-fold (ΔH(NCX-REF)>1.6) in normal cervix samples compared to the reference tissues; whereas, two human miRNAs (hsa-miR-7 and -215) were underexpressed by at least five-fold (ΔH(NCX-REF)<−1.6) in the normal cervix samples.







TABLE 6







miRNAs with Significantly Different Expression in 16 Normal Cervix


Samples vs 33 Different Human Tissues. NCX, normal cervix. REF,


33 human tissues reference set.
















Fold







Change
p-value






(NCX
(NCX



Mean
Mean
ΔH
vs
vs


miRNA
(NCX)
(REF)
NCX − REF
REF)
REF)















hsa-let-7a
10.90
10.54
0.35
1.43
0.001022


hsa-let-7b
11.00
10.15
0.85
2.33
2.91E−06


hsa-let-7c
10.96
10.25
0.71
2.03
6.08E−06


hsa-let-7i
8.68
8.34
0.34
1.40
0.012744


hsa-miR-100
9.26
8.10
1.17
3.21
1.81E−06


hsa-miR-101
4.45
4.93
−0.48
1.62
0.009598


hsa-miR-106a
7.47
7.96
−0.48
1.62
0.006077


hsa-miR-125a
8.95
8.14
0.80
2.24
 7.2E−05


hsa-miR-125b
10.33
8.84
1.49
4.44
 5.2E−10


hsa-miR-126-AS
5.33
5.90
−0.57
1.77
0.00412 


hsa-miR-127
4.32
2.95
1.37
3.92
3.16E−06


hsa-miR-130a
7.75
6.91
0.85
2.33
3.21E−05


hsa-miR-134
4.91
3.37
1.53
4.63
3.23E−07


hsa-miR-142-3p
3.04
3.78
−0.74
2.09
0.013448


hsa-miR-143
10.36
9.72
0.64
1.89
0.013777


hsa-miR-145
11.03
10.07
0.96
2.60
0.000148


hsa-miR-148b
4.23
5.04
−0.81
2.24
9.76E−09


hsa-miR-149
3.96
3.19
0.77
2.15
0.000335


hsa-miR-151
5.82
5.46
0.36
1.44
0.000376


hsa-miR-152
7.02
6.46
0.55
1.74
9.59E−05


hsa-miR-154
4.90
3.85
1.05
2.85
9.68E−05


hsa-miR-15a
6.50
7.37
−0.87
2.39
3.53E−07


hsa-miR-15b
6.84
7.65
−0.81
2.25
1.86E−05


hsa-miR-16
9.68
9.99
−0.31
1.37
0.015778


hsa-miR-17-5p
7.38
7.84
−0.46
1.59
0.005901


hsa-miR-181a
6.73
7.45
−0.72
2.05
0.001346


hsa-miR-185
5.45
6.06
−0.61
1.84
0.000244


hsa-miR-186
4.21
4.92
−0.72
2.05
4.13E−05


hsa-miR-187
5.25
3.60
1.65
5.21
0.000782


hsa-miR-192
4.43
5.87
−1.45
4.24
0.015567


hsa-miR-193a
4.33
3.56
0.77
2.16
0.000147


hsa-miR-195
9.22
8.14
1.08
2.93
5.37E−07


hsa-miR-196a
4.97
2.99
1.98
7.26
0.000277


hsa-miR-196b
6.58
3.33
3.25
25.77
1.83E−08


hsa-miR-199a
8.64
7.51
1.13
3.08
1.95E−05


hsa-miR-199a-AS
8.86
8.24
0.61
1.85
0.008817


hsa-miR-199b
6.76
5.56
1.20
3.31
0.000616


hsa-miR-19a
3.97
5.21
−1.24
3.44
2.48E−05


hsa-miR-20a
6.38
7.08
−0.70
2.01
0.000188


hsa-miR-203
6.85
4.57
2.28
9.77
4.72E−05


hsa-miR-205
7.72
3.69
4.03
56.10
3.38E−06


hsa-miR-21
9.10
9.62
−0.51
1.67
0.006949


hsa-miR-214
8.24
6.80
1.43
4.20
9.49E−08


hsa-miR-215
1.74
3.46
−1.72
5.56
0.005969


hsa-miR-22
8.17
8.64
−0.46
1.59
0.014943


hsa-miR-221
8.28
7.73
0.55
1.73
0.015073


hsa-miR-223
6.18
7.11
−0.93
2.53
0.002949


hsa-miR-23b
9.91
9.49
0.42
1.53
0.009  


hsa-miR-24
9.80
9.13
0.67
1.95
1.73E−05


hsa-miR-25
6.56
6.98
−0.42
1.52
0.006356


hsa-miR-26a
10.83
10.48
0.36
1.43
0.00039


hsa-miR-26b
7.64
8.13
−0.49
1.64
0.003271


hsa-miR-299-5p
4.74
3.44
1.30
3.68
2.36E−07


hsa-miR-29b
6.89
7.48
−0.59
1.81
0.000533


hsa-miR-29c
6.79
7.66
−0.87
2.39
5.13E−06


hsa-miR-302c-AS
3.49
2.93
0.56
1.76
0.001188


hsa-miR-30a-3p
4.08
4.90
−0.82
2.28
5.54E−06


hsa-miR-30a-5p
8.11
8.69
−0.58
1.78
5.94E−05


hsa-miR-30b
7.25
8.15
−0.90
2.46
  1E−06


hsa-miR-30c
7.56
8.28
−0.72
2.05
1.25E−05


hsa-miR-30e-3p
4.08
4.59
−0.51
1.67
7.66E−05


hsa-miR-30e-5p
7.41
7.89
−0.48
1.61
0.000371


hsa-miR-31
6.97
5.71
1.26
3.52
0.005863


hsa-miR-320
8.37
7.63
0.74
2.09
2.91E−07


hsa-miR-324-3p
5.71
5.01
0.70
2.02
3.75E−08


hsa-miR-335
4.69
6.06
−1.37
3.93
1.04E−06


hsa-miR-338
2.36
3.40
−1.04
2.84
0.004285


hsa-miR-342
7.31
7.71
−0.40
1.49
0.014704


hsa-miR-34a
7.48
6.70
0.78
2.19
 5.3E−05


hsa-miR-361
6.99
6.64
0.35
1.41
0.006748


hsa-miR-365
3.36
4.01
−0.65
1.92
0.009203


hsa-miR-367
1.12
1.54
−0.43
1.53
0.005012


hsa-miR-368
6.97
5.80
1.17
3.23
9.53E−06


hsa-miR-370
4.68
4.22
0.46
1.58
0.000226


hsa-miR-374
2.95
3.96
−1.00
2.73
6.11E−05


hsa-miR-376a
5.16
4.49
0.67
1.95
0.009825


hsa-miR-379
5.45
4.48
0.97
2.64
9.16E−06


hsa-miR-381
4.36
3.34
1.02
2.77
2.66E−06


hsa-miR-423
6.19
5.85
0.34
1.41
0.012001


hsa-miR-424
5.70
4.33
1.38
3.96
0.000364


hsa-miR-450
2.52
2.02
0.50
1.66
0.014789


hsa-miR-7
2.55
4.48
−1.94
6.94
3.65E−05


hsa-miR-93
6.82
7.22
−0.40
1.49
0.011372


hsa-miR-95
3.26
4.51
−1.25
3.48
0.000314


hsa-miR-96
3.31
4.14
−0.83
2.30
0.003532


hsa-miR-99a
10.12
8.30
1.82
6.17
2.24E−09


hsa-miR-99b
7.37
6.67
0.70
2.02
4.52E−05


ambi-miR-7027
3.07
2.59
0.48
1.61
0.006012


ambi-miR-7029
6.99
8.25
−1.26
3.52
0.003885


hsa-miR-509
1.97
3.00
−1.04
2.82
0.01444 


hsa-miR-193b
6.64
5.80
0.84
2.32
0.003545


ambi-miR-7039
4.59
3.78
0.81
2.25
2.68E−05


hsa-miR-526b
2.51
3.04
−0.53
1.69
0.014724


hsa-miR-498
2.00
2.87
−0.87
2.39
0.001218


hsa-miR-452
4.81
4.10
0.71
2.04
0.002909


ambi-miR-7062
2.28
2.67
−0.38
1.47
0.011083


ambi-miR-7070
4.42
3.26
1.16
3.19
1.19E−05


hsa-miR-497
7.68
6.53
1.16
3.17
1.31E−08


ambi-miR-7079
4.10
5.01
−0.92
2.50
0.004187


ambi-miR-7083
7.52
5.23
2.29
9.92
4.03E−11


ambi-miR-7085
4.33
3.12
1.22
3.38
 3.3E−10


hsa-miR-503
6.13
4.12
2.01
7.45
6.42E−07


ambi-miR-7101
4.08
2.39
1.68
5.39
1.53E−08









Example 3
microRNA Expression Profiling Distinguishes Normal and Cancerous Cervix Tissue Samples
miRNAs potentially relevant to carcinogenesis frequently exhibit differential expression in cancer versus normal samples collected from the same tissue type. In addition, miRNAs with differential expression in normal and cancerous samples may be used in the diagnosis of pre-cancerous and cancerous lesions. To identify miRNAs that may be useful for diagnosis of the most common type of cervical cancer (cervical squamous cell carcinoma), the inventors used the microarray platform described in Example 2 to compare global miRNA expression in nine cervical squamous cell carcinomas and nine paired normal adjacent tissue samples from the same patients. The results are shown below in Table 7. On average, 244 miRNAs were detected above background (>2.32) in normal adjacent tissues from cancer patients and 208 miRNAs were detected above background (>2.64) in cervical tumors.
The miRNA expression data from the nine Ca and nine NAT samples (Table 7) were normalized together with the data from the 16 NCX samples (Table 5). Mean miRNA expression levels are altered in the nine squamous cell carcinomas (Ca) when compared to miRNA expression levels in the adjacent normal cervical samples (NAT) and in the 16 normal cervix samples (NCX) (Table 8).







TABLE 7







Normalized Array Data for miRNA Expression in Nine Cervical Tumor Tissue Samples (Ca1-Ca9) and Nine Cervical Normal


Adjacent Tissue Samples (NAT1-NAT-9).





































Mean













Ca 1
Ca 2
Ca 3
Ca 4
Ca 5
Ca 6
Ca 7
Ca 8
Ca 9
(Ca)
NAT1
NAT2
NAT3
NAT4
NAT5
NAT6
NAT7
NAT8
NAT9
Mean (NAT)































TV
2.78
2.64
2.13
2.83
2.70
2.62
2.73
2.68
3.30
2.64
2.77
3.22
2.55
2.10
1.97
2.10
1.81
2.15
2.20
2.32


miRNAs > TV
192
205
258
196
210
213
209
222
170
208
222
192
232
240
271
253
283
254
246
244


%
50.91
54.29
68.31
51.95
55.58
56.62
55.32
58.96
45.19
55.24
58.96
50.91
61.56
63.64
71.95
67.01
75.06
67.27
65.19
64.62


miR Name


hsa-let-7a
10.47
10.86
10.30
10.45
10.03
9.82
9.71
10.31
9.53
10.17
10.69
10.47
10.82
10.95
10.79
10.50
10.01
10.68
10.68
10.62


hsa-let-7b
10.57
10.99
9.84
10.57
9.86
10.17
9.96
10.27
9.20
10.16
10.61
10.70
10.98
10.95
10.72
10.85
10.01
10.61
10.53
10.66


hsa-let-7c
9.96
10.63
9.82
10.23
9.75
9.62
9.52
10.10
8.85
9.83
10.61
10.60
10.87
10.95
10.85
10.60
10.01
10.69
10.64
10.65


hsa-let-7d
9.31
9.42
9.17
9.12
8.71
8.45
8.42
9.01
8.06
8.85
9.44
9.12
9.32
10.16
9.68
9.15
9.52
9.49
9.41
9.48


hsa-let-7e
7.20
7.66
7.31
7.69
6.95
7.13
6.85
7.27
6.63
7.19
8.22
8.13
8.31
8.68
7.98
7.83
8.61
7.58
7.82
8.13


hsa-let-7f
7.80
8.22
8.55
8.11
7.47
7.31
7.09
7.91
6.83
7.70
8.69
7.93
8.37
9.03
8.69
8.14
8.31
8.48
8.32
8.44


hsa-let-7g
7.50
8.33
7.98
7.80
7.50
7.16
6.78
7.84
6.70
7.51
8.18
7.63
8.08
8.91
8.37
8.07
8.27
8.41
8.09
8.23


hsa-let-7i
8.31
8.43
8.40
8.38
8.13
7.91
8.10
8.28
7.48
8.16
8.25
8.24
8.58
8.82
8.41
8.05
8.48
8.62
8.31
8.42


hsa-miR-1
1.95
2.79
2.13
2.17
2.87
2.56
1.73
2.68
1.52
2.27
5.46
5.10
5.16
5.64
5.59
4.90
5.31
4.31
4.55
5.11


hsa-miR-100
5.73
7.61
7.08
7.15
7.76
7.27
6.92
8.03
6.36
7.10
8.39
8.01
8.66
9.16
9.00
9.42
8.71
9.31
9.07
8.86


hsa-miR-101
2.84
3.19
3.45
2.43
2.75
3.11
2.80
3.42
2.49
2.94
3.40
3.16
3.54
4.33
4.24
4.28
3.70
4.59
4.79
4.00


hsa-miR-103
8.81
8.53
7.99
8.67
7.88
8.09
8.08
7.98
7.85
8.21
7.62
8.01
8.17
8.34
8.02
7.97
8.38
8.22
7.93
8.07


hsa-miR-105
1.82
0.57
1.69
2.35
1.61
1.78
1.64
1.18
3.14
1.75
2.05
1.25
1.50
2.01
1.85
1.82
2.14
1.39
1.91
1.77


hsa-miR-106a
8.77
7.66
7.97
8.34
8.58
8.10
8.58
7.83
8.54
8.26
7.27
7.23
7.68
7.81
7.68
7.81
7.43
7.89
7.78
7.62


hsa-miR-106b
7.58
7.25
7.02
6.96
6.90
6.75
7.03
6.93
7.14
7.06
5.74
5.90
6.28
6.38
6.16
6.21
5.98
6.70
6.48
6.20


hsa-miR-107
8.78
8.56
7.87
8.56
7.81
8.01
8.07
7.87
7.75
8.14
7.60
7.94
8.18
8.30
7.97
7.88
8.33
8.14
7.93
8.03


hsa-miR-10a
5.83
6.64
5.08
5.10
7.28
6.34
5.97
6.41
7.19
6.20
5.77
5.56
5.96
6.97
6.64
8.13
7.23
6.42
6.13
6.53


hsa-miR-10b
5.95
6.01
6.18
6.53
7.24
6.57
6.14
7.05
6.55
6.47
7.22
6.86
7.37
8.32
8.09
8.44
9.39
7.91
7.57
7.91


hsa-miR-122a
4.20
3.78
4.90
3.97
2.98
3.21
3.57
2.91
3.70
3.69
5.31
4.28
4.01
2.42
2.99
2.71
2.68
2.96
2.69
3.34


hsa-miR-124a
1.67
1.90
1.26
2.17
1.41
2.62
2.80
1.72
2.91
2.05
2.41
1.84
2.99
2.88
1.73
1.99
2.01
2.55
1.87
2.25


hsa-miR-125a
7.25
7.91
6.73
7.82
8.26
8.44
7.96
8.28
7.25
7.77
8.63
8.64
8.65
8.95
9.27
9.51
9.57
8.91
8.67
8.98


hsa-miR-125b
7.36
8.99
8.31
8.88
9.59
9.27
9.01
9.67
8.15
8.80
9.75
9.79
10.03
10.19
10.51
10.85
10.01
10.36
10.13
10.18


hsa-miR-126
8.43
8.42
8.17
8.54
9.01
8.67
8.16
9.25
7.80
8.50
9.32
9.24
9.28
9.77
10.02
9.70
9.84
10.02
9.82
9.67


hsa-miR-126-AS
3.25
3.32
4.22
3.41
4.57
4.20
3.23
5.17
3.21
3.84
3.92
4.22
4.71
5.36
6.06
5.56
5.60
6.10
5.85
5.27


hsa-miR-127
2.78
2.89
2.05
2.65
3.78
3.61
3.33
4.39
3.14
3.18
3.16
3.90
4.22
4.14
5.01
3.37
4.64
5.06
4.91
4.27


hsa-miR-128a
5.27
5.57
5.11
5.05
5.31
5.02
5.24
5.13
5.20
5.21
4.82
4.81
5.11
5.43
5.17
5.15
5.76
5.15
4.92
5.15


hsa-miR-129
2.64
2.52
3.60
2.35
2.83
2.82
2.98
1.79
3.18
2.74
2.85
2.53
2.41
2.10
2.44
2.93
2.70
2.63
2.55
2.57


hsa-miR-130a
5.85
6.78
5.83
6.14
6.33
6.04
6.63
6.59
6.58
6.31
6.64
6.50
6.63
7.25
6.89
6.80
7.35
7.30
7.23
6.95


hsa-miR-130b
5.47
6.23
5.91
5.37
4.92
5.18
5.91
4.75
5.84
5.51
5.04
4.93
5.19
4.51
4.58
3.90
4.68
4.52
4.67
4.67


hsa-miR-132
5.54
5.93
5.66
5.69
5.70
5.89
5.57
5.70
4.77
5.61
5.09
5.73
5.80
5.14
5.24
5.41
6.33
5.56
5.26
5.51


hsa-miR-133a
3.51
4.18
3.45
4.24
5.65
5.57
4.63
4.13
3.83
4.35
6.43
7.44
7.01
7.24
7.15
6.96
7.95
5.87
6.32
6.93


hsa-miR-134
2.84
3.46
2.86
3.35
3.58
3.69
3.33
3.70
2.66
3.27
3.59
4.24
4.38
4.68
4.79
3.67
4.38
4.73
4.96
4.38


hsa-miR-135a
2.64
2.32
2.05
2.26
1.41
1.78
2.40
1.18
1.84
1.99
1.74
1.84
2.41
2.52
2.44
3.05
1.87
2.15
2.47
2.28


hsa-miR-135b
2.29
1.99
2.05
2.71
2.55
2.06
1.37
2.36
3.36
2.31
1.57
1.25
2.33
1.86
1.39
1.55
1.61
1.39
1.31
1.59


hsa-miR-136
1.36
1.80
1.87
1.18
1.30
1.97
1.28
1.92
2.55
1.69
2.18
1.84
2.07
1.81
1.25
1.20
1.59
2.07
1.55
1.73


hsa-miR-137
1.95
1.90
2.20
0.90
1.79
1.67
2.10
2.10
3.18
1.98
0.67
2.16
1.86
1.75
2.36
1.41
1.93
2.49
1.78
1.82


hsa-miR-138
1.82
2.69
2.46
2.51
2.12
2.15
2.45
1.92
2.91
2.34
2.98
2.16
2.79
2.01
2.44
2.61
1.81
2.55
2.24
2.40


hsa-miR-139
2.56
3.69
2.05
2.88
4.20
3.04
4.19
4.59
3.49
3.41
4.86
4.59
4.46
4.63
5.06
4.52
5.45
4.81
3.62
4.67


hsa-miR-140
3.07
3.87
4.26
3.56
4.60
4.30
4.18
4.77
3.42
4.00
4.00
4.30
4.38
4.65
5.24
5.25
5.51
5.60
5.53
4.94


hsa-miR-141
6.50
6.95
6.14
6.45
6.38
5.53
6.53
6.54
8.86
6.65
4.49
4.24
5.77
5.54
4.83
5.17
3.18
5.65
5.51
4.93


hsa-miR-142-3p
3.29
3.05
4.69
3.41
3.39
2.82
3.26
4.34
3.30
3.51
3.81
3.28
3.42
2.83
2.86
2.42
2.14
3.19
2.72
2.96


hsa-miR-142-5p
3.01
3.05
3.18
2.58
3.83
3.84
2.94
2.61
4.01
3.23
2.69
2.73
2.25
3.78
3.93
4.15
3.39
3.31
4.41
3.41


hsa-miR-143
7.43
8.51
7.76
8.40
9.53
9.82
8.65
9.14
7.95
8.58
9.82
10.52
10.39
10.58
10.84
10.60
10.01
10.39
10.29
10.38


hsa-miR-144
1.36
2.46
1.69
1.59
0.70
0.87
2.17
1.10
0.11
1.34
1.74
1.45
1.24
1.69
1.67
1.62
1.68
1.45
1.60
1.57


hsa-miR-145
8.59
9.90
8.52
9.79
10.55
10.58
9.54
10.07
8.57
9.57
11.33
11.88
11.70
10.95
11.07
11.09
10.01
10.83
10.70
11.06


hsa-miR-146a
6.30
6.86
6.63
7.21
6.71
6.31
6.53
7.32
5.65
6.61
5.67
5.50
6.62
6.21
6.06
5.65
5.24
6.06
5.84
5.87


hsa-miR-147
2.71
2.58
2.90
1.59
2.04
1.88
2.29
0.87
1.63
2.06
3.10
2.01
1.86
1.52
1.91
1.62
1.70
1.81
1.87
1.93


hsa-miR-148a
5.02
6.61
6.39
6.24
5.99
5.92
5.32
6.70
5.41
5.96
5.74
5.37
6.05
6.65
6.17
6.23
5.93
6.67
6.39
6.13


hsa-miR-148b
4.51
4.75
4.56
4.68
4.48
4.40
3.88
4.82
4.72
4.53
4.26
4.13
4.47
5.05
4.62
4.48
4.97
5.17
4.65
4.65


hsa-miR-149
3.29
3.19
3.18
3.71
3.60
4.56
4.54
3.74
4.80
3.85
4.30
4.01
4.30
4.92
4.81
3.99
3.97
4.86
4.76
4.44


hsa-miR-150
5.45
6.47
7.17
7.11
7.69
7.27
6.62
8.86
5.85
6.94
6.30
5.94
6.34
6.74
7.26
7.00
6.60
7.47
6.45
6.68


hsa-miR-151
5.86
5.15
5.07
5.54
5.71
5.93
5.65
5.47
5.87
5.58
5.47
5.35
5.51
5.89
5.89
5.95
5.98
5.76
5.87
5.74


hsa-miR-152
5.24
6.63
5.94
5.96
6.24
6.61
6.35
6.46
6.71
6.24
6.23
7.12
7.12
7.27
7.01
6.63
7.26
7.26
7.25
7.02


hsa-miR-153
2.39
1.90
2.05
1.72
2.19
2.15
2.23
2.36
2.03
2.11
1.74
2.29
1.97
2.01
2.08
1.69
2.33
2.49
2.30
2.10


hsa-miR-154
1.82
3.29
2.82
3.28
3.39
3.89
3.35
4.06
2.86
3.19
3.35
4.43
4.32
4.42
4.96
3.72
4.27
5.43
5.16
4.45


hsa-miR-155
7.58
7.74
7.46
7.49
6.28
6.48
6.56
7.08
6.15
6.98
6.02
5.71
6.27
5.76
5.64
4.96
5.05
5.76
4.74
5.55


hsa-miR-15a
6.53
6.52
6.72
6.73
6.57
6.53
6.11
6.83
6.73
6.58
6.07
6.08
6.49
7.02
6.77
6.36
6.90
6.81
6.57
6.56


hsa-miR-15b
8.51
8.80
7.98
8.66
7.82
7.72
7.81
7.71
8.51
8.17
6.99
6.93
7.66
7.86
7.32
7.63
7.34
7.32
6.93
7.33


hsa-miR-16
10.25
10.47
9.83
10.44
9.90
9.87
9.82
10.14
10.33
10.12
9.52
9.48
9.88
9.95
9.80
10.17
9.87
9.85
9.66
9.80


hsa-miR-17-3p
4.95
3.80
4.03
4.43
4.49
4.02
4.70
4.07
4.24
4.30
3.72
3.74
3.96
4.28
3.71
4.23
4.01
4.22
4.26
4.02


hsa-miR-17-5p
8.68
7.52
7.82
8.32
8.27
7.88
8.44
7.52
8.37
8.09
7.16
6.95
7.48
7.71
7.31
7.62
7.19
7.64
7.54
7.40


hsa-miR-18a
5.69
4.73
5.46
5.08
5.55
5.19
6.01
5.19
6.26
5.46
2.61
4.26
4.55
4.14
4.12
3.61
3.82
4.99
4.32
4.05


hsa-miR-181a
7.24
7.36
7.15
7.32
6.89
7.52
7.08
7.50
6.90
7.22
6.53
7.04
7.22
7.16
6.93
7.26
7.17
7.26
6.75
7.03


hsa-miR-181b
6.81
6.46
6.26
6.62
6.06
6.17
6.92
6.25
5.97
6.39
5.40
5.86
6.09
5.65
5.56
5.92
6.23
5.88
5.45
5.78


hsa-miR-181c
2.56
3.43
3.79
3.16
3.92
4.43
3.64
4.14
3.86
3.66
3.56
3.56
3.12
3.75
3.62
4.68
4.01
4.33
4.32
3.88


hsa-miR-182
6.76
6.65
6.52
6.40
6.31
5.80
6.09
6.07
6.23
6.32
4.86
4.79
5.42
5.53
4.92
4.15
2.63
4.80
4.70
4.65


hsa-miR-182-AS
1.82
2.08
2.13
2.43
1.30
1.97
1.96
1.98
0.71
1.82
2.18
0.48
2.25
1.75
1.73
1.75
1.52
1.56
1.78
1.67


hsa-miR-183
5.30
4.71
4.66
4.92
4.67
4.26
4.65
4.52
4.93
4.74
2.98
3.22
3.45
3.64
3.28
2.74
2.36
3.58
3.40
3.18


hsa-miR-184
3.91
3.01
5.03
3.71
3.36
3.27
3.82
2.99
3.27
3.60
4.52
3.90
4.89
3.27
3.58
3.14
2.94
3.45
3.55
3.69


hsa-miR-185
6.51
6.70
6.34
6.06
5.58
5.80
6.11
5.81
6.22
6.13
5.55
5.84
6.29
5.68
5.40
5.60
5.27
5.75
5.75
5.68


hsa-miR-186
3.07
4.10
3.90
3.12
3.52
3.56
2.84
3.74
2.66
3.39
3.59
3.84
3.42
4.16
4.67
4.21
4.22
4.67
4.35
4.13


hsa-miR-187
4.66
1.90
3.87
2.98
4.27
3.94
2.98
4.78
4.02
3.71
1.57
2.73
2.84
2.01
2.36
4.71
3.22
2.82
2.03
2.70


hsa-miR-188
3.69
3.40
4.14
3.44
3.26
3.92
4.20
3.33
3.76
3.68
4.09
3.81
3.36
2.90
3.45
3.51
4.41
3.46
3.62
3.62


hsa-miR-189
2.84
3.69
3.49
3.41
3.52
3.97
3.41
3.79
3.52
3.52
2.92
4.32
4.21
4.65
4.30
4.56
5.01
4.21
4.11
4.26


hsa-miR-190
1.20
1.47
1.16
0.90
0.89
1.88
1.37
0.66
0.93
1.16
0.67
0.84
1.97
1.58
1.60
1.55
1.70
1.66
1.51
1.45


hsa-miR-191
7.83
8.85
7.50
8.13
8.04
7.89
7.40
7.60
7.70
7.88
7.37
7.56
7.78
8.09
7.91
8.09
8.14
7.80
7.58
7.81


hsa-miR-192
3.51
3.95
4.21
3.95
4.78
4.13
4.42
4.63
3.63
4.14
3.10
3.60
3.79
4.08
3.70
4.79
4.15
3.93
3.76
3.88


hsa-miR-193a
5.34
4.94
3.91
4.75
3.99
4.22
5.16
4.48
5.56
4.71
4.48
3.81
4.65
4.94
4.49
4.72
4.40
4.76
5.03
4.59


hsa-miR-194
4.25
4.60
4.61
4.44
5.13
4.69
4.74
4.90
4.15
4.61
3.81
4.04
4.65
4.48
4.51
5.28
5.02
4.39
4.17
4.48


hsa-miR-195
6.03
7.53
6.32
7.45
7.81
7.50
7.25
7.86
6.77
7.17
8.25
8.38
8.24
8.85
8.92
9.28
9.35
8.93
8.95
8.80


hsa-miR-196a
5.42
3.40
2.46
3.62
4.27
4.13
4.23
4.72
5.32
4.17
3.05
3.60
3.45
4.66
4.77
2.25
6.69
4.58
4.49
4.17


hsa-miR-196b
5.06
5.59
4.62
5.42
5.49
4.81
4.91
5.42
4.45
5.08
5.66
5.43
5.53
6.35
6.25
2.15
7.29
6.21
6.07
5.66


hsa-miR-197
4.94
6.05
4.62
5.33
5.23
5.02
5.05
4.77
5.56
5.17
4.99
4.82
5.28
5.28
5.36
4.94
5.62
4.83
3.82
4.99


hsa-miR-198
5.13
4.74
5.96
5.19
5.02
5.14
5.43
4.57
5.54
5.19
6.06
5.57
4.94
4.09
4.71
5.00
4.30
4.47
6.01
5.02


hsa-miR-199a
7.01
8.31
7.51
7.92
8.13
8.65
7.72
7.93
7.18
7.82
7.66
8.07
8.31
8.56
8.21
8.39
8.46
8.57
8.65
8.32


hsa-miR-199a-AS
7.26
8.30
7.98
8.01
8.44
8.38
7.67
8.27
7.35
7.96
8.46
8.02
8.24
9.18
8.81
8.49
8.96
8.92
8.84
8.66


hsa-miR-199b
3.80
5.64
5.52
5.40
6.03
6.12
4.85
6.47
4.75
5.40
5.91
5.85
6.46
6.94
6.69
5.53
5.46
7.50
7.49
6.43


hsa-miR-19a
3.69
3.43
4.58
3.24
4.29
3.88
4.16
4.38
4.94
4.06
2.61
3.28
3.23
3.75
3.62
3.24
3.03
4.59
4.12
3.50


hsa-miR-19b
7.48
7.28
7.36
7.43
8.05
7.64
7.78
7.76
8.37
7.68
6.43
6.90
7.26
7.41
7.26
7.56
6.87
7.92
7.87
7.28


hsa-miR-20a
6.77
6.27
6.48
6.74
7.46
6.61
7.22
6.75
7.21
6.83
6.00
5.84
6.34
6.52
6.68
6.64
6.15
6.89
6.73
6.42


hsa-miR-200a
6.11
7.56
6.18
5.99
7.62
6.22
6.06
6.82
6.90
6.61
4.65
4.43
5.83
5.85
5.37
5.49
3.09
5.91
5.62
5.14


hsa-miR-200b
7.75
8.83
7.67
7.65
9.18
7.99
7.56
8.19
8.00
8.09
7.02
6.42
7.58
7.66
7.19
7.55
4.56
7.30
6.95
6.91


hsa-miR-200c
9.88
9.54
8.65
9.75
9.45
8.33
9.19
8.79
10.55
9.35
8.11
7.96
8.95
8.70
8.31
8.36
5.95
8.41
8.26
8.11


hsa-miR-203
7.92
8.96
9.01
9.09
7.67
8.46
8.37
9.09
8.80
8.60
9.16
9.12
9.10
9.66
9.33
5.50
4.62
9.46
9.46
8.38


hsa-miR-204
1.52
2.08
2.34
2.71
2.55
3.07
2.10
2.94
2.12
2.38
4.23
3.84
4.11
4.72
4.39
4.83
5.38
4.45
4.48
4.49


hsa-miR-205
11.09
11.07
10.23
11.19
11.19
10.75
11.12
10.73
11.43
10.98
9.62
9.25
10.28
10.14
10.17
6.41
3.99
10.26
10.27
8.93


hsa-miR-206
2.71
3.01
4.22
2.83
2.75
2.68
2.88
2.68
2.86
2.96
3.90
3.56
3.26
2.15
2.66
2.46
2.80
2.68
2.62
2.90


hsa-miR-208
2.07
1.80
2.13
1.72
1.51
1.33
1.28
1.42
1.52
1.64
1.57
2.16
1.63
1.81
1.39
1.82
1.54
1.66
1.65
1.69


hsa-miR-21
10.73
10.42
10.74
10.54
11.10
11.21
10.62
10.99
11.54
10.88
9.52
9.79
10.01
9.42
9.74
8.70
9.63
10.10
9.99
9.65


hsa-miR-210
6.69
6.98
5.75
6.86
5.33
6.36
5.74
5.98
7.77
6.39
5.83
5.53
6.33
6.67
5.49
5.08
4.68
6.51
6.56
5.85


hsa-miR-211
1.36
2.08
1.69
2.58
2.12
1.56
1.96
2.40
2.28
2.01
1.02
1.45
0.85
2.06
2.40
1.82
1.79
2.46
2.20
1.78


hsa-miR-212
3.21
3.43
3.37
3.08
2.55
3.11
2.88
2.88
2.91
3.05
3.21
3.33
3.30
3.25
3.21
2.96
3.66
3.12
2.93
3.22


hsa-miR-213
2.39
2.32
1.69
2.43
1.97
2.96
2.55
2.49
2.35
2.35
2.77
2.01
2.33
1.81
2.13
2.05
1.99
2.46
1.55
2.12


hsa-miR-214
7.11
7.96
6.92
7.86
7.62
7.82
7.17
7.05
6.54
7.34
7.68
8.14
8.33
8.11
8.09
7.77
8.52
7.68
7.77
8.01


hsa-miR-215
2.78
2.25
2.90
2.88
2.19
2.30
2.35
2.31
2.42
2.49
3.44
3.28
2.48
2.59
2.62
2.80
3.39
2.70
2.42
2.86


hsa-miR-216
1.20
2.25
1.96
2.35
2.61
2.37
2.80
2.45
2.91
2.32
1.74
2.16
2.62
1.86
2.52
2.34
1.89
2.15
2.14
2.16


hsa-miR-217
2.39
1.69
2.20
2.17
2.04
1.67
1.64
1.79
1.04
1.85
2.77
2.89
2.33
2.10
1.97
1.82
1.95
1.86
1.95
2.18


hsa-miR-218
3.58
3.05
3.52
3.20
4.23
3.56
3.47
4.55
3.14
3.59
5.27
4.73
5.07
5.85
6.02
5.72
5.52
5.91
6.09
5.58


hsa-miR-219
2.07
1.90
1.87
1.72
2.19
2.44
1.89
2.26
2.12
2.05
2.30
2.63
2.07
2.35
2.18
2.10
2.86
2.23
2.33
2.34


hsa-miR-22
7.86
8.25
7.67
7.83
8.28
8.84
8.54
8.28
8.52
8.23
7.87
8.40
8.42
8.58
8.58
7.65
9.07
8.73
8.66
8.44


hsa-miR-220
1.36
1.69
0.65
2.17
2.12
1.10
1.96
1.72
0.51
1.48
1.57
2.63
0.97
1.75
1.39
1.62
1.59
1.66
1.60
1.64


hsa-miR-221
7.63
7.70
8.38
8.64
8.37
8.99
8.52
8.01
8.13
8.27
8.43
8.21
8.72
8.86
8.35
8.50
8.96
8.42
8.40
8.54


hsa-miR-222
7.18
6.86
7.79
7.95
7.91
8.43
8.24
7.60
7.59
7.73
7.89
7.73
8.31
8.49
7.75
8.09
8.54
7.77
7.89
8.05


hsa-miR-223
6.73
5.93
8.76
7.50
7.86
7.30
7.56
8.23
6.98
7.43
6.79
6.38
6.88
7.22
6.71
5.74
5.56
7.57
6.89
6.64


hsa-miR-224
7.41
8.56
7.08
7.32
6.79
8.23
6.43
7.67
7.46
7.44
6.07
6.48
6.82
7.18
6.53
4.99
5.16
6.32
6.32
6.21


hsa-miR-23a
9.81
9.59
9.35
9.40
9.33
9.69
9.53
9.67
9.42
9.53
9.29
9.70
9.85
9.91
9.87
9.14
9.81
9.73
9.52
9.65


hsa-miR-23b
9.31
9.84
9.32
9.72
9.56
9.99
9.26
9.83
9.38
9.58
9.62
10.35
10.28
10.25
10.26
9.87
10.01
9.97
9.75
10.04


hsa-miR-24
9.94
9.37
8.85
9.47
9.40
9.99
9.62
9.46
9.27
9.48
9.35
9.81
9.80
9.83
9.97
9.88
10.01
9.83
9.81
9.81


hsa-miR-25
7.55
7.22
7.40
7.18
7.23
6.73
6.80
7.11
7.07
7.14
6.33
6.06
6.55
6.96
6.88
6.98
6.72
6.88
6.62
6.66


hsa-miR-26a
9.67
10.16
9.49
10.13
10.26
10.10
9.56
10.18
9.64
9.91
10.64
10.29
10.61
10.95
11.00
11.09
10.01
10.73
10.69
10.67


hsa-miR-26b
6.08
6.21
6.64
6.27
6.27
5.94
5.60
6.65
5.54
6.13
7.31
6.64
7.10
7.93
7.70
7.34
7.16
7.42
7.19
7.31


hsa-miR-27a
8.88
8.32
8.48
8.48
8.82
9.15
9.16
9.07
9.06
8.82
8.82
8.53
8.87
9.52
9.26
8.83
8.91
9.27
9.21
9.02


hsa-miR-27b
7.55
8.30
8.15
8.56
8.59
9.13
8.19
8.80
8.39
8.41
8.90
8.88
9.01
9.65
9.26
9.67
9.61
9.26
9.02
9.25


hsa-miR-28
5.19
4.97
5.07
5.20
5.46
5.68
5.08
5.05
5.31
5.22
5.70
5.75
5.67
6.33
6.21
6.06
6.43
5.92
6.03
6.01


hsa-miR-296
2.90
2.64
1.58
2.88
3.71
3.65
3.93
3.21
4.17
3.19
3.16
2.73
3.07
2.70
3.67
3.62
3.26
3.35
3.87
3.27


hsa-miR-299-5p
2.64
3.26
2.34
3.12
3.34
3.79
2.73
3.83
1.84
2.99
3.52
4.36
4.01
4.45
5.07
3.75
4.73
4.92
4.70
4.39


hsa-miR-29a
7.91
8.59
8.28
8.13
8.53
8.53
8.21
8.90
7.62
8.30
8.51
8.46
8.68
9.25
8.97
9.25
8.86
9.49
9.60
9.01


hsa-miR-29b
4.35
6.45
6.30
5.23
5.61
5.81
5.88
6.80
5.08
5.72
5.09
5.24
6.10
6.25
6.12
6.21
5.86
7.09
6.91
6.10


hsa-miR-29c
3.44
6.26
5.76
5.00
5.25
5.26
4.74
6.44
5.04
5.24
5.16
5.49
5.88
6.14
5.94
6.42
5.43
6.79
6.95
6.02


hsa-miR-301
2.90
2.89
2.73
2.58
1.51
1.78
2.64
2.40
3.33
2.53
1.20
1.45
1.97
2.27
1.97
2.05
2.01
2.52
1.87
1.92


hsa-miR-302a
2.07
2.32
1.96
1.96
2.45
2.30
1.64
2.36
2.82
2.21
2.05
2.63
2.16
2.39
2.27
2.38
2.10
2.26
1.78
2.23


hsa-miR-302b
0.74
2.08
3.87
2.26
0.62
1.22
1.64
0.41
0.18
1.45
1.57
1.25
1.37
1.86
1.32
1.41
1.45
1.28
1.51
1.45


hsa-miR-302b-AS
1.82
2.32
1.48
1.72
1.09
1.45
1.81
1.49
0.93
1.57
2.41
3.28
1.37
1.69
1.32
1.75
1.61
1.45
1.46
1.82


hsa-miR-302c
2.29
2.32
1.58
2.07
1.51
2.06
1.00
1.02
1.52
1.71
1.90
0.84
2.16
2.06
1.73
1.93
1.81
1.86
1.74
1.78


hsa-miR-302c-AS
4.08
3.91
5.10
3.85
2.95
3.41
3.55
2.96
3.44
3.69
5.64
4.95
4.38
2.15
2.62
2.85
2.30
3.25
3.63
3.53


hsa-miR-302d
1.82
1.69
2.05
1.32
1.79
1.97
1.73
1.10
1.40
1.65
2.30
1.45
1.37
1.69
0.90
1.41
1.68
1.71
1.91
1.60


hsa-miR-30a-3p
2.29
2.46
3.49
2.35
3.20
2.68
2.91
3.27
2.91
2.84
3.16
3.52
3.59
4.52
4.49
4.80
4.70
4.24
4.13
4.13


hsa-miR-30a-5p
7.15
7.46
7.27
7.83
7.67
7.55
7.22
7.69
7.23
7.45
7.39
7.65
7.65
8.10
8.13
8.44
8.36
8.13
8.12
8.00


hsa-miR-30b
6.56
6.58
6.66
6.32
7.08
7.02
6.10
6.57
6.11
6.56
6.74
6.45
6.75
7.77
7.64
7.41
7.42
7.55
7.29
7.22


hsa-miR-30c
7.18
7.88
7.12
9.25
7.71
7.49
7.13
7.53
7.65
7.66
6.98
7.27
7.39
8.09
7.81
8.30
8.12
7.78
7.59
7.70


hsa-miR-30d
7.83
7.42
7.03
7.29
7.86
8.13
7.40
7.78
7.03
7.53
7.43
7.65
7.72
8.09
8.35
8.41
8.40
8.15
8.02
8.03


hsa-miR-30e-3p
3.80
4.07
3.68
4.42
4.10
3.41
2.64
3.57
3.18
3.65
3.21
3.60
3.56
4.25
4.33
4.52
4.22
4.35
4.21
4.03


hsa-miR-30e-5p
6.61
7.48
6.84
8.23
7.19
6.90
6.90
7.46
7.24
7.20
6.60
6.63
7.00
7.22
7.20
7.33
7.17
7.59
7.40
7.13


hsa-miR-31
10.02
8.54
9.01
9.02
8.47
8.56
9.81
8.03
8.20
8.85
7.56
7.75
8.16
8.05
7.81
7.11
4.47
8.07
8.07
7.45


hsa-miR-32
1.82
1.99
1.26
2.65
2.61
2.56
2.55
2.21
2.35
2.22
2.69
1.65
2.48
2.01
2.44
2.34
2.39
2.03
2.10
2.24


hsa-miR-320
8.48
7.94
7.70
8.37
7.57
7.36
7.28
7.41
7.35
7.72
8.26
8.30
8.88
8.69
8.01
8.07
8.03
7.76
8.54
8.28


hsa-miR-323
2.18
1.90
1.87
1.72
2.55
2.44
3.01
2.72
2.03
2.27
0.84
2.29
1.97
2.39
2.69
2.15
2.07
2.68
2.45
2.17


hsa-miR-324-3p
5.80
5.34
5.28
5.59
5.89
5.65
5.60
5.51
5.24
5.55
5.82
6.12
5.96
5.91
6.17
5.98
6.16
5.73
5.95
5.98


hsa-miR-324-5p
3.54
2.75
3.01
3.53
3.73
3.75
3.62
3.54
2.66
3.35
2.51
3.56
3.59
3.50
4.07
3.76
4.20
3.88
4.25
3.70


hsa-miR-325
2.56
2.39
3.47
2.07
1.79
2.30
1.28
0.66
2.28
2.09
3.76
3.10
3.07
1.39
1.79
1.88
1.63
1.56
1.78
2.22


hsa-miR-326
1.95
3.09
2.27
2.88
2.75
2.23
3.04
2.85
2.49
2.62
2.18
2.81
3.12
2.86
2.62
2.42
2.86
2.60
2.39
2.65


hsa-miR-328
2.56
3.32
2.13
3.20
3.78
3.33
3.04
3.59
2.91
3.09
3.48
3.90
3.48
3.78
4.27
4.17
5.12
3.79
3.57
3.95


hsa-miR-33
0.89
2.25
1.26
2.35
1.41
0.98
2.10
1.34
1.84
1.60
0.25
0.65
2.16
1.58
1.32
1.41
1.63
1.45
1.74
1.36


hsa-miR-330
4.82
4.68
3.21
3.08
2.87
2.68
3.39
3.02
3.49
3.47
2.98
3.38
2.84
2.81
2.92
2.15
2.43
3.06
2.69
2.81


hsa-miR-331
5.29
5.79
4.55
4.81
5.54
5.10
5.53
5.36
5.44
5.27
4.86
5.55
5.36
4.98
5.67
5.23
6.12
5.34
4.53
5.29


hsa-miR-335
3.29
3.66
4.20
3.12
3.83
2.96
3.13
2.99
3.14
3.37
3.76
3.43
3.42
4.03
4.12
5.15
5.24
3.79
3.76
4.08


hsa-miR-337
1.82
1.90
2.27
2.17
1.97
1.22
1.55
1.57
1.84
1.81
2.61
2.01
1.50
2.06
1.97
1.69
1.93
2.15
2.10
2.00


hsa-miR-338
1.82
2.32
2.20
2.43
1.88
2.06
1.46
2.40
2.03
2.07
0.84
2.42
2.25
2.70
2.48
2.15
1.81
2.60
2.20
2.16


hsa-miR-339
5.53
5.57
4.87
5.52
5.72
5.13
5.89
5.35
5.77
5.48
5.04
4.99
5.33
5.24
5.56
5.52
5.58
5.35
5.25
5.32


hsa-miR-340
2.56
2.17
1.87
2.35
2.39
2.30
2.35
1.92
2.12
2.23
1.74
2.29
2.16
2.49
1.97
2.42
2.77
2.15
2.03
2.23


hsa-miR-342
7.51
7.78
7.67
7.84
7.43
7.46
7.23
7.53
7.24
7.52
7.24
6.96
7.35
7.51
7.19
7.63
7.75
6.95
7.01
7.29


hsa-miR-345
5.04
4.74
4.00
4.18
4.66
4.42
4.88
4.64
5.12
4.63
3.05
3.71
3.93
4.14
4.19
4.80
4.25
4.53
4.59
4.13


hsa-miR-346
1.95
2.08
1.96
1.85
2.45
1.78
1.00
3.42
1.40
1.99
2.41
2.73
1.50
1.96
2.23
1.99
2.07
2.07
1.46
2.05


hsa-miR-34a
7.67
8.32
7.09
7.19
6.93
7.61
6.56
7.18
6.25
7.20
6.30
6.68
7.28
6.75
6.46
7.33
6.61
7.27
7.06
6.86


hsa-miR-34b
3.82
4.64
4.49
4.07
4.12
4.40
4.53
4.46
3.85
4.27
3.72
3.47
3.77
3.68
3.65
5.62
3.41
4.34
4.07
3.97


hsa-miR-34c
1.52
2.17
2.98
3.91
4.37
3.47
4.50
3.12
3.30
3.26
2.51
1.84
2.48
1.91
2.32
6.06
2.22
2.49
2.20
2.67


hsa-miR-361
5.86
6.72
6.08
7.05
6.41
6.25
6.14
6.46
7.14
6.46
6.29
6.46
6.77
7.10
6.88
7.01
7.35
6.68
6.66
6.80


hsa-miR-365
3.25
3.43
3.08
2.94
3.34
3.52
3.33
3.63
3.14
3.29
3.40
3.38
3.71
4.17
4.40
3.26
4.41
4.06
4.02
3.87


hsa-miR-367
1.20
1.99
2.05
1.72
1.79
1.88
1.55
1.49
2.66
1.82
1.20
2.42
1.63
1.96
1.60
2.15
2.07
1.50
1.69
1.80


hsa-miR-368
3.07
4.79
4.39
4.21
5.29
5.09
4.64
5.42
3.68
4.51
5.53
5.78
6.01
6.70
7.06
5.24
6.18
7.08
6.95
6.28


hsa-miR-369-3p
2.29
0.99
1.78
1.72
0.70
1.45
2.17
1.18
2.03
1.59
1.57
2.73
1.10
2.06
2.40
1.82
1.79
2.23
2.17
1.98


hsa-miR-370
4.71
5.15
4.59
4.78
5.67
5.69
5.45
5.19
5.23
5.16
5.29
5.49
5.73
4.23
5.95
5.23
5.30
5.23
5.06
5.28


hsa-miR-371
1.52
1.23
1.16
1.59
1.51
1.88
1.73
1.79
1.16
1.51
1.02
0.48
1.24
1.69
1.32
0.98
1.81
1.06
1.51
1.23


hsa-miR-372
1.82
1.11
1.16
1.72
1.88
1.56
1.09
1.26
1.63
1.47
0.52
1.25
2.07
1.33
1.53
1.62
1.77
1.99
1.55
1.51


hsa-miR-373
2.18
1.90
2.68
2.26
0.99
1.22
1.55
1.64
4.08
2.06
2.30
2.53
2.07
1.81
1.73
1.99
1.75
1.76
1.55
1.94


hsa-miR-373-AS
3.72
3.26
4.57
3.56
4.34
4.34
4.38
4.17
4.51
4.09
4.57
3.81
3.64
4.38
4.63
3.92
4.63
4.22
4.28
4.23


hsa-miR-374
2.18
2.52
3.42
2.51
2.55
3.21
2.10
2.91
2.20
2.62
2.85
3.16
2.99
2.46
3.79
3.33
3.28
3.92
3.21
3.22


hsa-miR-375
2.64
2.97
1.96
3.67
4.44
2.15
3.01
4.06
2.86
3.08
3.72
3.56
3.81
4.17
4.27
2.71
2.07
4.42
3.96
3.63


hsa-miR-376a
1.67
3.01
4.07
2.77
3.68
3.27
2.94
3.88
2.49
3.09
4.02
4.43
4.82
4.90
5.37
3.30
4.54
5.57
5.40
4.71


hsa-miR-377
1.95
2.25
1.96
2.26
2.32
1.88
2.17
2.72
2.61
2.24
2.41
2.81
2.94
3.54
3.68
1.75
2.56
4.23
3.94
3.10


hsa-miR-378
3.16
3.82
3.97
3.44
4.19
4.56
4.26
4.49
3.44
3.93
3.78
4.01
4.46
3.89
4.50
4.56
4.50
4.40
3.92
4.22


hsa-miR-379
5.28
4.45
5.09
5.13
4.60
4.79
4.67
4.35
4.41
4.75
5.33
5.46
5.06
5.17
5.44
4.33
4.85
5.43
5.34
5.16


hsa-miR-380-3p
1.67
1.35
1.87
0.77
1.88
2.06
1.46
1.18
2.42
1.63
1.20
1.25
2.25
1.46
1.97
1.55
1.66
1.61
1.69
1.63


hsa-miR-380-5p
2.64
1.69
1.58
1.46
1.70
0.98
1.55
1.92
2.66
1.80
1.74
2.01
1.63
1.52
2.08
1.34
1.70
1.39
1.78
1.69


hsa-miR-381
2.71
2.84
3.27
3.20
3.48
3.47
3.53
3.23
3.07
3.20
3.95
3.78
4.08
3.98
4.69
3.75
3.86
4.94
5.13
4.24


hsa-miR-382
3.37
3.60
3.91
3.41
3.43
3.73
3.15
3.88
2.99
3.50
3.78
4.79
4.70
4.64
4.70
3.12
4.21
4.81
4.84
4.40


hsa-miR-383
2.90
2.39
3.01
2.65
2.32
2.23
2.35
2.10
2.61
2.51
3.16
2.89
2.79
2.06
2.08
1.99
1.95
1.86
1.46
2.25


hsa-miR-384
1.36
1.47
1.58
0.77
0.62
1.45
2.10
0.80
1.63
1.31
1.20
1.65
2.07
1.33
1.67
1.75
1.49
1.12
1.41
1.52


hsa-miR-422a
3.33
3.94
5.06
4.71
4.43
4.66
4.62
4.98
3.63
4.37
4.70
4.66
4.96
5.88
5.16
4.83
4.86
5.15
4.82
5.00


hsa-miR-422b
5.61
6.04
6.62
6.47
6.19
6.63
6.59
6.83
5.57
6.28
6.42
6.54
6.67
6.80
6.80
6.71
6.80
6.56
6.36
6.63


hsa-miR-423
6.65
7.08
6.24
6.66
6.73
6.28
6.61
6.58
6.59
6.60
6.29
6.28
6.81
6.34
6.34
6.36
6.65
6.07
5.75
6.32


hsa-miR-424
2.78
3.29
4.53
3.78
3.31
4.07
4.17
4.69
3.27
3.77
4.09
4.20
4.70
4.73
5.60
5.48
4.94
5.82
5.62
5.02


hsa-miR-425
3.89
4.88
3.70
3.85
4.32
3.97
3.66
3.64
3.74
3.96
3.16
3.47
3.71
4.09
4.02
4.06
4.52
3.89
3.74
3.85


hsa-miR-429
4.82
5.95
5.27
4.72
6.75
5.29
5.06
5.74
5.41
5.45
3.78
3.38
4.67
4.52
4.63
4.58
1.99
4.64
4.27
4.05


hsa-miR-448
1.82
1.90
1.05
1.03
1.41
0.87
1.28
2.61
1.28
1.47
2.30
2.01
2.79
2.06
1.91
1.62
1.56
1.50
1.21
1.89


hsa-miR-449
2.29
2.25
1.96
2.17
1.61
1.88
2.88
2.57
2.66
2.25
2.18
1.84
1.97
2.01
1.97
2.10
1.85
1.66
1.74
1.92


hsa-miR-450
2.48
2.32
2.13
2.17
1.61
1.67
1.81
1.64
0.93
1.86
2.61
2.29
2.74
2.06
2.13
2.29
2.15
2.37
2.33
2.33


hsa-miR-7
3.01
2.75
4.76
3.08
2.61
2.78
3.55
3.09
3.83
3.27
3.21
3.16
2.74
2.86
3.04
2.38
2.07
3.04
2.45
2.77


hsa-miR-9
3.12
2.52
3.08
1.59
2.45
2.50
2.03
2.68
3.36
2.59
1.90
2.16
2.33
2.31
2.48
2.25
2.34
2.33
1.99
2.23


hsa-miR-9-AS
3.66
3.05
3.68
2.83
3.64
2.87
2.45
3.31
3.68
3.24
3.21
1.65
2.79
3.78
3.98
3.24
3.75
3.60
3.62
3.29


hsa-miR-92
7.89
7.18
7.03
7.76
8.03
7.65
7.58
7.42
7.90
7.60
7.02
6.99
7.31
7.20
7.28
7.86
7.13
7.39
7.38
7.28


hsa-miR-93
8.83
8.04
7.87
8.38
7.77
7.84
8.00
7.66
7.66
8.00
6.81
6.97
7.52
7.26
7.04
7.40
7.22
7.21
7.10
7.17


hsa-miR-95
3.37
4.41
4.00
3.41
3.60
4.06
4.15
4.27
3.33
3.85
4.73
3.87
3.89
4.02
4.22
3.60
3.13
4.20
4.14
3.98


hsa-miR-96
3.58
3.82
4.47
3.50
4.18
3.18
3.57
4.24
4.21
3.86
3.21
3.38
3.19
3.60
3.70
3.12
3.86
3.64
3.02
3.41


hsa-miR-98
5.19
5.31
5.82
5.54
4.62
5.05
4.70
5.17
4.22
5.07
5.94
5.53
5.40
5.94
5.63
5.69
5.77
5.63
5.50
5.67


hsa-miR-99a
5.82
8.07
7.70
7.89
8.47
7.80
7.95
8.75
7.45
7.77
8.98
9.00
9.45
9.79
9.72
9.66
9.31
10.04
9.88
9.54


hsa-miR-99b
6.33
6.40
5.47
6.46
6.56
6.55
6.63
6.35
5.92
6.30
6.83
7.11
7.20
7.49
7.21
7.21
8.00
6.99
6.94
7.22


mmu-let-7d-AS
2.07
1.58
1.87
1.85
1.88
2.06
1.96
1.42
1.52
1.80
3.05
1.84
2.25
2.10
1.85
2.67
1.79
2.40
3.18
2.35


mmu-miR-101b
1.52
2.08
1.69
1.32
0.62
1.33
1.00
0.35
0.61
1.17
1.74
2.16
1.63
2.01
1.39
1.62
1.63
1.28
1.87
1.70


mmu-miR-106a
7.76
6.76
7.27
7.54
7.86
7.31
7.80
7.15
7.70
7.46
6.54
6.32
6.71
7.12
6.96
7.09
6.66
7.28
7.15
6.87


mmu-miR-129-3p
2.56
2.52
1.69
2.07
1.70
2.06
2.50
2.45
2.28
2.20
2.05
1.04
2.33
2.35
2.27
2.05
2.44
1.81
1.87
2.02


mmu-miR-140-AS
5.61
6.39
5.89
6.17
6.54
6.32
6.10
6.72
5.48
6.14
6.45
6.93
6.97
6.86
7.10
7.45
7.51
7.21
7.26
7.08


mmu-miR-151
3.29
2.58
3.24
3.44
3.75
3.56
3.39
3.54
3.65
3.38
2.98
3.47
2.94
4.77
4.03
3.77
3.94
3.79
3.98
3.74


mmu-miR-155
4.08
4.50
5.32
4.61
3.43
2.50
3.18
4.57
2.12
3.81
3.78
3.22
3.48
3.84
3.35
2.10
2.17
3.66
2.78
3.15


mmu-miR-17-3p
3.16
3.05
2.77
2.83
2.83
3.00
3.21
2.85
3.14
2.98
2.98
2.97
2.99
3.13
2.72
2.74
2.72
2.60
2.93
2.86


mmu-miR-192
3.29
3.64
4.16
3.38
4.46
3.71
3.89
4.49
2.95
3.78
2.41
3.22
3.30
3.90
3.57
4.56
3.86
3.79
3.60
3.58


mmu-miR-199b
3.69
5.45
5.49
5.08
5.83
6.10
4.85
6.00
4.75
5.25
5.64
5.39
5.96
6.52
6.45
5.84
5.83
6.81
6.85
6.14


mmu-miR-201
1.20
1.23
1.37
1.32
0.80
1.56
1.00
1.02
2.20
1.30
0.38
2.73
2.16
1.81
2.02
1.93
1.81
1.28
1.91
1.78


mmu-miR-202
4.85
4.17
5.16
3.98
4.60
4.56
5.42
4.38
3.68
4.53
5.28
4.53
4.48
3.46
4.35
4.14
3.64
4.23
4.24
4.26


mmu-miR-207
2.56
2.46
1.96
1.72
1.79
1.56
2.29
1.34
2.35
2.00
0.38
2.63
2.07
2.93
1.79
1.93
1.68
1.86
1.69
1.88


mmu-miR-211
1.82
1.58
0.84
1.46
1.88
0.98
1.73
1.10
2.28
1.52
0.67
2.81
2.68
1.64
1.53
1.93
1.91
1.81
1.69
1.85


mmu-miR-215
2.18
2.17
1.37
1.32
2.26
1.56
0.74
1.72
1.63
1.66
2.18
2.53
1.86
1.69
1.39
1.34
1.56
1.66
1.26
1.72


mmu-miR-217
2.18
1.90
1.87
1.96
1.61
0.76
1.46
1.42
1.74
1.66
1.57
2.29
1.97
1.69
1.53
1.34
1.61
1.71
1.91
1.74


mmu-miR-290
3.16
3.05
4.34
3.38
4.37
4.50
4.84
3.91
5.05
4.07
4.38
3.78
3.39
3.48
4.24
4.15
3.89
4.12
4.49
3.99


mmu-miR-291-3p
1.20
1.23
1.16
1.85
2.19
1.78
2.17
1.79
2.35
1.75
1.20
1.04
1.75
1.58
0.97
1.34
1.54
1.56
1.51
1.39


mmu-miR-291-5p
1.82
1.80
2.13
1.85
3.26
3.00
3.33
2.72
2.82
2.52
2.05
2.89
1.63
3.55
3.51
3.51
3.53
3.19
3.90
3.08


mmu-miR-292-3p
1.95
2.46
1.96
2.71
1.20
1.67
2.29
2.31
2.55
2.12
2.61
2.01
2.07
1.75
1.39
1.20
1.72
1.45
1.74
1.77


mmu-miR-292-5p
2.90
2.64
3.52
2.98
2.83
3.11
2.98
2.65
3.07
2.96
3.48
3.33
2.74
2.35
2.99
2.83
2.74
2.93
3.27
2.96


mmu-miR-293
2.48
0.88
1.78
1.46
1.09
2.06
2.10
1.34
2.72
1.77
2.05
1.45
1.37
2.01
1.85
1.62
2.03
2.07
2.14
1.84


mmu-miR-294
2.56
1.99
1.78
1.72
1.51
2.30
1.89
2.49
1.16
1.93
2.61
2.81
2.84
2.59
2.86
1.99
2.33
2.23
2.30
2.51


mmu-miR-295
1.95
0.99
1.69
1.59
1.09
1.45
1.37
0.80
0.71
1.29
2.30
1.65
1.37
1.52
1.73
1.05
1.70
1.99
1.26
1.62


mmu-miR-297
0.74
1.47
2.13
1.18
1.41
1.45
1.46
1.72
0.61
1.35
2.51
0.84
1.24
1.69
1.60
1.55
1.56
1.71
1.11
1.54


mmu-miR-298
4.78
4.47
5.69
4.64
5.01
5.07
5.40
4.86
5.29
5.02
5.72
4.76
4.64
4.13
4.87
5.19
4.47
4.84
5.28
4.88


mmu-miR-300
2.90
2.89
2.73
2.71
3.02
2.87
3.15
2.57
2.99
2.87
3.16
2.42
2.99
3.15
3.57
3.05
3.07
3.65
3.95
3.22


mmu-miR-322
1.20
1.90
0.65
2.58
1.30
2.50
2.45
1.85
2.61
1.89
1.02
2.29
1.63
1.86
2.13
1.93
2.17
2.19
1.78
1.89


mmu-miR-424
2.18
2.39
2.77
3.16
2.75
3.07
3.46
3.63
1.94
2.82
3.16
2.73
3.42
3.60
4.58
4.77
4.18
4.87
4.75
4.01


mmu-miR-325
2.84
2.39
2.40
1.96
1.79
2.06
1.73
3.16
1.16
2.17
3.16
3.16
2.07
1.75
2.18
1.82
1.68
1.99
2.30
2.23


mmu-miR-329
2.64
2.64
2.20
2.26
2.39
2.06
1.96
1.72
1.40
2.14
1.57
2.53
1.63
2.10
2.23
2.25
2.10
1.86
2.17
2.05


mmu-miR-330
3.01
2.84
2.46
2.35
2.50
1.78
3.10
1.98
2.82
2.54
2.41
2.01
2.25
2.01
2.36
2.38
2.20
1.95
2.39
2.22


mmu-miR-337
2.64
1.58
1.78
1.72
2.19
1.33
1.46
2.10
1.40
1.80
1.74
1.45
1.37
1.91
2.02
1.69
1.77
2.07
1.69
1.75


mmu-miR-341
2.18
1.58
2.27
2.26
2.50
1.88
2.68
2.40
1.28
2.12
2.92
2.01
1.86
1.91
2.44
1.82
2.03
2.26
2.39
2.18


mmu-miR-344
2.56
1.23
1.48
1.46
0.99
1.78
1.19
2.10
2.49
1.70
2.30
1.04
1.24
1.52
1.79
1.93
1.63
1.50
1.55
1.61


mmu-miR-345
2.39
2.75
2.57
2.71
3.20
2.62
3.18
2.94
3.14
2.83
2.41
2.53
1.97
2.86
2.72
2.98
2.75
2.60
3.14
2.66


mmu-miR-346
1.95
1.69
2.77
2.07
1.51
1.78
1.89
1.34
1.28
1.81
0.52
2.81
1.86
2.06
1.79
2.20
2.08
1.90
1.83
1.89


mmu-miR-34b
2.29
2.52
3.08
2.71
2.45
2.44
3.07
2.49
3.70
2.75
2.69
2.29
3.07
2.52
2.44
3.75
1.91
2.07
2.33
2.57


mmu-miR-350
2.29
1.99
1.78
2.51
2.04
1.45
1.28
1.64
1.16
1.80
1.39
0.65
1.86
1.91
2.18
1.55
1.63
1.90
1.99
1.67


mmu-miR-351
2.39
2.17
2.20
2.71
2.39
2.44
2.45
2.31
3.03
2.45
2.18
2.29
2.33
2.10
2.32
2.46
2.28
2.07
2.42
2.27


mmu-miR-376a
1.67
1.47
0.84
1.96
2.04
2.06
1.64
1.85
1.94
1.72
2.30
2.29
2.48
2.52
3.47
1.93
2.58
3.55
3.36
2.72


mmu-miR-376b
2.39
2.25
2.40
2.65
1.88
2.06
1.73
1.57
2.55
2.16
2.30
2.16
2.68
2.01
1.60
1.99
1.77
1.45
1.83
1.98


mmu-miR-380-3p
2.39
2.69
3.54
3.12
1.88
1.78
2.29
0.87
1.84
2.27
3.48
3.10
2.16
2.10
2.23
2.67
2.28
2.58
2.03
2.51


mmu-miR-383
2.48
2.39
3.27
2.83
2.61
2.37
2.50
3.07
2.72
2.69
3.26
3.22
2.74
2.10
1.97
1.99
2.03
1.95
2.30
2.40


mmu-miR-384
1.36
1.35
1.78
0.90
1.61
1.88
2.17
2.04
2.91
1.78
2.05
1.04
1.24
1.69
1.67
1.93
1.75
2.30
1.31
1.66


mmu-miR-409
3.01
3.76
3.42
3.83
4.01
4.37
3.67
4.19
3.27
3.73
3.87
5.05
5.06
4.83
4.88
2.96
4.48
5.00
4.74
4.54


hsa-miR-410
1.67
1.90
1.87
2.43
2.79
2.56
2.73
2.40
2.86
2.36
3.05
2.01
2.41
3.73
3.57
2.34
3.32
3.61
4.12
3.13


mmu-miR-411
2.64
2.08
1.58
2.83
2.32
1.67
1.64
2.26
2.12
2.13
1.39
2.97
2.68
2.49
3.23
2.15
2.93
2.52
2.58
2.55


hsa-miR-412
0.89
1.99
1.78
2.17
2.04
1.56
1.55
0.35
2.03
1.60
2.05
0.65
1.63
1.86
1.67
1.88
1.63
1.61
1.36
1.59


mmu-miR-429
1.67
1.47
1.87
1.59
2.45
1.67
1.73
2.36
1.84
1.85
0.52
1.84
1.97
2.01
1.46
1.69
1.61
1.56
1.36
1.56


mmu-miR-7b
3.07
2.52
2.63
2.43
2.70
2.50
2.29
2.85
3.18
2.69
2.85
2.81
2.48
1.52
1.79
2.29
1.79
1.76
1.91
2.13


rno-miR-151-AS
6.95
6.29
6.12
6.71
6.92
6.98
6.64
6.51
6.70
6.65
6.61
6.78
6.95
7.25
7.19
7.24
7.20
7.08
7.05
7.04


rno-miR-20-AS
2.18
0.88
1.05
1.96
0.62
1.33
1.28
1.42
2.03
1.42
1.20
2.81
2.25
1.81
1.32
1.34
1.45
1.39
1.41
1.66


rno-miR-297
1.36
1.90
0.94
1.72
1.09
1.45
1.19
1.26
1.74
1.41
1.57
2.63
1.50
1.39
1.91
2.20
1.63
1.61
1.69
1.79


rno-miR-327
4.04
3.51
4.91
3.74
3.48
3.54
3.92
3.47
3.77
3.82
4.88
4.24
3.30
2.68
3.17
3.42
2.96
2.73
3.85
3.47


rno-miR-333
0.74
2.32
1.58
1.46
0.99
0.98
2.03
1.92
1.63
1.52
2.41
1.65
1.24
1.91
1.46
1.69
1.85
2.07
1.91
1.80


rno-miR-336
3.37
3.43
2.86
3.24
2.98
3.04
2.73
2.75
3.07
3.05
3.59
3.47
3.30
4.07
2.48
3.85
2.37
2.73
2.55
3.16


rno-miR-343
1.67
1.69
0.84
1.72
2.45
0.87
2.35
3.23
2.77
1.95
2.51
2.16
1.75
2.46
1.79
1.99
1.68
1.45
2.17
2.00


rno-miR-344
1.36
1.99
1.96
2.17
1.41
1.56
1.64
2.53
2.61
1.92
1.90
2.29
1.37
1.58
1.18
1.69
1.52
1.90
1.55
1.67


rno-miR-346
3.51
2.46
2.34
2.17
2.95
2.56
2.55
3.09
2.49
2.68
2.41
3.87
2.41
1.96
2.66
2.98
1.79
2.75
2.33
2.57


rno-miR-347
2.64
2.75
2.20
2.58
2.45
3.36
3.41
3.49
4.83
3.08
3.56
3.56
2.68
2.76
3.80
2.85
3.15
3.74
3.68
3.31


rno-miR-349
1.20
0.99
1.48
2.26
1.97
1.97
1.73
1.92
1.28
1.65
1.74
2.16
1.75
1.58
1.04
1.75
1.77
1.45
1.36
1.62


rno-miR-352
5.25
5.29
5.80
5.28
4.49
4.66
4.51
4.94
3.76
4.89
5.70
5.28
5.46
6.08
5.49
5.40
5.67
5.38
5.30
5.53


rno-miR-421
1.67
2.17
1.96
2.07
1.51
1.56
1.37
1.72
0.93
1.66
2.69
2.81
0.97
1.64
1.32
1.48
1.47
1.34
1.51
1.69


rno-miR-7-AS
2.07
2.89
2.27
1.85
2.79
2.15
2.91
2.85
3.03
2.53
1.90
3.04
2.68
2.93
2.18
2.46
2.27
2.26
1.95
2.41


hsa-miR-522
1.67
1.35
2.46
2.17
1.41
1.45
2.23
0.19
1.28
1.58
2.77
1.65
2.41
1.58
1.39
1.55
1.54
1.45
1.26
1.73


hsa-miR-519b
1.04
2.32
1.26
2.35
1.79
1.97
1.73
2.26
2.66
1.93
1.90
1.25
2.07
1.69
1.60
1.88
1.59
1.28
1.65
1.66


hsa-miR-520c
2.64
2.25
2.05
2.43
1.61
1.88
1.73
1.72
2.61
2.10
2.18
2.01
2.68
1.86
1.73
1.62
2.08
1.61
1.99
1.97


hsa-miR-519e
1.20
1.80
1.37
2.65
1.70
2.23
1.73
1.26
2.03
1.77
1.39
2.97
0.97
1.64
1.32
1.48
1.59
1.50
1.11
1.55


hsa-miR-519d
2.78
2.39
2.13
1.85
2.32
1.78
2.23
1.79
1.84
2.12
2.05
1.84
2.16
1.75
1.39
1.88
1.70
1.61
1.51
1.77


hsa-miR-520b
1.36
1.69
2.34
1.85
1.70
2.15
1.96
1.64
2.12
1.87
2.30
2.42
2.25
1.52
1.46
1.27
1.75
1.66
1.51
1.79


hsa-miR-519c
1.36
1.23
2.13
1.32
0.45
1.33
1.89
2.10
1.16
1.44
1.20
1.65
1.37
1.64
1.32
1.82
1.47
1.99
1.65
1.57


hsa-miR-526b-AS
1.04
2.25
1.69
1.85
1.30
1.67
1.81
1.49
2.28
1.71
1.02
2.16
1.50
1.46
1.60
1.48
1.66
1.56
1.91
1.59


hsa-miR-520e
1.95
1.69
1.78
1.96
1.20
1.97
1.37
1.10
2.03
1.67
0.67
0.48
2.07
1.91
1.53
1.62
1.59
1.12
1.69
1.41


hsa-miR-520a
1.52
1.23
1.05
2.07
0.89
1.97
1.96
2.72
2.82
1.80
0.67
1.84
1.10
1.64
1.67
1.62
1.56
1.50
1.41
1.45


hsa-miR-520d
2.84
2.52
2.63
1.96
2.65
1.97
2.23
1.92
3.21
2.44
3.10
2.42
1.97
1.81
1.79
2.20
1.75
1.45
1.74
2.02


hsa-miR-520h
0.60
1.35
1.16
1.85
2.12
1.88
1.28
2.04
2.82
1.68
1.39
0.65
1.86
1.64
1.85
1.93
1.70
0.95
1.87
1.54


hsa-miR-517a
2.07
1.99
2.13
1.59
1.61
1.97
2.64
2.68
1.74
2.05
2.51
2.29
1.63
1.96
2.13
1.75
1.91
2.07
2.03
2.03


hsa-miR-518e
1.36
1.47
1.48
0.90
1.20
1.45
1.00
1.57
1.84
1.36
1.20
1.65
2.25
1.64
1.32
1.62
1.61
1.39
1.21
1.54


hsa-miR-521
2.56
2.17
2.68
1.85
2.19
1.33
2.17
0.59
2.55
2.01
2.30
2.29
2.48
1.64
1.79
1.55
1.72
1.66
1.99
1.94


hsa-miR-523
2.07
1.69
2.13
2.43
1.79
1.88
1.89
1.85
2.20
1.99
1.57
1.25
1.63
1.58
1.60
1.75
1.61
1.39
1.74
1.57


hsa-miR-518f
1.82
1.11
1.48
1.72
2.04
1.33
2.40
2.26
1.40
1.73
0.52
0.48
1.86
1.69
1.53
1.93
1.61
1.61
1.65
1.43


hsa-miR-518c
2.18
2.08
1.48
1.18
1.88
1.78
1.28
2.16
1.74
1.75
2.61
2.42
2.25
1.46
1.60
1.69
1.52
1.90
1.78
1.91


hsa-miR-518b
2.39
2.46
1.26
2.26
2.19
2.37
2.55
2.36
2.72
2.29
1.90
0.84
2.16
2.06
2.02
1.93
1.85
1.86
2.10
1.86


hsa-miR-518d
0.74
1.90
1.05
1.85
2.04
1.56
1.64
2.04
1.28
1.57
1.90
0.65
1.63
1.64
1.18
1.88
1.45
1.66
1.51
1.50


hsa-miR-525-AS
1.36
1.69
1.78
1.85
1.70
1.97
1.89
1.42
1.74
1.71
2.51
2.01
1.75
1.75
1.46
1.48
1.68
1.76
1.83
1.80


hsa-miR-524
1.52
1.58
1.48
2.07
1.97
1.88
2.03
2.40
2.66
1.96
1.90
2.42
1.50
1.96
1.32
1.99
1.63
1.56
1.69
1.78


hsa-miR-518a
2.07
0.67
1.69
0.90
2.55
1.56
2.10
2.65
2.35
1.84
1.90
2.29
2.16
1.64
1.25
1.88
1.66
1.81
1.69
1.81


hsa-miR-515-3p
2.07
1.69
1.37
1.85
1.79
1.78
1.46
1.49
0.93
1.60
1.39
0.65
1.24
1.64
1.73
2.05
1.61
1.66
1.65
1.51


hsa-miR-516-3p
2.64
1.58
2.46
2.43
1.09
1.78
1.64
1.34
2.20
1.91
1.57
1.04
2.16
1.52
1.73
1.34
1.72
1.71
1.65
1.61


ambi-miR-7026
1.67
1.47
2.46
1.59
1.88
1.45
1.73
1.49
2.77
1.84
0.84
0.84
2.68
1.52
1.73
1.48
1.52
1.45
1.69
1.53


ambi-miR-7027
3.33
4.53
2.34
3.20
3.23
4.22
2.80
4.22
3.74
3.51
3.16
2.97
3.15
3.68
3.73
2.54
2.22
3.73
4.02
3.24


hsa-miR-512-3p
2.29
2.64
3.91
2.77
2.12
2.56
2.40
1.98
1.74
2.49
2.61
2.97
2.90
1.91
2.18
2.34
1.93
1.34
1.87
2.23


ambi-miR-7029
4.51
2.97
5.46
5.79
6.15
6.37
5.90
6.15
4.88
5.35
6.56
5.72
7.94
7.87
7.26
8.74
5.87
7.59
7.32
7.21


hsa-miR-491
3.87
3.97
4.64
3.76
4.50
4.26
4.71
4.20
5.15
4.34
4.09
4.04
3.75
3.53
3.81
4.19
3.96
3.95
4.39
3.97


hsa-miR-506
2.39
2.25
2.34
2.17
2.19
2.30
1.81
2.78
2.61
2.32
2.18
2.81
2.16
1.86
2.08
2.05
1.99
1.90
1.69
2.08


hsa-miR-514
1.82
1.35
1.05
1.59
0.99
1.22
0.66
2.36
1.28
1.37
0.67
1.65
1.10
1.81
1.67
1.41
1.59
1.50
1.41
1.42


hsa-miR-509
2.18
1.99
2.73
2.35
1.70
2.30
2.17
1.64
2.77
2.20
2.51
2.16
1.75
1.91
1.97
2.25
1.66
1.86
1.69
1.97


hsa-miR-508
1.67
1.90
1.48
2.58
1.70
1.97
1.00
1.34
1.63
1.70
1.90
1.45
2.07
1.81
1.39
1.41
1.49
1.61
1.95
1.68


hsa-miR-507
1.36
1.80
1.05
1.18
1.61
1.67
1.28
2.45
2.28
1.63
2.18
1.45
1.63
1.64
1.53
1.75
1.40
1.56
1.16
1.59


ambi-miR-7036
2.56
2.52
2.98
2.51
2.19
2.62
2.17
2.26
2.20
2.45
3.16
2.53
2.79
3.71
2.59
3.26
2.08
2.86
2.69
2.85


hsa-miR-193b
6.83
7.29
5.53
6.65
5.83
6.62
6.66
6.10
6.10
6.40
6.41
6.54
6.90
7.13
6.86
5.88
7.14
6.83
6.71
6.71


ambi-miR-7038-1
1.82
1.99
2.27
2.35
1.30
0.98
1.55
0.80
2.42
1.72
2.61
2.97
1.86
1.58
1.79
1.88
1.52
1.61
1.60
1.93


ambi-miR-7039
5.32
5.11
4.35
5.15
4.60
5.59
5.23
4.82
4.42
4.95
4.82
4.60
4.95
4.18
3.96
5.30
5.26
4.83
4.08
4.67


hsa-miR-488
2.29
1.11
1.96
1.72
2.04
1.33
1.55
2.65
1.63
1.81
2.61
1.04
1.75
1.81
1.73
1.88
1.79
1.81
1.74
1.79


hsa-miR-510
0.89
1.99
2.13
1.72
2.12
2.50
2.10
2.36
2.55
2.04
2.18
1.25
2.55
1.96
1.91
1.88
1.91
2.19
2.03
1.98


hsa-miR-517-AS
1.20
1.47
2.40
0.90
1.70
2.68
2.10
2.57
2.20
1.91
2.05
3.10
2.62
1.58
1.91
1.88
1.99
1.90
1.78
2.09


hsa-miR-518f-AS
1.82
2.17
1.05
1.85
0.89
1.45
1.96
1.98
2.28
1.72
1.57
2.29
1.50
1.64
1.53
1.69
1.59
1.61
1.65
1.67


hsa-miR-518c-AS
4.00
3.35
5.04
3.83
4.04
4.17
4.42
3.91
4.41
4.13
4.70
3.90
3.61
2.70
3.62
3.91
3.22
3.56
3.96
3.69


hsa-miR-526c
1.36
2.08
2.05
1.59
1.61
2.56
2.35
2.04
1.52
1.91
2.61
0.65
1.75
1.75
1.79
2.10
1.93
1.90
2.06
1.84


hsa-miR-526b
3.12
3.19
4.39
3.35
2.50
3.21
3.13
2.26
3.21
3.15
4.17
3.64
2.90
2.10
2.40
2.96
2.51
2.60
2.76
2.89


hsa-miR-520a-AS
2.07
0.88
1.37
1.59
1.09
1.45
1.73
1.85
1.28
1.48
2.30
2.16
1.50
1.39
1.53
1.41
1.59
1.50
1.74
1.68


hsa-miR-525
2.96
2.25
3.32
2.35
1.88
2.06
2.68
2.10
2.72
2.48
3.21
3.22
2.33
2.01
2.08
2.10
1.77
2.07
2.45
2.36


hsa-miR-524-AS
2.48
1.99
2.40
1.96
2.65
2.30
2.60
2.53
2.66
2.40
3.26
2.97
2.33
2.93
2.66
2.71
2.70
2.37
3.40
2.81


hsa-miR-520d-AS
1.52
1.69
2.13
2.71
2.45
1.45
2.55
2.68
2.35
2.17
2.05
1.25
1.86
1.86
1.85
1.34
1.79
1.99
2.27
1.81


hsa-miR-527
2.64
2.32
3.05
2.43
2.79
2.62
3.13
3.12
3.44
2.84
3.05
2.73
2.33
1.96
2.13
2.88
1.97
2.30
2.47
2.42


hsa-miR-515-5p
2.07
1.90
1.26
1.59
2.55
2.23
2.17
2.88
2.55
2.13
1.20
2.53
1.75
1.86
2.02
1.93
2.12
1.95
2.17
1.95


hsa-miR-519e-AS
2.29
2.08
2.27
1.85
1.70
2.68
1.96
1.92
2.42
2.13
2.51
2.89
1.75
1.58
2.08
2.25
2.08
2.26
2.24
2.18


ambi-miR-7054
1.67
1.90
1.37
2.17
1.97
1.78
2.50
1.79
2.03
1.91
1.39
2.42
1.24
1.75
1.97
1.69
1.56
1.39
1.16
1.62


ambi-miR-7055
2.39
2.25
2.46
2.51
1.30
3.07
2.40
2.36
2.49
2.36
2.51
3.10
2.55
2.06
2.23
2.54
2.27
1.95
2.53
2.41


hsa-miR-498
2.48
2.32
3.12
2.58
2.32
3.04
2.80
3.04
3.21
2.77
3.26
3.04
2.84
3.45
3.26
2.91
3.15
3.02
3.08
3.11


hsa-miR-513
4.35
3.86
5.44
4.32
5.08
5.10
5.44
4.44
5.39
4.83
5.04
4.04
3.98
3.78
4.63
4.80
4.19
4.59
5.11
4.46


ambi-miR-7058
6.76
6.61
6.25
6.32
5.95
5.66
5.98
6.04
5.87
6.16
6.48
6.18
6.56
6.55
6.01
6.94
6.04
5.90
6.47
6.35


ambi-miR-7059-1
1.36
1.23
1.58
1.96
1.61
1.67
1.37
2.26
1.52
1.62
1.74
0.84
1.63
1.69
1.73
1.41
1.79
1.76
1.83
1.60


hsa-miR-452
4.91
6.25
4.84
5.16
4.69
5.47
4.79
5.57
5.86
5.28
4.56
4.56
5.23
5.34
5.20
3.88
3.72
5.27
5.46
4.80


hsa-miR-493
1.04
2.25
1.78
1.72
2.26
2.50
1.09
2.72
2.82
2.02
2.41
1.84
1.97
2.01
2.84
1.20
2.88
2.55
2.27
2.22


ambi-miR-7062
3.87
3.43
3.35
2.35
2.98
2.96
3.43
2.82
3.49
3.19
2.69
2.89
2.41
2.68
2.55
2.38
2.50
2.23
2.42
2.53


hsa-miR-432
4.35
4.49
5.14
4.44
3.99
4.14
4.30
4.17
3.70
4.30
5.18
5.51
5.07
4.82
4.97
3.48
4.73
4.79
4.73
4.81


hsa-miR-495
2.78
3.23
3.32
3.31
3.36
3.21
2.91
3.52
3.91
3.28
4.15
4.28
4.29
4.97
4.89
3.57
4.45
4.94
4.88
4.49


hsa-miR-494
6.14
5.26
6.94
5.76
7.00
6.58
6.70
5.60
6.48
6.27
6.44
6.04
5.89
5.87
6.27
5.92
5.74
6.33
6.72
6.14


ambi-miR-7066
1.82
2.52
1.96
1.46
1.79
1.67
1.73
2.49
0.82
1.81
1.74
2.89
2.84
2.65
1.85
2.10
2.08
2.49
2.33
2.33


ambi-miR-7067
2.29
1.80
2.46
2.71
2.19
2.44
2.03
2.26
3.07
2.36
2.69
3.22
2.62
2.93
2.32
1.88
2.27
2.68
2.72
2.59


ambi-miR-7068-1
2.48
2.17
2.94
2.51
2.75
2.15
2.35
2.61
2.28
2.47
3.05
3.56
3.26
3.35
3.50
1.99
3.20
3.53
4.17
3.29


hsa-miR-496
1.82
1.11
1.05
1.32
0.70
1.56
2.29
2.36
1.16
1.49
1.74
0.48
2.25
1.69
1.60
2.15
1.66
1.66
2.14
1.71


ambi-miR-7070
2.29
3.05
2.05
2.83
3.46
3.49
2.73
3.97
2.61
2.94
3.63
4.36
4.26
4.79
5.22
3.18
4.54
5.14
4.80
4.44


hsa-miR-492
2.48
2.17
3.24
2.43
2.39
3.00
2.88
1.92
3.63
2.68
2.51
1.84
1.75
2.06
2.13
2.46
1.83
2.23
2.14
2.10


hsa-miR-490
2.07
1.99
1.37
1.72
2.32
2.06
1.96
1.98
1.74
1.92
2.30
2.01
0.61
1.46
1.53
2.10
1.68
1.61
1.60
1.66


hsa-miR-497
4.75
6.10
4.77
6.11
6.45
6.16
6.33
6.53
5.33
5.84
6.39
6.92
6.69
6.98
7.03
7.21
7.56
7.39
7.55
7.08


ambi-miR-7074
2.07
2.08
2.34
2.43
2.79
2.50
2.23
2.04
2.72
2.36
2.51
2.42
1.63
1.75
1.79
1.82
1.81
2.03
1.60
1.93


ambi-miR-7075
2.71
4.25
3.18
3.28
3.50
3.18
3.18
3.55
3.14
3.33
3.35
3.52
3.36
3.89
3.58
4.06
3.91
3.90
3.79
3.71


ambi-miR-7076
4.31
4.96
4.66
5.23
5.05
4.52
4.67
4.58
4.50
4.72
3.76
4.36
4.82
4.20
4.52
4.54
5.75
4.59
4.61
4.57


hsa-miR-501
3.41
3.16
3.32
3.16
2.55
2.44
1.96
2.40
2.82
2.80
2.51
2.53
2.62
2.15
2.23
1.93
3.59
1.95
1.55
2.34


hsa-miR-502
3.07
3.09
3.66
3.74
3.36
3.11
3.23
3.44
3.07
3.31
3.76
3.71
2.55
3.01
3.23
3.53
4.26
2.73
2.47
3.25


ambi-miR-7079
6.46
4.68
6.81
5.48
5.09
4.30
4.24
5.52
6.16
5.42
3.56
3.74
4.61
5.00
4.22
4.81
3.83
4.55
4.23
4.28


ambi-miR-7080
1.52
1.99
3.27
2.58
2.61
2.23
2.03
2.36
2.03
2.29
2.85
2.63
2.62
1.91
2.08
1.99
1.85
2.03
2.27
2.25


ambi-miR-7081
3.29
3.80
3.40
3.44
4.25
4.39
3.43
4.25
3.49
3.75
4.09
4.06
4.21
4.12
4.44
4.87
3.44
4.86
5.12
4.36


hsa-miR-202-AS
1.82
1.80
1.37
1.18
1.20
1.10
1.64
0.87
1.52
1.39
1.39
1.25
1.75
1.69
1.73
1.62
1.59
1.45
1.31
1.53


ambi-miR-7083
5.94
6.59
6.07
6.93
6.74
6.82
7.20
6.50
6.26
6.56
6.13
6.98
7.32
7.70
7.49
5.39
7.35
7.22
5.98
6.84


ambi-miR-7084
1.95
1.90
2.57
2.94
2.45
2.44
2.10
2.78
2.61
2.42
1.39
1.25
2.25
2.15
1.67
4.74
2.05
1.71
1.83
2.11


ambi-miR-7085
2.48
3.40
3.80
3.41
3.18
3.07
3.89
3.78
3.39
3.38
3.66
3.78
4.46
4.25
4.68
4.47
4.42
4.53
4.49
4.30


ambi-miR-7086
2.48
3.01
3.01
2.98
2.65
2.56
3.95
2.31
3.14
2.90
2.41
2.29
2.79
3.01
2.36
3.05
3.34
2.55
2.17
2.67


hsa-miR-512-5p
1.52
2.08
1.05
1.72
1.79
1.78
2.03
1.98
1.52
1.72
2.51
1.45
1.86
1.58
1.85
1.55
1.63
1.39
1.74
1.73


hsa-miR-504
2.18
1.99
1.69
0.90
1.88
2.30
2.29
2.45
1.63
1.92
2.51
1.84
1.63
2.49
2.08
2.34
2.14
2.40
2.47
2.21


ambi-miR-7089
2.39
2.52
2.13
2.07
2.12
2.56
2.35
2.82
1.74
2.30
2.30
2.01
1.63
1.91
1.97
2.20
1.97
2.23
2.14
2.04


hsa-miR-511
1.04
2.25
1.48
1.96
1.51
2.23
1.55
1.85
2.03
1.77
1.90
1.45
1.97
1.91
1.85
2.10
1.75
1.86
1.95
1.86


hsa-miR-452-AS
3.37
4.30
3.49
3.31
2.95
3.47
2.40
3.21
3.88
3.38
3.16
3.04
3.23
3.56
3.51
1.88
2.17
3.76
3.48
3.09


hsa-miR-503
6.07
5.02
5.05
5.78
5.41
5.69
5.88
5.52
5.14
5.51
5.08
6.08
6.41
5.88
5.92
5.20
6.03
6.02
5.92
5.84


hsa-miR-485-5p
2.56
2.89
3.49
2.83
3.11
3.39
3.66
2.99
3.39
3.15
3.52
2.97
3.07
2.97
3.06
3.03
3.06
3.51
3.73
3.21


hsa-miR-499
2.56
1.80
2.27
2.17
1.61
2.15
1.64
2.26
1.84
2.03
2.77
0.33
1.63
1.69
1.85
1.99
1.99
1.61
1.65
1.72


ambi-miR-7095
2.07
1.47
2.05
1.18
1.79
1.56
2.03
1.49
1.04
1.63
1.74
2.16
1.37
1.64
1.53
1.41
1.63
1.39
1.36
1.58


hsa-miR-505
3.77
4.03
4.05
4.41
3.81
4.25
3.49
4.57
2.95
3.93
4.25
4.50
4.49
5.06
4.96
4.67
5.23
4.93
4.58
4.74


ambi-miR-7097
2.39
2.32
1.78
1.72
2.32
2.30
2.50
2.65
3.18
2.35
1.90
2.16
1.75
2.46
2.44
2.64
2.87
2.07
2.76
2.34


ambi-miR-7098
2.18
2.08
0.84
1.18
1.61
1.67
1.46
1.42
1.84
1.59
1.74
0.84
1.75
2.01
1.73
2.29
2.03
2.03
2.06
1.83


hsa-miR-489
1.52
2.58
2.40
2.71
2.39
2.37
1.28
1.64
1.94
2.09
2.92
2.01
2.25
2.97
2.13
2.42
2.14
2.30
2.42
2.39


ambi-miR-7100
1.82
1.80
2.05
2.43
2.26
2.23
2.03
3.27
2.35
2.25
2.18
2.81
2.79
3.30
3.06
2.25
1.99
3.39
3.49
2.81


ambi-miR-7101
1.67
2.17
1.05
2.35
2.55
2.68
2.55
3.16
2.91
2.34
2.92
3.38
3.19
3.79
3.88
3.85
3.35
4.66
4.75
3.75


hsa-miR-432-AS
1.82
1.80
1.37
1.03
1.09
1.22
2.03
1.72
2.61
1.63
1.20
1.04
2.07
2.06
1.60
1.62
1.66
1.61
1.83
1.63


ambi-miR-7103
3.29
3.40
4.87
3.64
1.88
2.68
2.23
2.31
2.82
3.01
4.38
3.60
2.84
2.01
1.67
1.99
2.03
2.15
1.95
2.51


hsa-miR-500
4.22
4.88
4.38
4.76
4.80
4.35
4.34
4.34
3.77
4.43
4.32
4.18
4.40
4.44
4.45
4.93
6.00
4.45
4.38
4.62


ambi-miR-7105
4.76
5.03
4.83
5.00
5.21
4.83
4.85
5.24
5.08
4.98
4.09
4.01
4.52
5.15
4.92
4.88
5.07
4.94
4.98
4.73





TV, threshold value.


miRNAs > TV, miRNAs greater than threshold value.


%, Percentage of miRNAs greater than threshold value.













TABLE 8







miRNAs Differentially Expressed Among Normal Cervix (NCX), Normal Adjacent Cervical Tissue (NAT), and Cervical


Cancer (Ca) Samples





























Fold



Fold














Change
p-value
Flag*

Change
p-value
Flag*







ΔH
NCX
NCX
NCX
ΔH
NAT
NAT
NAT
ΔH







p-value
NCX −
vs
vs
vs
NAT −
vs
vs
vs
NAT −
Fold Change
p-value NAT
Flag* NAT


miRNA
Mean NCX
Mean NAT
Mean Ca
ANOVA
Ca
Ca
Ca
Ca
Ca
CA
Ca
Ca
NCX
NAT vs NCX
vs NCX
vs NCX


























hsa-let-7a
10.90
10.62
10.17
9.62E−06
0.73
2.08
8.59E−06
1
0.46
1.58
0.015243
1
−0.28
1.32
0.011975
1


hsa-let-7b
11.00
10.66
10.16
1.96E−05
0.84
2.32
2.34E−05
1
0.50
1.66
0.022416
1
−0.34
1.40
0.008776
1


hsa-let-7c
10.96
10.65
9.83
2.28E−08
1.13
3.10
9.89E−08
1
0.82
2.26
0.000541
1
−0.32
1.37
0.007383
1


hsa-let-7d
9.78
9.48
8.85
1.98E−06
0.93
2.54
2.43E−06
1
0.63
1.87
0.004004
1
−0.31
1.36
0.021385
0


hsa-let-7e
8.26
8.13
7.19
7.88E−10
1.07
2.93
 2.6E−10
1
0.94
2.56
4.62E−05
1
−0.13
1.14
0.216576
0


hsa-let-7f
8.64
8.44
7.70
7.56E−05
0.94
2.56
0.000101
1
0.74
2.10
0.003563
1
−0.20
1.22
0.243771
0


hsa-let-7g
8.71
8.23
7.51
2.67E−07
1.20
3.31
5.53E−07
1
0.71
2.04
0.004455
1
−0.48
1.62
0.002158
1


hsa-let-7i
8.68
8.42
8.16
2.82E−05
0.52
1.69
1.63E−05
1
0.26
1.30
0.061383
0
−0.27
1.30
0.004328
1


hsa-miR-1
5.45
5.11
2.27
5.36E−13
3.18
24.02
6.62E−11
1
2.85
17.22
7.99E−10
1
−0.33
1.39
0.242419
0


hsa-miR-100
9.26
8.86
7.10
8.34E−12
2.16
8.68
9.04E−11
1
1.76
5.80
1.21E−05
1
−0.40
1.50
0.008496
1


hsa-miR-101
4.47
4.00
2.94
3.89E−07
1.53
4.60
2.24E−07
1
1.06
2.89
0.000247
1
−0.46
1.59
0.06104
0


hsa-miR-106a
7.48
7.62
8.26
2.23E−07
−0.79
2.20
4.46E−07
1
−0.64
1.90
0.000669
1
0.14
1.16
0.11028
0


hsa-miR-106b
6.37
6.20
7.06
3.49E−08
−0.69
2.00
2.11E−07
1
−0.86
2.36
5.1E−06
1
−0.16
1.18
0.130659
0


hsa-miR-10a
7.07
6.53
6.20
0.014656
0.86
2.37
0.003802
1
0.33
1.39
0.398991
0
−0.54
1.71
0.060318
0


hsa-miR-10b
7.87
7.91
6.47
4.21E−07
1.40
4.06
2.12E−08
1
1.44
4.22
0.000167
1
0.04
1.04
0.86805
0


hsa-miR-124a
3.31
2.25
2.05
0.0003
1.26
3.51
0.001072
1
0.20
1.22
0.44417
0
−1.06
2.87
0.003334
1


hsa-miR-125a
8.95
8.98
7.77
2.96E−07
1.18
3.25
1.75E−06
1
1.21
3.35
7.62E−05
1
0.03
1.03
0.850416
0


hsa-miR-125b
10.34
10.18
8.80
1.1E−08
1.53
4.62
1.13E−07
1
1.38
3.96
0.000123
1
−0.16
1.17
0.22021
0


hsa-miR-126
9.43
9.67
8.50
1.01E−09
0.93
2.53
4.41E−08
1
1.17
3.22
7.44E−06
1
0.24
1.27
0.009991
1


hsa-miR-126-AS
5.34
5.27
3.84
1.6E−05
1.50
4.47
5.97E−06
1
1.42
4.14
0.00111
1
−0.07
1.08
0.783743
0


hsa-miR-127
4.34
4.27
3.18
0.000239
1.17
3.21
9.87E−05
1
1.09
2.98
0.004356
1
−0.08
1.08
0.766118
0


hsa-miR-130a
7.75
6.95
6.31
1.47E−09
1.45
4.24
1.19E−08
1
0.65
1.91
0.001093
1
−0.80
2.23
6.87E−05
1


hsa-miR-130b
4.71
4.67
5.51
9.52E−06
−0.80
2.22
1.47E−05
1
−0.84
2.31
0.001
1
−0.04
1.04
0.729348
0


hsa-miR-133a
7.18
6.93
4.35
1.06E−11
2.82
16.83
1.55E−10
1
2.58
13.13
1.14E−06
1
−0.25
1.28
0.29185
0


hsa-miR-134
4.92
4.38
3.27
8.32E−11
1.64
5.17
3.91E−11
1
1.11
3.03
6.43E−05
1
−0.54
1.71
0.0024
1


hsa-miR-135b
1.84
1.59
2.31
0.010775
−0.47
1.60
0.04138
1
−0.72
2.05
0.004128
1
−0.25
1.28
0.199291
0


hsa-miR-139
4.80
4.67
3.41
9.87E−05
1.39
4.03
0.000172
1
1.26
3.52
0.00143
1
−0.14
1.15
0.608109
0


hsa-miR-140
5.05
4.94
4.00
1.51E−05
1.05
2.86
1.43E−06
1
0.94
2.56
0.00383
1
−0.11
1.12
0.526241
0


hsa-miR-141
5.26
4.93
6.65
0.001274
−1.39
4.02
0.003113
1
−1.72
5.59
0.000753
1
−0.33
1.39
0.433299
0


hsa-miR-143
10.36
10.38
8.58
3.07E−10
1.78
5.94
2.09E−08
1
1.81
6.08
1.14E−05
1
0.02
1.02
0.840388
0


hsa-miR-145
11.03
11.06
9.57
5.05E−07
1.46
4.31
1.45E−06
1
1.49
4.46
0.000354
1
0.03
1.03
0.849024
0


hsa-miR-146a
5.83
5.87
6.61
0.00014
−0.78
2.18
0.0001
1
−0.74
2.10
0.003667
1
0.04
1.04
0.798434
0


hsa-miR-149
3.99
4.44
3.85
0.011345
0.14
1.15
0.43343
0
0.59
1.80
0.030786
1
0.45
1.57
0.001649
1


hsa-miR-150
6.02
6.68
6.94
0.002355
−0.92
2.50
0.002482
1
−0.26
1.30
0.492727
0
0.65
1.92
0.000498
1


hsa-miR-152
7.02
7.02
6.24
6.51E−06
0.78
2.18
7.42E−06
1
0.78
2.18
0.001101
1
0.00
1.00
0.989967
0


hsa-miR-153
2.47
2.10
2.11
0.001355
0.36
1.43
0.002775
1
−0.01
1.01
0.911482
0
−0.37
1.45
0.003765
1


hsa-miR-154
4.91
4.45
3.19
7.78E−08
1.72
5.57
2.22E−08
1
1.26
3.52
0.000932
1
−0.46
1.58
0.036815
0


hsa-miR-155
5.41
5.55
6.98
3.45E−09
−1.57
4.80
 5.3E−09
1
−1.43
4.20
6.31E−05
1
0.13
1.14
0.386352
0


hsa-miR-15b
6.84
7.33
8.17
1.18E−10
−1.33
3.78
2.77E−10
1
−0.84
2.31
0.000359
1
0.49
1.63
9.76E−05
1


hsa-miR-16
9.68
9.80
10.12
3.65E−05
−0.44
1.55
1.17E−05
1
−0.32
1.38
0.012464
1
0.11
1.12
0.106486
0


hsa-miR-17-5p
7.38
7.40
8.09
6.01E−07
−0.71
2.03
1.46E−06
1
−0.69
1.99
0.000675
1
0.02
1.02
0.79936
0


hsa-miR-18a
4.14
4.05
5.46
1.34E−06
−1.32
3.76
7.94E−07
1
−1.41
4.11
9.49E−05
1
−0.09
1.09
0.699746
0


hsa-miR-181a
6.74
7.03
7.22
0.000501
−0.48
1.62
0.000357
1
−0.18
1.20
0.130289
0
0.30
1.35
0.018762
0


hsa-miR-181b
5.96
5.78
6.39
0.000244
−0.43
1.54
0.001442
1
−0.61
1.83
0.000709
1
−0.18
1.19
0.129553
0


hsa-miR-182
4.49
4.65
6.32
1.93E−06
−1.83
6.23
7.24E−07
1
−1.67
5.31
4.7E−05
1
0.16
1.17
0.640337
0


hsa-miR-183
2.50
3.18
4.74
3.9E−09
−2.23
9.33
3.79E−08
1
−1.55
4.72
9.87E−08
1
0.68
1.98
0.0264
0


hsa-miR-185
5.46
5.68
6.13
5.8E−05
−0.67
1.96
3.58E−05
1
−0.45
1.56
0.010668
1
0.23
1.25
0.07405
0


hsa-miR-186
4.23
4.13
3.39
0.000738
0.84
2.31
0.000532
1
0.74
2.09
0.003986
1
−0.10
1.10
0.625592
0


hsa-miR-187
5.26
2.70
3.71
4.56E−08
1.55
4.71
7.52E−05
1
−1.01
2.75
0.033105
1
−2.56
12.95
4.22E−08
1


hsa-miR-189
4.39
4.26
3.52
5.45E−05
0.87
2.40
2.18E−06
1
0.74
2.09
0.00377
1
−0.14
1.15
0.464329
0


hsa-miR-190
1.68
1.45
1.16
0.010554
0.52
1.68
0.002674
1
0.29
1.34
0.13868
0
−0.22
1.25
0.175009
0


hsa-miR-192
4.44
3.88
4.14
0.009286
0.31
1.36
0.079731
0
−0.26
1.29
0.236471
0
−0.56
1.76
0.00339
1


hsa-miR-195
9.22
8.80
7.17
2.02E−12
2.05
7.78
2.68E−11
1
1.63
5.08
1.02E−05
1
−0.43
1.53
0.001786
1


hsa-miR-196b
6.59
5.66
5.08
0.000192
1.50
4.49
1.84E−10
1
0.58
1.78
0.261415
0
−0.92
2.52
0.018425
0


hsa-miR-199a
8.64
8.32
7.82
0.000102
0.82
2.28
9.89E−05
1
0.50
1.65
0.024973
1
−0.32
1.38
0.032228
0


hsa-miR-199a-AS
8.86
8.66
7.96
9.7E−06
0.90
2.45
6.36E−06
1
0.70
2.01
0.002385
1
−0.20
1.22
0.175687
0


hsa-miR-199b
6.77
6.43
5.40
9.98E−05
1.37
3.92
1.74E−05
1
1.03
2.79
0.015601
1
−0.34
1.40
0.180953
0


hsa-miR-20a
6.38
6.42
6.83
0.006239
−0.45
1.57
0.0021
1
−0.41
1.51
0.032556
1
0.04
1.04
0.763735
0


hsa-miR-200a
5.97
5.14
6.61
0.004995
−0.64
1.89
0.089772
0
−1.47
4.36
0.001268
1
−0.83
2.30
0.046462
0


hsa-miR-200b
6.92
6.91
8.09
0.003739
−1.17
3.23
0.0013
1
−1.18
3.25
0.006012
1
0.00
1.00
0.991458
0


hsa-miR-200c
7.79
8.11
9.35
0.000193
−1.56
4.76
6.48E−05
1
−1.24
3.44
0.003982
1
0.33
1.38
0.355729
0


hsa-miR-203
6.86
8.38
8.60
0.008118
−1.74
5.69
0.002106
1
−0.22
1.24
0.743944
0
1.52
4.57
0.033847
0


hsa-miR-204
4.99
4.49
2.38
6.34E−11
2.61
13.56
1.66E−09
1
2.11
8.24
5.19E−08
1
−0.50
1.65
0.075662
0


hsa-miR-205
7.72
8.93
10.98
3.09E−05
−3.26
25.94
1.01E−07
1
−2.04
7.72
0.015248
1
1.21
3.36
0.092096
0


hsa-miR-21
9.11
9.65
10.88
1.53E−11
−1.77
5.88
4.43E−11
1
−1.22
3.40
6.23E−06
1
0.55
1.73
0.002685
1


hsa-miR-210
5.53
5.85
6.39
0.014084
−0.86
2.36
0.003763
1
−0.53
1.70
0.144968
0
0.33
1.39
0.216869
0


hsa-miR-214
8.24
8.01
7.34
5.35E−06
0.90
2.46
7.58E−06
1
0.67
1.96
0.003073
1
−0.23
1.26
0.075271
0


hsa-miR-215
2.00
2.86
2.49
1.77E−05
−0.48
1.62
0.00393
1
0.37
1.45
0.037795
0
0.85
2.35
3.25E−05
1


hsa-miR-218
5.63
5.58
3.59
1.77E−12
2.04
7.69
3.17E−11
1
1.99
7.28
1.83E−07
1
−0.05
1.06
0.749189
0


hsa-miR-223
6.18
6.64
7.43
0.000137
−1.25
3.48
4.46E−05
1
−0.79
2.20
0.039494
0
0.46
1.58
0.042502
0


hsa-miR-224
5.61
6.21
7.44
5.01E−08
−1.83
6.23
8.13E−09
1
−1.23
3.42
0.001657
1
0.60
1.82
0.0117
1


hsa-miR-23b
9.91
10.04
9.58
0.001341
0.33
1.39
0.003883
1
0.46
1.59
0.002108
1
0.13
1.14
0.219651
0


hsa-miR-24
9.80
9.81
9.48
0.00332
0.31
1.37
0.00341
1
0.33
1.39
0.023963
1
0.01
1.01
0.858987
0


hsa-miR-25
6.57
6.66
7.14
8E−06
−0.58
1.78
8.04E−07
1
−0.48
1.62
0.002677
1
0.10
1.10
0.319939
0


hsa-miR-26a
10.84
10.67
9.91
2.64E−08
0.92
2.52
1.04E−08
1
0.76
2.13
0.000163
1
−0.17
1.18
0.148275
0


hsa-miR-26b
7.64
7.31
6.13
1.55E−08
1.51
4.52
7.59E−08
1
1.18
3.24
6.76E−06
1
−0.33
1.39
0.096304
0


hsa-miR-27b
9.21
9.25
8.41
9.19E−07
0.80
2.23
2.57E−06
1
0.85
2.33
0.000295
1
0.05
1.05
0.654817
0


hsa-miR-28
6.02
6.01
5.22
3.73E−08
0.80
2.22
9.8E−08
1
0.79
2.20
6.33E−06
1
−0.01
1.01
0.929022
0


hsa-miR-296
2.66
3.27
3.19
0.010234
−0.53
1.70
0.028655
1
0.08
1.09
0.78112
0
0.61
1.85
0.00053
1


hsa-miR-299-5p
4.76
4.39
2.99
1.64E−09
1.77
5.87
2.08E−09
1
1.40
4.07
0.000139
1
−0.37
1.44
0.032411
0


hsa-miR-29a
9.42
9.01
8.30
6.59E−08
1.12
3.08
2.39E−08
1
0.71
2.03
0.001787
1
−0.42
1.51
0.007002
1


hsa-miR-29b
6.89
6.10
5.72
0.000374
1.16
3.20
0.000258
1
0.37
1.45
0.284654
0
−0.79
2.21
0.004827
1


hsa-miR-29c
6.80
6.02
5.24
3.71E−05
1.55
4.72
3.51E−05
1
0.78
2.18
0.046282
0
−0.77
2.17
0.006631
1


hsa-miR-302d
2.07
1.60
1.65
0.020075
0.42
1.52
0.034949
1
−0.05
1.05
0.775881
0
−0.47
1.60
0.025228
0


hsa-miR-30a-3p
4.10
4.13
2.84
7.16E−08
1.26
3.52
1.77E−08
1
1.29
3.62
6.36E−05
1
0.03
1.03
0.876348
0


hsa-miR-30a-5p
8.11
8.00
7.45
3.12E−05
0.66
1.93
7.15E−06
1
0.54
1.72
0.001615
1
−0.11
1.12
0.388696
0


hsa-miR-30b
7.26
7.22
6.56
0.003418
0.70
2.02
0.002078
1
0.67
1.95
0.003136
1
−0.03
1.03
0.879898
0


hsa-miR-30d
8.17
8.03
7.53
8.99E−05
0.64
1.89
2.07E−05
1
0.50
1.64
0.012288
1
−0.14
1.15
0.222424
0


hsa-miR-31
6.98
7.45
8.85
2.3E−05
−1.88
6.52
5.22E−07
1
−1.40
4.06
0.006742
1
0.47
1.61
0.197151
0


hsa-miR-320
8.37
8.28
7.72
7.6E−05
0.65
1.92
2.42E−05
1
0.56
1.76
0.009972
1
−0.09
1.10
0.394436
0


hsa-miR-324-3p
5.71
5.98
5.55
0.001082
0.17
1.18
0.108804
0
0.43
1.54
0.000209
1
0.26
1.30
0.009605
1


hsa-miR-328
3.79
3.95
3.09
0.000914
0.70
2.01
0.001159
1
0.86
2.36
0.00282
1
0.16
1.17
0.415978
0


hsa-miR-330
2.77
2.81
3.47
0.002538
−0.70
2.01
0.002491
1
−0.66
1.94
0.031868
1
0.04
1.04
0.771205
0


hsa-miR-335
4.70
4.08
3.37
2.17E−06
1.33
3.80
1.39E−07
1
0.71
2.03
0.017404
1
−0.63
1.87
0.009017
1


hsa-miR-339
5.05
5.32
5.48
0.003199
−0.43
1.54
0.002785
1
−0.17
1.18
0.21493
0
0.26
1.30
0.029979
0


hsa-miR-34a
7.48
6.86
7.20
0.004662
0.28
1.32
0.130504
0
−0.34
1.41
0.179225
0
−0.62
1.86
0.000113
1


hsa-miR-361
6.99
6.80
6.46
0.001312
0.53
1.71
0.000413
1
0.35
1.41
0.076527
0
−0.19
1.21
0.092505
0


hsa-miR-365
3.41
3.87
3.29
0.009438
0.11
1.12
0.47858
0
0.57
1.77
0.003141
1
0.46
1.58
0.021064
0


hsa-miR-368
6.97
6.28
4.51
8.88E−11
2.47
11.77
8.13E−11
1
1.78
5.90
9.85E−05
1
−0.69
1.99
0.002487
1


hsa-miR-370
4.69
5.28
5.16
0.001678
−0.47
1.60
0.004143
1
0.12
1.12
0.590414
0
0.59
1.80
0.001394
1


hsa-miR-371
1.75
1.23
1.51
0.010158
0.24
1.27
0.13033
0
−0.27
1.31
0.115045
0
−0.51
1.67
0.006384
1


hsa-miR-373-AS
3.41
4.23
4.09
9.34E−06
−0.69
1.99
0.000251
1
0.14
1.15
0.495744
0
0.83
2.28
7.1E−06
1


hsa-miR-376a
5.17
4.71
3.09
5.15E−08
2.08
8.02
3.55E−08
1
1.62
5.05
0.000269
1
−0.46
1.59
0.082456
0


hsa-miR-377
3.49
3.10
2.24
2.03E−05
1.25
3.50
1.55E−07
1
0.86
2.37
0.008208
1
−0.39
1.48
0.132348
0


hsa-miR-379
5.46
5.16
4.75
4.95E−05
0.71
2.02
1.08E−05
1
0.40
1.50
0.029153
1
−0.30
1.35
0.031118
0


hsa-miR-381
4.38
4.24
3.20
1.71E−07
1.18
3.26
 2.2E−08
1
1.04
2.83
9.54E−05
1
−0.14
1.15
0.436383
0


hsa-miR-382
4.36
4.40
3.50
9.8E−05
0.87
2.38
  2E−05
1
0.90
2.46
0.000964
1
0.03
1.04
0.866807
0


hsa-miR-423
6.19
6.32
6.60
0.002864
−0.41
1.51
0.000542
1
−0.28
1.32
0.04673
0
0.13
1.14
0.254892
0


hsa-miR-424
5.71
5.02
3.77
6.19E−07
1.94
6.99
7.46E−07
1
1.25
3.51
0.000778
1
−0.69
1.99
0.025304
0


hsa-miR-429
4.49
4.05
5.45
0.00259
−0.96
2.60
0.006491
1
−1.40
4.04
0.001464
1
−0.44
1.55
0.230225
0


hsa-miR-450
2.65
2.33
1.86
0.00018
0.79
2.20
0.000259
1
0.47
1.60
0.01585
1
−0.32
1.38
0.045827
0


hsa-miR-92
7.13
7.28
7.60
0.001184
−0.48
1.61
0.00055
1
−0.32
1.38
0.039582
0
0.16
1.17
0.149912
0


hsa-miR-93
6.83
7.17
8.00
3.58E−11
−1.18
3.24
5.61E−10
1
−0.83
2.30
3.24E−05
1
0.34
1.41
0.000628
1


hsa-miR-95
3.32
3.98
3.85
5.6E−05
−0.53
1.69
0.000188
1
0.13
1.14
0.525755
0
0.66
1.93
2.37E−05
1


hsa-miR-98
5.66
5.67
5.07
0.000297
0.59
1.80
0.000841
1
0.60
1.83
0.003268
1
0.02
1.02
0.877474
0


hsa-miR-99a
10.12
9.54
7.77
4.93E−12
2.35
10.50
1.71E−10
1
1.77
5.88
2.55E−05
1
−0.58
1.79
6.91E−05
1


hsa-miR-99b
7.37
7.22
6.30
3.06E−09
1.07
2.93
3.19E−09
1
0.92
2.52
5.67E−05
1
−0.15
1.16
0.19189
0


hsa-miR-520d
1.94
2.02
2.44
0.020504
−0.50
1.64
0.004272
1
−0.41
1.51
0.081113
0
0.08
1.09
0.615708
0


hsa-miR-518b
1.66
1.86
2.29
0.00531
−0.62
1.86
0.00214
1
−0.43
1.53
0.040292
0
0.20
1.22
0.283243
0


ambi-miR-7029
6.99
7.21
5.35
8.66E−05
1.64
5.14
9.18E−05
1
1.85
6.38
0.00165
1
0.22
1.24
0.520839
0


hsa-miR-491
3.91
3.97
4.34
0.01061
−0.43
1.54
0.007043
1
−0.37
1.45
0.04579
0
0.06
1.06
0.620906
0


hsa-miR-515-5p
1.55
1.95
2.13
0.00377
−0.59
1.80
0.002857
1
−0.19
1.20
0.379519
0
0.40
1.49
0.015358
0


hsa-miR-498
2.21
3.11
2.77
1.72E−06
−0.56
1.75
0.002128
1
0.35
1.41
0.019316
1
0.90
2.47
2.16E−06
1


ambi-miR-7062
2.46
2.53
3.19
6.18E−05
−0.73
2.08
0.000163
1
−0.66
1.93
0.001036
1
0.07
1.07
0.580049
0


hsa-miR-432
4.88
4.81
4.30
0.005479
0.58
1.78
0.000437
1
0.51
1.66
0.041701
0
−0.07
1.07
0.679418
0


hsa-miR-495
4.65
4.49
3.28
1.05E−08
1.37
3.93
9.65E−09
1
1.21
3.34
1.12E−05
1
−0.16
1.18
0.371675
0


ambi-miR-7066
2.55
2.33
1.81
0.000726
0.75
2.11
0.000283
1
0.53
1.69
0.030487
1
−0.22
1.25
0.172483
0


ambi-miR-7068-1
3.03
3.29
2.47
0.000142
0.56
1.75
2.03E−05
1
0.82
2.27
0.001419
1
0.26
1.30
0.131392
0


ambi-miR-7070
4.44
4.44
2.94
2.73E−07
1.50
4.47
1.38E−07
1
1.50
4.46
0.000157
1
0.00
1.00
0.99131
0


hsa-miR-492
1.87
2.10
2.68
0.001236
−0.81
2.24
0.001266
1
−0.58
1.78
0.011987
1
0.23
1.26
0.226341
0


hsa-miR-497
7.69
7.08
5.84
3.75E−10
1.85
6.34
2.85E−09
1
1.24
3.46
0.00027
1
−0.61
1.83
0.000215
1


ambi-miR-7074
1.91
1.93
2.36
0.00895
−0.45
1.56
0.004949
1
−0.43
1.53
0.008942
1
0.02
1.02
0.905055
0


ambi-miR-7075
3.92
3.71
3.33
0.000198
0.59
1.81
0.000132
1
0.38
1.46
0.036183
1
−0.22
1.24
0.043131
0


hsa-miR-501
2.19
2.34
2.80
0.013752
−0.61
1.84
0.002164
1
−0.46
1.59
0.087541
0
0.15
1.16
0.449912
0


ambi-miR-7079
4.12
4.28
5.42
0.000812
−1.29
3.64
0.000998
1
−1.13
3.10
0.005324
1
0.16
1.17
0.580437
0


ambi-miR-7083
7.53
6.84
6.56
0.00091
0.97
2.62
9.45E−05
1
0.28
1.32
0.37084
0
−0.69
1.99
0.016519
0


ambi-miR-7085
4.35
4.30
3.38
4.31E−06
0.97
2.65
1.04E−05
1
0.93
2.52
0.000151
1
−0.05
1.05
0.763632
0


hsa-miR-505
4.67
4.74
3.93
4.47E−05
0.74
2.09
0.000142
1
0.81
2.26
0.000753
1
0.08
1.08
0.577705
0


ambi-miR-7100
3.24
2.81
2.25
5.49E−05
0.99
2.69
7.78E−06
1
0.56
1.75
0.031741
1
−0.43
1.54
0.034031
0


ambi-miR-7101
4.10
3.75
2.34
8.71E−08
1.76
5.81
6.71E−08
1
1.41
4.09
0.000245
1
−0.35
1.42
0.129315
0





*Significant differential expression is indicated by a Flag = 1






The inventors identified 107 human miRNAs (96 hsa-miRNAs and 11 ambi-miRNAs) whose average expression levels were significantly different between the nine squamous cell carcinomas (Ca) and the nine samples from adjacent normal regions of the cervixes (NAT) in the same patients (Table 8, Flag (NAT vs Ca)=1). Among these miRNAs, 53 were down-regulated (AH(NAT-Ca)>0.69), and 21 were up-regulated (AH(NAT-Ca)<−0.69) by at least 2-fold in Ca samples, when compared to their expression in NAT samples (Fold Change NAT vs Ca≧2.0). Eleven miRNAs (hsa-miR-1, -133a, -204, -218, -143, -368, -99a, -100, -195, -376a, and ambi-miR-7029) were down-regulated by more than 5-fold in Ca samples versus NAT samples (AH(NAT-Ca)>1.6). Three miRNAs (hsa-miR-205, -141, and -182) were up-regulated more than 5-fold in Ca samples versus NAT samples (AH(NAT-Ca)<−1.6).
The inventors identified 133 human miRNAs (121 hsa-miRNAs and 12 ambi-miRNAs) whose average expression levels were significantly different between the nine cervical tumor samples (Ca) and the sixteen normal cervical samples (NCX) (Table 8, Flag (NCX vs Ca)=1). Among these miRNAs, 70 were down-regulated (ΔH(NCX-Ca)>0.69) and 27 were up-regulated (ΔH(NCX-Ca)<−0.69), by at least 2-fold in Ca samples, when compared to their expression in NCX samples (Fold Change NCX vs Ca ≧2.0). Seventeen miRNAs (hsa-miR-1, -133a, -204, -368, -99a, -100, -376a, -195, -218, -424, -497, -143, -299-5p, -154, -134, and ambi-miR-7101 and -7029) were down-regulated by more than 5-fold in Ca samples versus NCX samples (ΔH(NCX-Ca)>1.6). Seven miRNAs (hsa-miR-205, -183, -31, -224, -182, -21, and -203) were up-regulated more than 5-fold in Ca samples versus NCX sample (ΔH(NCX-Ca)<−1.6).
Overall, 103 human miRNAs were significantly differentially expressed between the cancer samples (Ca) and both the normal cervix samples (NCX) and the normal adjacent tissue samples (NAT). Thirty human miRNAs were significantly differentially expressed between Ca and NCX samples that were not significantly differentially expressed between Ca and NAT samples. Four distinct human miRNAs were significantly differentially expressed between Ca and NAT samples that were not significantly differentially expressed between Ca and NCX samples.
Unsupervised hierarchical clustering analysis (as determined by ANOVA) on the global miRNA expression in the 34 samples (16 NCX, 9 Ca, and 9 NAT) showed a clear segregation of the cancer samples away from the two normal tissue sample groups. Additional clustering and principal component analyses on all expressed miRNAs also showed clear segregation of the cancer samples from the two normal tissue sample groups. Similar results were obtained for principal component analysis of the miRNAs that were differentially expressed among the three groups.
The data described in this example demonstrate that miRNA expression analysis can be used to distinguish a cancerous cervical tissue sample from a normal, non-cancerous cervical tissue sample. The inventors have shown that specific miRNAs are differentially expressed (up-regulated or down-regulated) in cancerous cervical tissue as opposed to normal cervical tissues. Comparing the expression levels of these specific miRNAs in a cervical tissue sample that is suspected of being cancerous with their expression levels in a reference non-cancerous cervical tissue sample can indicate whether or not the suspect tissue sample is cancerous.
Example 4
23 miRNA Biomarkers for Cervical Squamous Cell Carcinoma
Microarray profiling of cervical squamous cell carcinomas and normal primary tissues, using the microarrays described in Example 2, identified 103 mis-regulated (differentially expressed) miRNAs between the cervical cancer samples and both normal sample types (Table 8). The inventors identified 23 miRNAs that were differentially expressed, with at least a 5-fold change, between the Ca and NCX or NAT samples and a p-value<0.0001. These 23 miRNAs whose expression is significantly affected in cervical cancer represent novel biomarkers and therapeutic targets for cervical squamous cell carcinoma. Their identity and associated array data are summarized in Table 9.







TABLE 9







Top 23 miRNAs Identified on mirVana TM miRNA Bioarrays V1 (Ambion) as


Differentially Expressed in Cervical Squamous Cell Carcinoma.





















Fold


Fold








Change
p-value

Change
p-value






ΔH
NCX
NCX
ΔH
NAT
NAT



Mean
Mean
Mean
NCX −
vs
vs
NAT −
vs
vs


miRNA
NCX
NAT
Ca
Ca
Ca
Ca
Ca
CA
Ca



















hsa-miR-1
5.45
5.11
2.27
3.18
24.02
6.62E−11
2.85
17.22
7.99E−10


hsa-miR-100
9.26
8.86
7.10
2.16
8.68
9.04E−11
1.76
5.80
1.21E−05


hsa-miR-133a
7.18
6.93
4.35
2.82
16.83
1.55E−10
2.58
13.13
1.14E−06


hsa-miR-134
4.92
4.38
3.27
1.64
5.17
3.91E−11
1.11
3.03
6.43E−05


hsa-miR-143
10.36
10.38
8.58
1.78
5.94
2.09E−08
1.81
6.08
1.14E−05


hsa-miR-154
4.91
4.45
3.19
1.72
5.57
2.22E−08
1.26
3.52
0.000932


hsa-miR-182
4.49
4.65
6.32
−1.83
6.23
7.24E−07
−1.67
5.31
 4.7E−05


hsa-miR-183
2.50
3.18
4.74
−2.23
9.33
3.79E−08
−1.55
4.72
9.87E−08


hsa-miR-195
9.22
8.80
7.17
2.05
7.78
2.68E−11
1.63
5.08
1.02E−05


hsa-miR-204
4.99
4.49
2.38
2.61
13.56
1.66E−09
2.11
8.24
5.19E−08


hsa-miR-205
7.72
8.93
10.98
−3.26
25.94
1.01E−07
−2.04
7.72
0.015248


hsa-miR-21
9.11
9.65
10.88
−1.77
5.88
4.43E−11
−1.22
3.40
6.23E−06


hsa-miR-218
5.63
5.58
3.59
2.04
7.69
3.17E−11
1.99
7.28
1.83E−07


hsa-miR-224
5.61
6.21
7.44
−1.83
6.23
8.13E−09
−1.23
3.42
0.001657


hsa-miR-299-5p
4.76
4.39
2.99
1.77
5.87
2.08E−09
1.40
4.07
0.000139


hsa-miR-31
6.98
7.45
8.85
−1.88
6.52
5.22E−07
−1.40
4.06
0.006742


hsa-miR-368
6.97
6.28
4.51
2.47
11.77
8.13E−11
1.78
5.90
9.85E−05


hsa-miR-376a
5.17
4.71
3.09
2.08
8.02
3.55E−08
1.62
5.05
0.000269


hsa-miR-424
5.71
5.02
3.77
1.94
6.99
7.46E−07
1.25
3.51
0.000778


hsa-miR-99a
10.12
9.54
7.77
2.35
10.50
1.71E−10
1.77
5.88
2.55E−05


ambi-miR-7029
6.99
7.21
5.35
1.64
5.14
9.18E−05
1.85
6.38
0.00165


hsa-miR-497
7.69
7.08
5.84
1.85
6.34
2.85E−09
1.24
3.46
0.00027


ambi-miR-7101
4.10
3.75
2.34
1.76
5.81
6.71E−08
1.41
4.09
0.000245









Example 5
Microarray Data Validation by qRT-PCR
To verify array data, the inventors performed real-time qRT-PCR reactions for 12 of the top 23 miRNAs in Table 9 with very distinct expression patterns between cervical squamous cell carcinomas (Ca) and normal adjacent tissues (NAT) or normal cervix (NCX) samples (hsa-miR-1, -15b, -133a, -143, -205, -21, -204, -195, -100, -99a, -368, and -183) and one miRNA with no significant change (hsa-miR-16), which was used for normalization. qRT-PCR reactions were performed using TaqMan® MicroRNA Assays (Applied Biosystems; Foster City, Calif., USA) according to the manufacturer's instructions. Reactions included 15 ng of total RNA per reaction and were incubated in the 7900HT Fast Real-Time PCR System (Applied Biosystems). Initial data analysis was done using the 7500 Fast System SDS 2.3 software. The inventors analyzed the 34 samples previously profiled (16 NCX and 9 paired Ca and NAT samples).
As illustrated in FIGS. 2A-2B, the relative variations of miRNA expression levels were very similar for qRT-PCR and array data. All 34 samples showed the expected miRNA expression patterns characteristic of normal cervix, normal adjacent tissue and squamous cell carcinoma, thus validating the array data. This was further confirmed after performing pair wise comparisons between qRT-PCR and array data for each paired Ca-NAT sample.
Example 6
miRNA Expression in Precancerous Cervical Squamous Intraepithelial Lesions
The inventors sought to determine if the top 23 misregulated miRNAs in cervical cancer (Table 9) could distinguish precancerous cervical squamous epithelial lesions from normal cervical samples. The inventors evaluated miRNA expression in three cervical squamous intraepithelial lesions (SILs) (also known as cervical intraepithelial neoplasias, CINs) (Table 10). Pathological analysis classified two lesions (SIL1, SIL2) as low grade (LSIL) and one (SIL3) as high grade (HSIL).







TABLE 10







Histology and HPV (Human Papillomavirus) Status for Three


Cervical Cancer Precursor Lesions.
















Histological







Diagnosis






(Richart et
HPV 16/18


Sample ID
Age
Race
Diagnosis
al., 1967)
Status





SIL1
36
Caucasian
CIN
CIN I-II
not available


SIL2
30
Caucasian
CIN
CIN I-II
not available


SIL3
25
Caucasian
CIN
CIN III
not available





CIN, cervical intraepithelial neoplasia.






miRNA expression analysis was carried out as described in Example 2, except that 7 μg of total RNA from each SIL sample were hybridized to the arrays. To avoid introducing a bias due to the differences in the mass input amounts for array analysis of the various samples (SIL, NCX, Ca, NAT) the inventors used the non parametric “rank product” method (Breitling et al., 2004) for identifying differentially expressed genes. Rank Product (RP) uses fold-change to assign ranks for all features in a dataset, providing reliable and sensitive results. Importantly, RP does not depend on the variance calculation for every gene and therefore is powerful when a small number of replicates is available. The robustness of this method has been demonstrated in previous studies where the list of genes generated from RP and a Student's T-test at a false discovery rate-corrected p-value of 5% were found in agreement (Breitling et al., 2004).
Using the RP method, 29 human miRNAs were identified as the most differentially expressed miRNAs between the SILs and the sixteen normal cervix samples, based on the rank value and an estimated percentage of false positive (PFP) of 5%. (Table 11). Among those, 15 miRNAs were down-regulated (Table 11, FC (NCX/SIL)>1) and 14 miRNAs were up-regulated in SILs (Table 11, FC(SIL/NCX)>1) compared to NCX. Interestingly, 11 out of the 15 miRNAs down-regulated in SILs were among the miRNAs down-regulated by at least 2-fold in Ca versus NCX (miR-1, -133a, -187, -204, -145, -143, -125a, -376a, -505, -100, and -99a). It is also noteworthy that miR-1, which is the most significantly down-regulated miRNA in the cervical cancers of our series, was also the most down-regulated miRNA in SILs. Among the 14 miRNAs up-regulated in SILs compared to the normal cervix samples, eight miRNAs (miR-141, -205, -146a, -200b, -182, -203, -21, and -31) were also up-regulated by at least 2-fold in the Ca samples compared to NCX samples. The presence of numerous identical miRNAs differentially expressed between Ca and NCX samples and between SIL and NCX samples, suggests that misregulation of these miRNAs is likely an early event in cervical tumorigenesis.







TABLE 11







miRNAs Differentially Expressed Between Squamous Intraepithelial


Lesions (SILs) and Normal Cervix (NCX) Samples.











miRNA
RP/Rsum

pfp
P value
















FC (NCX/SIL)




hsa-miR-1
1.7496
29.1
0
0


hsa-miR-133a
2.1106
25.6
0
0


hsa-miR-124a
10.0096
7.0
0
0


hsa-miR-187
12.0012
6.0
0
0


hsa-miR-204
13.9261
5.5
0
0


hsa-miR-145
16.6001
4.8
0
0


hsa-miR-143
18.1237
4.4
0
0


hsa-miR-325
24.6184
3.8
0.001
0


hsa-miR-500
24.6936
3.9
9.00E−04
0


hsa-miR-196a
28.1128
3.8
0.0025
1.00E−04


hsa-miR-125a
31.4805
3.4
0.0062
2.00E−04


hsa-miR-376a
34.1794
3.3
0.0093
3.00E−04


hsa-miR-505
37.0398
3.1
0.015
6.00E−04


hsa-miR-100
38.4455
3.2
0.0171
8.00E−04


hsa-miR-99a
42.0798
3.0
0.0258
0.0013




FC (SIL/NCX)


hsa-miR-141
5.8787
9.2
0
0


hsa-miR-200a
6.0647
8.9
0
0


ambi-miR-7029
7.5704
7.3
0
0


hsa-miR-223
8.9032
6.9
0
0


hsa-miR-205
9.544
7.1
0
0


hsa-miR-146a
10.4209
6.0
0
0


hsa-miR-429
12.5128
6.1
0.0025
1.00E−04


hsa-miR-200b
13.589
6.0
0.0044
1.00E−04


hsa-miR-182
16.8691
5.0
0.012
3.00E−04


hsa-miR-142-5p
18.1534
4.2
0.0155
4.00E−04


hsa-miR-203
18.208
3.7
0.0142
4.00E−04


hsa-miR-21
21.2961
4.0
0.0238
8.00E−04


hsa-miR-31
21.4027
4.0
0.0229
8.00E−04


hsa-miR-513
21.8734
3.7
0.0253
0.001





RP/Rsum, Computed Rank Product/Sum of miRNA Probes on Array (377);


FC, Fold Change;


FC (NCX/SIL), miRNA expression is higher in normal cervix samples;


FC (SIL/NCX), miRNA expression is higher in squamous intraepithelial lesions;


pfp percentage of false positive.






The data described in this example demonstrate that miRNA expression analysis can be used to distinguish a pre-cancerous cervical squamous intraepithelial lesion (SIL) or a cervical intraepithelial neoplasia (CIN) from normal non-cancerous cervical tissue. Specific miRNAs are differentially expressed (up-regulated or down-regulated) in cervical SILs (CINs). Comparing the expression levels of these specific miRNAs in a cervical tissue sample that is suspected of being pre-cancerous with their expression levels in a reference non-cancerous cervical tissue sample can indicate whether or not the suspect tissue is pre-cancerous.
Example 7
miRNA Expression in Cervical Carcinoma-Derived Cell Lines
The inventors determined miRNA expression profiles of five cervical cancer-derived cell lines using the same microarray platform described in Example 2. To compare miRNA expression profiles, miRNA expression data from the five cervical cancer cell lines (CL) were normalized together with the data described in earlier examples from the nine pairs of cervical tumors (Ca) and normal adjacent tissue specimens (NAT) and from the sixteen normal cervix samples (NCX) (Table 12).







TABLE 12







miRNAs Differentially Expressed Among Five Cervical Cancer-Derived Cell Lines, Nine Cervical Cancer Samples (Ca), Nine


Paired Normal Adjacent Tissue Samples (NAT), and Sixteen Normal Cervix Tissue Samples (NCX). FC; Fold Change
































ΔH
FC
p-value
Flag
ΔH












p-value CL

CL
CL
CL
CL
CL








ΔH CL
FC CL
vs
Flag CL vs
vs
vs
vs
vs
vs
FC CL
p-value CL
Flag CL


miRNA
Mean CL
Mean NCX
Mean NAT
Mean Ca
vs NCX
vs NCX
NCX
NCX
NAT
NAT
NAT
NAT
Ca
vs Ca
vs Ca
vs Ca


























hsa-let-7a
9.99
10.91
10.64
10.19
−0.92
2.51
1.17258E−06
1
−0.65
1.91
0.002564156
1
−0.20
1.22
0.408622193
0


hsa-let-7b
9.69
11.01
10.68
10.18
−1.32
3.76
4.61978E−06
1
−0.99
2.69
0.002830398
1
−0.50
1.64
0.171044287
0


hsa-let-7c
9.26
10.98
10.66
9.86
−1.71
5.54
1.00313E−08
1
−1.40
4.05
4.91843E−05
1
−0.59
1.81
0.07499268
0


hsa-let-7d
8.94
9.79
9.49
8.88
−0.85
2.34
1.71325E−05
1
−0.55
1.73
0.009512494
1
0.07
1.07
0.785132203
0


hsa-let-7e
7.94
8.28
8.14
7.21
−0.34
1.40
0.135766933
0
−0.20
1.23
0.546555934
0
0.73
2.07
0.046196278
0


hsa-let-7f
7.91
8.65
8.45
7.72
−0.74
2.09
0.003283921
1
−0.54
1.72
0.021784695
1
0.19
1.21
0.531964694
0


hsa-let-7g
7.61
8.72
8.24
7.54
−1.12
3.05
7.21271E−06
1
−0.63
1.88
0.012387609
1
0.07
1.07
0.816115287
0


hsa-let-7i
8.06
8.69
8.43
8.18
−0.63
1.88
0.003322803
1
−0.37
1.45
0.181899088
0
−0.12
1.13
0.669938425
0


hsa-miR-1
1.81
5.46
5.13
2.25
−3.65
38.52
3.82415E−09
1
−3.32
27.64
2.00372E−08
1
−0.44
1.55
0.132899703
0


hsa-miR-100
7.68
9.28
8.87
7.13
−1.60
4.93
2.06806E−06
1
−1.19
3.30
0.005694202
1
0.55
1.74
0.224775916
0


hsa-miR-101
3.55
4.48
4.01
2.95
−0.93
2.53
0.006473943
1
−0.46
1.59
0.203682031
0
0.60
1.82
0.055732231
0


hsa-miR-105
2.50
1.54
1.67
1.66
0.96
2.60
0.001579242
1
0.83
2.30
0.017527241
1
0.83
2.30
0.086176225
0


hsa-miR-106a
8.44
7.49
7.63
8.29
0.95
2.60
2.80259E−06
1
0.81
2.24
0.001580081
1
0.15
1.17
0.527869905
0


hsa-miR-106b
8.12
6.38
6.22
7.09
1.74
5.70
1.54019E−10
1
1.90
6.71
4.45187E−07
1
1.03
2.81
7.94937E−05
1


hsa-miR-10a
5.92
7.08
6.55
6.23
−1.16
3.19
0.005059754
1
−0.62
1.87
0.249709156
0
−0.31
1.36
0.55761954
0


hsa-miR-10b
5.68
7.88
7.92
6.49
−2.20
9.01
2.34952E−08
1
−2.24
9.37
0.000174992
1
−0.81
2.24
0.020759589
1


hsa-miR-124a
2.07
3.30
2.20
2.00
−1.23
3.42
0.008540615
1
−0.13
1.14
0.610942253
0
0.07
1.07
0.825943217
0


hsa-miR-125a
8.02
8.96
8.99
7.79
−0.94
2.55
0.001651966
1
−0.97
2.63
0.010290547
1
0.23
1.26
0.547660553
0


hsa-miR-125b
7.36
10.35
10.19
8.83
−2.98
19.76
1.51232E−09
1
−2.83
16.94
6.69813E−06
1
−1.46
4.32
0.009761948
1


hsa-miR-126
4.64
9.44
9.68
8.52
−4.80
120.87
2.00347E−15
1
−5.04
154.13
1.41255E−09
1
−3.88
48.29
8.32735E−08
1


hsa-miR-126-AS
1.74
5.35
5.28
3.86
−3.61
37.08
6.43116E−11
1
−3.54
34.44
1.27765E−06
1
−2.12
8.36
7.59077E−05
1


hsa-miR-127
2.15
4.35
4.28
3.19
−2.20
9.04
6.58949E−08
1
−2.13
8.38
4.80286E−05
1
−1.04
2.82
0.009006179
1


hsa-miR-128a
5.73
5.26
5.16
5.23
0.46
1.59
0.00380461
1
0.57
1.76
0.007532189
1
0.49
1.64
0.002929175
1


hsa-miR-130a
8.13
7.77
6.97
6.33
0.36
1.44
0.205782804
0
1.16
3.20
0.003096519
1
1.80
6.04
0.000106276
1


hsa-miR-130b
6.32
4.72
4.68
5.53
1.60
4.95
3.25172E−11
1
1.64
5.16
1.71419E−06
1
0.79
2.20
0.007077483
1


hsa-miR-132
4.81
5.62
5.52
5.63
−0.81
2.25
0.006000262
1
−0.71
2.03
0.081087439
0
−0.82
2.27
0.042851307
0


hsa-miR-133a
2.36
7.19
6.94
4.38
−4.83
125.51
1.83597E−11
1
−4.59
98.12
3.48512E−07
1
−2.02
7.53
0.001764406
1


hsa-miR-134
2.09
4.93
4.39
3.29
−2.84
17.10
2.14893E−13
1
−2.30
10.00
8.38805E−07
1
−1.20
3.33
7.1367E−05
1


hsa-miR-135b
1.91
1.75
1.46
2.28
0.16
1.17
0.58389938
0
0.45
1.57
0.108684941
0
−0.36
1.44
0.298588113
0


hsa-miR-138
4.41
2.12
2.35
2.32
2.29
9.88
4.9646E−05
1
2.05
7.80
0.00444813
1
2.09
8.07
0.003905859
1


hsa-miR-139
2.93
4.81
4.68
3.42
−1.88
6.57
0.000461652
1
−1.75
5.73
0.003869851
1
−0.49
1.63
0.41652404
0


hsa-miR-140
3.57
5.06
4.95
4.02
−1.50
4.46
1.55297E−06
1
−1.39
3.99
0.003243831
1
−0.45
1.58
0.229185331
0


hsa-miR-142-3p
1.81
3.11
2.95
3.52
−1.30
3.66
8.17751E−06
1
−1.13
3.10
0.004072312
1
−1.71
5.52
0.00032376
1


hsa-miR-142-5p
1.76
3.59
3.40
3.24
−1.83
6.22
6.76277E−10
1
−1.64
5.17
0.000654177
1
−1.48
4.39
0.000140237
1


hsa-miR-143
2.20
10.37
10.40
8.60
−8.17
3524.68
2.19343E−21
1
−8.19
3611.68
1.20011E−13
1
−6.40
600.17
1.98343E−09
1


hsa-miR-145
2.34
11.04
11.08
9.59
−8.71
6027.90
5.18209E−20
1
−8.74
6240.79
5.82229E−12
1
−7.26
1414.69
1.14504E−09
1


hsa-miR-146a
2.45
5.84
5.88
6.64
−3.39
29.75
5.38207E−14
1
−3.43
30.98
4.17614E−09
1
−4.19
65.79
2.34555E−09
1


hsa-miR-148a
4.89
6.42
6.15
5.98
−1.53
4.61
0.000301763
1
−1.26
3.51
0.015346304
1
−1.09
2.97
0.044294998
0


hsa-miR-148b
5.09
4.26
4.66
4.55
0.83
2.28
0.000427998
1
0.43
1.54
0.03781447
0
0.53
1.70
0.004486178
1


hsa-miR-150
2.12
6.04
6.69
6.97
−3.92
50.37
 1.5846E−13
1
−4.58
97.14
4.78549E−09
1
−4.85
127.67
5.46053E−07
1


hsa-miR-151
6.15
5.84
5.75
5.61
0.31
1.37
0.003594843
1
0.40
1.49
0.016309379
1
0.55
1.73
0.005690752
1


hsa-miR-152
6.21
7.03
7.03
6.26
−0.82
2.27
2.81463E−07
1
−0.82
2.27
0.00058475
1
−0.05
1.06
0.805456909
0


hsa-miR-153
2.12
2.44
2.04
2.08
−0.33
1.38
0.108816949
0
0.08
1.08
0.736937712
0
0.04
1.04
0.867324584
0


hsa-miR-154
1.47
4.92
4.46
3.20
−3.46
31.70
1.65629E−11
1
−3.00
19.99
5.23142E−06
1
−1.74
5.67
0.000728255
1


hsa-miR-155
5.14
5.42
5.56
7.01
−0.29
1.33
0.497848019
0
−0.42
1.53
0.491586137
0
−1.87
6.48
0.010771346
1


hsa-miR-15a
7.25
6.52
6.58
6.61
0.73
2.08
0.000321889
1
0.67
1.96
0.010596657
1
0.64
1.90
0.003606718
1


hsa-miR-15b
8.28
6.85
7.35
8.19
1.43
4.17
1.04496E−11
1
0.94
2.55
0.000148959
1
0.09
1.09
0.702117193
0


hsa-miR-16
9.90
9.69
9.81
10.14
0.21
1.23
0.015593653
1
0.09
1.10
0.461554909
0
−0.24
1.27
0.129958328
0


hsa-miR-17-3p
5.29
4.27
4.02
4.32
1.02
2.76
1.29121E−06
1
1.27
3.55
1.51532E−06
1
0.97
2.62
0.000297975
1


hsa-miR-17-5p
8.19
7.39
7.41
8.11
0.80
2.22
2.46377E−06
1
0.78
2.17
0.001578005
1
0.08
1.08
0.757523816
0


hsa-miR-18a
6.09
4.14
4.05
5.48
1.95
7.04
2.17437E−07
1
2.04
7.70
8.73636E−05
1
0.61
1.84
0.039550432
0


hsa-miR-181a
7.28
6.75
7.05
7.24
0.54
1.71
0.02628498
1
0.23
1.26
0.398873106
0
0.04
1.04
0.880408981
0


hsa-miR-181b
7.08
5.97
5.80
6.41
1.11
3.02
0.00044532
1
1.28
3.60
0.002890922
1
0.66
1.94
0.086682478
0


hsa-miR-181c
4.57
4.11
3.89
3.67
0.46
1.59
0.020579145
1
0.69
1.99
0.011080834
1
0.90
2.46
0.004103805
1


hsa-miR-182
7.14
4.49
4.65
6.34
2.65
14.09
7.57599E−07
1
2.49
12.04
6.17572E−05
1
0.80
2.23
0.000968959
1


hsa-miR-183
5.31
2.46
3.18
4.76
2.85
17.26
9.98684E−07
1
2.14
8.47
2.50383E−06
1
0.55
1.74
0.021123146
1


hsa-miR-184
2.77
3.78
3.69
3.62
−1.01
2.76
5.30924E−05
1
−0.92
2.52
0.020419376
1
−0.84
2.33
0.028295762
0


hsa-miR-185
6.33
5.47
5.69
6.15
0.86
2.37
2.30288E−05
1
0.64
1.89
0.003357543
1
0.18
1.20
0.401570526
0


hsa-miR-186
4.06
4.24
4.14
3.41
−0.17
1.19
0.469642053
0
−0.07
1.07
0.734671749
0
0.66
1.93
0.016423569
1


hsa-miR-187
1.19
5.27
2.66
3.71
−4.08
59.33
2.18548E−10
1
−1.47
4.36
0.007772722
1
−2.53
12.49
0.000163213
1


hsa-miR-188
4.79
3.35
3.62
3.70
1.44
4.22
9.22828E−08
1
1.17
3.22
0.000816505
1
1.09
2.98
0.000548352
1


hsa-miR-189
3.39
4.40
4.26
3.53
−1.01
2.75
3.90592E−05
1
−0.87
2.39
0.013603201
1
−0.14
1.15
0.487108945
0


hsa-miR-190
1.53
1.58
1.32
1.02
−0.05
1.06
0.790124832
0
0.21
1.24
0.390558273
0
0.51
1.67
0.037952429
0


hsa-miR-192
3.78
4.45
3.88
4.16
−0.67
1.96
0.0117373
1
−0.11
1.11
0.736350941
0
−0.38
1.46
0.223147494
0


hsa-miR-194
4.28
4.88
4.49
4.64
−0.60
1.83
0.002283553
1
−0.22
1.24
0.385520786
0
−0.36
1.43
0.070919825
0


hsa-miR-195
5.10
9.23
8.81
7.19
−4.14
62.57
4.23922E−19
1
−3.71
40.97
6.14258E−10
1
−2.10
8.14
2.10883E−05
1


hsa-miR-196a
5.82
4.99
4.17
4.19
0.83
2.29
0.002694124
1
1.64
5.17
0.02833625
1
1.62
5.06
0.008101535
1


hsa-miR-196b
4.38
6.60
5.67
5.11
−2.22
9.19
1.55374E−11
1
−1.29
3.63
0.082926301
0
−0.73
2.07
0.008323833
1


hsa-miR-198
4.35
4.70
5.03
5.21
−0.35
1.42
0.1332213
0
−0.67
1.96
0.097498873
0
−0.86
2.37
0.007107716
1


hsa-miR-199a
2.13
8.65
8.33
7.84
−6.52
679.14
1.83555E−16
1
−6.20
494.45
7.31672E−11
1
−5.71
302.14
1.49322E−09
1


hsa-miR-199a-AS
2.54
8.87
8.67
7.99
−6.33
562.02
3.21649E−16
1
−6.13
460.97
2.34691E−10
1
−5.45
231.79
1.54312E−09
1


hsa-miR-199b
1.98
6.78
6.44
5.42
−4.80
121.21
1.66836E−14
1
−4.46
86.45
8.68444E−08
1
−3.44
31.24
1.71423E−06
1


hsa-miR-19a
5.65
4.01
3.50
4.08
1.64
5.17
0.00028546
1
2.16
8.65
4.31416E−05
1
1.57
4.81
0.000330652
1


hsa-miR-19b
8.11
7.71
7.29
7.71
0.40
1.49
0.042429839
0
0.82
2.28
0.009387699
1
0.41
1.50
0.074727832
0


hsa-miR-20a
6.91
6.40
6.44
6.86
0.51
1.67
0.01473628
1
0.47
1.60
0.097058425
0
0.05
1.05
0.86056343
0


hsa-miR-200a
4.09
5.98
5.15
6.63
−1.90
6.66
0.025359211
1
−1.06
2.89
0.301256418
0
−2.55
12.77
0.018139637
1


hsa-miR-200b
5.18
6.93
6.93
8.12
−1.75
5.75
0.041123295
0
−1.75
5.73
0.121392088
0
−2.94
18.82
0.011484585
1


hsa-miR-200c
5.75
7.80
8.13
9.37
−2.05
7.75
0.017233123
1
−2.38
10.75
0.039122382
0
−3.62
37.35
0.003490819
1


hsa-miR-203
4.57
6.87
8.39
8.62
−2.30
9.99
0.011750278
1
−3.82
45.79
0.004799045
1
−4.05
57.62
0.000119271
1


hsa-miR-204
1.90
5.00
4.50
2.36
−3.10
22.23
5.285E−08
1
−2.60
13.49
9.97564E−07
1
−0.46
1.59
0.160067155
0


hsa-miR-205
5.80
7.73
8.95
11.00
−1.93
6.91
0.114971754
0
−3.15
23.23
0.094490207
0
−5.20
181.39
0.003096347
1


hsa-miR-206
2.21
3.19
2.88
2.97
−0.98
2.67
0.000129379
1
−0.67
1.95
0.05445294
0
−0.76
2.13
0.019626819
1


hsa-miR-21
10.64
9.12
9.67
10.90
1.52
4.58
1.55273E−07
1
0.97
2.64
0.001185624
1
−0.26
1.30
0.185574026
0


hsa-miR-210
6.60
5.54
5.87
6.41
1.06
2.88
0.011451334
1
0.73
2.08
0.172153768
0
0.19
1.20
0.725839109
0


hsa-miR-213
1.62
2.03
2.05
2.34
−0.41
1.51
0.054223209
0
−0.44
1.55
0.076540795
0
−0.72
2.05
0.006000676
1


hsa-miR-214
3.19
8.25
8.02
7.36
−5.06
158.19
1.41242E−17
1
−4.83
125.74
1.09298E−11
1
−4.17
64.97
2.38826E−09
1


hsa-miR-215
1.85
1.94
2.84
2.48
−0.10
1.10
0.669928978
0
−0.99
2.69
0.001666504
1
−0.63
1.88
0.011311119
1


hsa-miR-218
3.63
5.64
5.59
3.61
−2.01
7.46
8.63202E−07
1
−1.96
7.08
0.000229654
1
0.02
1.03
0.949339108
0


hsa-miR-222
8.62
7.71
8.06
7.75
0.90
2.47
0.000965119
1
0.55
1.74
0.085666914
0
0.87
2.38
0.022942193
0


hsa-miR-223
2.34
6.19
6.65
7.45
−3.85
47.07
4.01105E−14
1
−4.31
74.48
8.07424E−09
1
−5.11
165.86
1.18338E−08
1


hsa-miR-224
5.94
5.62
6.22
7.46
0.32
1.37
0.577286744
0
−0.29
1.33
0.72590801
0
−1.53
4.61
0.075392183
0


hsa-miR-23b
9.13
9.93
10.05
9.60
−0.80
2.22
2.06649E−05
1
−0.93
2.52
0.000190145
1
−0.47
1.61
0.020550201
1


hsa-miR-24
9.25
9.81
9.82
9.51
−0.56
1.75
2.85758E−05
1
−0.57
1.77
0.001539146
1
−0.26
1.29
0.206303311
0


hsa-miR-25
7.58
6.58
6.68
7.17
1.00
2.73
2.50502E−07
1
0.90
2.47
0.000710397
1
0.41
1.51
0.047208289
0


hsa-miR-26a
8.94
10.85
10.68
9.94
−1.91
6.76
2.18482E−10
1
−1.75
5.73
5.81949E−06
1
−1.00
2.72
0.000704867
1


hsa-miR-26b
5.90
7.65
7.32
6.16
−1.75
5.77
8.59969E−07
1
−1.42
4.15
1.91084E−05
1
−0.26
1.29
0.264825843
0


hsa-miR-27a
9.14
8.75
9.04
8.85
0.38
1.47
0.00582862
1
0.10
1.11
0.62104518
0
0.29
1.34
0.149270954
0


hsa-miR-27b
8.41
9.22
9.27
8.43
−0.81
2.25
2.44159E−05
1
−0.86
2.36
0.001713904
1
−0.02
1.02
0.930534106
0


hsa-miR-28
5.47
6.03
6.03
5.25
−0.57
1.77
0.000538298
1
−0.56
1.75
0.003954264
1
0.22
1.24
0.120960033
0


hsa-miR-296
3.41
2.64
3.27
3.19
0.77
2.16
0.000887969
1
0.14
1.15
0.559440544
0
0.22
1.25
0.588177213
0


hsa-miR-299-5p
2.18
4.77
4.40
2.99
−2.58
13.24
8.64446E−12
1
−2.22
9.17
8.45749E−06
1
−0.81
2.25
0.037207215
0


hsa-miR-29a
9.34
9.44
9.02
8.32
−0.10
1.10
0.575888506
0
0.32
1.37
0.215472392
0
1.02
2.76
0.000932502
1


hsa-miR-29b
7.51
6.90
6.11
5.75
0.61
1.84
0.069571767
0
1.40
4.07
0.003550866
1
1.76
5.84
0.001243472
1


hsa-miR-29c
5.59
6.81
6.04
5.27
−1.22
3.38
0.000857257
1
−0.44
1.56
0.195423205
0
0.32
1.38
0.473002447
0


hsa-miR-301
4.39
2.16
1.84
2.52
2.23
9.31
8.49082E−06
1
2.55
12.76
1.47153E−06
1
1.87
6.48
0.000171342
1


hsa-miR-302a
1.26
2.03
2.17
2.18
−0.77
2.16
0.005771406
1
−0.91
2.49
0.003269396
1
−0.92
2.52
0.005581583
1


hsa-miR-30a-3p
5.61
4.11
4.13
2.84
1.50
4.48
4.16271E−08
1
1.47
4.36
0.000293427
1
2.77
15.90
5.43344E−08
1


hsa-miR-30a-5p
8.73
8.12
8.01
7.48
0.61
1.83
0.002611571
1
0.72
2.05
0.007569169
1
1.25
3.50
3.23694E−05
1


hsa-miR-30b
6.76
7.27
7.24
6.58
−0.51
1.67
0.076511595
0
−0.48
1.62
0.093238229
0
0.17
1.19
0.442986905
0


hsa-miR-30d
7.93
8.18
8.04
7.55
−0.25
1.28
0.1214696
0
−0.11
1.11
0.64385759
0
0.38
1.46
0.13999398
0


hsa-miR-30e-3p
4.72
4.11
4.04
3.67
0.60
1.83
0.000660312
1
0.68
1.98
0.014957136
1
1.05
2.85
0.003054267
1


hsa-miR-31
9.12
6.99
7.46
8.88
2.13
8.44
1.91471E−06
1
1.66
5.25
0.01168522
1
0.25
1.28
0.5059954
0


hsa-miR-320
8.24
8.38
8.30
7.74
−0.15
1.16
0.290505753
0
−0.06
1.06
0.803938004
0
0.50
1.64
0.086826188
0


hsa-miR-324-3p
5.11
5.73
5.99
5.57
−0.61
1.85
0.002964343
1
−0.88
2.40
0.000929575
1
−0.46
1.58
0.054810824
0


hsa-miR-324-5p
4.19
3.17
3.70
3.36
1.02
2.78
0.001172378
1
0.49
1.63
0.203625976
0
0.83
2.30
0.028072305
0


hsa-miR-326
1.89
2.41
2.63
2.61
−0.52
1.68
0.034306803
1
−0.74
2.09
0.018838903
1
−0.72
2.06
0.032319463
0


hsa-miR-328
2.74
3.80
3.96
3.10
−1.06
2.90
0.000266512
1
−1.22
3.39
0.002008415
1
−0.37
1.45
0.256066853
0


hsa-miR-330
3.61
2.76
2.79
3.49
0.85
2.35
0.001159597
1
0.83
2.28
0.022063627
1
0.12
1.13
0.784395438
0


hsa-miR-335
5.00
4.71
4.08
3.38
0.29
1.33
0.350364555
0
0.92
2.50
0.056332812
0
1.61
5.02
0.000877309
1


hsa-miR-339
5.05
5.06
5.33
5.51
−0.02
1.02
0.910800962
0
−0.28
1.33
0.027547838
1
−0.46
1.58
0.012750132
1


hsa-miR-342
6.40
7.32
7.30
7.55
−0.93
2.53
1.30738E−06
1
−0.91
2.47
8.97736E−05
1
−1.15
3.16
1.9368E−06
1


hsa-miR-34a
7.28
7.49
6.87
7.23
−0.21
1.24
0.187836999
0
0.40
1.50
0.086483152
0
0.05
1.05
0.872377202
0


hsa-miR-361
6.50
7.00
6.82
6.48
−0.51
1.66
0.010542824
1
−0.32
1.38
0.235159472
0
0.02
1.02
0.955596055
0


hsa-miR-365
5.01
3.41
3.87
3.31
1.60
4.93
2.41083E−05
1
1.13
3.10
0.006874283
1
1.70
5.45
8.44234E−05
1


hsa-miR-368
1.82
6.99
6.30
4.53
−5.16
174.81
1.34846E−16
1
−4.48
87.75
3.38864E−08
1
−2.71
14.99
1.31584E−05
1


hsa-miR-370
3.82
4.70
5.29
5.19
−0.88
2.42
2.20094E−05
1
−1.47
4.35
3.52893E−05
1
−1.37
3.93
1.2933E−05
1


hsa-miR-371
1.93
1.66
1.07
1.41
0.28
1.32
0.205890133
0
0.86
2.37
0.001357719
1
0.53
1.69
0.004253505
1


hsa-miR-373-AS
3.78
3.41
4.24
4.11
0.37
1.45
0.035829035
1
−0.46
1.59
0.031106578
1
−0.34
1.40
0.14850487
0


hsa-miR-375
2.11
4.01
3.63
3.09
−1.90
6.67
0.001461287
1
−1.51
4.55
0.00259286
1
−0.98
2.66
0.036365468
0


hsa-miR-376a
1.12
5.18
4.72
3.09
−4.06
57.70
3.07283E−11
1
−3.59
36.29
1.65581E−06
1
−1.96
7.13
0.000521819
1


hsa-miR-377
2.02
3.49
3.08
2.21
−1.47
4.36
2.16415E−06
1
−1.07
2.90
0.01970983
1
−0.20
1.22
0.252806322
0


hsa-miR-379
2.86
5.47
5.17
4.78
−2.60
13.52
1.54188E−13
1
−2.30
10.02
5.81312E−08
1
−1.91
6.76
2.13163E−07
1


hsa-miR-381
2.16
4.39
4.25
3.21
−2.23
9.30
5.1954E−10
1
−2.09
8.05
7.57949E−06
1
−1.05
2.86
8.39637E−05
1


hsa-miR-382
1.98
4.37
4.41
3.52
−2.39
10.91
4.71258E−09
1
−2.42
11.30
1.06896E−05
1
−1.53
4.64
2.75985E−05
1


hsa-miR-383
1.59
2.49
2.18
2.50
−0.90
2.45
0.000556195
1
−0.59
1.80
0.092925247
0
−0.91
2.48
0.00156188
1


hsa-miR-423
6.46
6.20
6.33
6.63
0.26
1.29
0.069079765
0
0.13
1.13
0.478565626
0
−0.17
1.18
0.308298368
0


hsa-miR-424
3.39
5.72
5.03
3.78
−2.33
10.32
3.72795E−06
1
−1.64
5.18
0.000658185
1
−0.40
1.49
0.295865628
0


hsa-miR-429
3.48
4.50
4.05
5.47
−1.01
2.76
0.153711126
0
−0.57
1.76
0.531543439
0
−1.99
7.30
0.032765975
0


hsa-miR-450
2.10
2.63
2.28
1.81
−0.53
1.71
0.032076794
1
−0.19
1.21
0.3720215
0
0.28
1.33
0.348374961
0


hsa-miR-7
4.83
2.66
2.75
3.28
2.16
8.70
2.25351E−05
1
2.08
8.01
0.000951938
1
1.54
4.68
0.014016465
1


hsa-miR-92
7.36
7.14
7.30
7.63
0.22
1.24
0.126864644
0
0.06
1.06
0.70820557
0
−0.27
1.31
0.166735277
0


hsa-miR-93
8.48
6.84
7.19
8.03
1.64
5.16
1.50603E−11
1
1.30
3.65
6.64559E−07
1
0.45
1.57
0.046468006
0


hsa-miR-95
3.15
3.32
3.98
3.87
−0.17
1.18
0.56292993
0
−0.83
2.30
0.07643174
0
−0.72
2.05
0.116093482
0


hsa-miR-96
5.75
3.38
3.41
3.88
2.37
10.70
1.80468E−06
1
2.34
10.35
3.47237E−07
1
1.87
6.48
1.58105E−05
1


hsa-miR-98
5.26
5.67
5.69
5.09
−0.41
1.50
0.014821661
1
−0.43
1.53
0.011085983
1
0.17
1.18
0.528087739
0


hsa-miR-99a
6.47
10.13
9.55
7.79
−3.66
38.75
1.73369E−10
1
−3.08
21.73
9.28027E−06
1
−1.32
3.73
0.030040712
0


hsa-miR-99b
7.04
7.39
7.24
6.32
−0.34
1.41
0.12606875
0
−0.19
1.22
0.539575153
0
0.72
2.05
0.040375059
0


hsa-miR-410
2.25
2.86
3.12
2.33
−0.61
1.85
0.03898867
0
−0.87
2.38
0.036886829
0
−0.09
1.09
0.739616418
0


hsa-miR-522
3.02
1.51
1.62
1.49
1.52
4.56
0.019262647
1
1.40
4.07
0.070263513
0
1.53
4.63
0.061064352
0


hsa-miR-520d
1.50
1.87
1.94
2.42
−0.38
1.46
0.072828238
0
−0.44
1.56
0.147379909
0
−0.92
2.52
0.00432607
1


hsa-miR-518b
1.72
1.57
1.77
2.26
0.15
1.17
0.594786543
0
−0.05
1.05
0.873268465
0
−0.54
1.72
0.110312674
0


ambi-miR-7029
1.66
7.00
7.22
5.37
−5.35
209.78
3.62222E−13
1
−5.56
260.63
4.28249E−08
1
−3.72
41.09
7.1299E−06
1


hsa-miR-491
4.27
3.92
3.97
4.36
0.35
1.42
0.033448437
1
0.30
1.35
0.091661144
0
−0.09
1.10
0.69587552
0


hsa-miR-509
1.64
2.15
1.89
2.17
−0.51
1.67
0.00486388
1
−0.25
1.28
0.167701698
0
−0.53
1.71
0.027661107
0


ambi-miR-7036
1.95
2.81
2.83
2.44
−0.86
2.37
0.004226539
1
−0.88
2.42
0.004928386
1
−0.49
1.63
0.01880771
1


hsa-miR-193b
7.45
6.66
6.72
6.42
0.79
2.20
0.016824316
1
0.72
2.06
0.084513757
0
1.02
2.78
0.032211247
0


hsa-miR-524-AS
2.00
2.36
2.79
2.38
−0.36
1.43
0.208631744
0
−0.79
2.21
0.007754441
1
−0.38
1.46
0.109201363
0


hsa-miR-515-5p
2.13
1.44
1.87
2.09
0.69
2.00
0.004290557
1
0.27
1.31
0.260180768
0
0.04
1.04
0.88336412
0


hsa-miR-519e-AS
2.47
1.75
2.11
2.10
0.72
2.05
0.00883769
1
0.35
1.42
0.128146687
0
0.37
1.45
0.059693136
0


hsa-miR-498
2.27
2.16
3.11
2.77
0.10
1.11
0.633478617
0
−0.84
2.32
4.60235E−05
1
−0.50
1.65
0.020206169
1


hsa-miR-513
4.76
4.22
4.47
4.85
0.54
1.72
0.033217171
1
0.29
1.33
0.241047983
0
−0.09
1.09
0.758774837
0


ambi-miR-7062
3.29
2.42
2.49
3.20
0.87
2.39
0.000309653
1
0.80
2.22
0.00042669
1
0.10
1.10
0.707610045
0


hsa-miR-432
3.03
4.89
4.82
4.32
−1.86
6.44
1.04598E−09
1
−1.79
6.00
5.45133E−05
1
−1.30
3.66
0.000109277
1


hsa-miR-495
1.64
4.66
4.50
3.30
−3.02
20.49
4.41648E−11
1
−2.86
17.42
4.25236E−07
1
−1.65
5.23
1.32828E−05
1


ambi-miR-7066
1.76
2.53
2.28
1.75
−0.77
2.17
0.000961526
1
−0.53
1.69
0.056367586
0
0.01
1.01
0.973973967
0


ambi-miR-7067
1.88
2.71
2.56
2.34
−0.83
2.28
0.002027711
1
−0.68
1.97
0.04749556
0
−0.46
1.59
0.150876999
0


ambi-miR-7068-1
1.23
3.03
3.28
2.46
−1.79
6.00
1.27449E−07
1
−2.05
7.76
0.00016193
1
−1.23
3.41
0.001025432
1


ambi-miR-7070
1.89
4.45
4.44
2.95
−2.56
12.95
1.73207E−10
1
−2.56
12.91
8.73303E−06
1
−1.06
2.88
0.00569231
1


hsa-miR-492
2.03
1.80
2.04
2.67
0.23
1.26
0.455020614
0
−0.01
1.01
0.970600957
0
−0.64
1.90
0.083677666
0


hsa-miR-497
3.52
7.70
7.09
5.86
−4.18
65.14
5.55959E−16
1
−3.57
35.62
2.0527E−09
1
−2.34
10.39
1.97045E−05
1


ambi-miR-7074
2.62
1.84
1.84
2.34
0.78
2.18
0.019048309
1
0.78
2.18
0.055468623
0
0.28
1.33
0.440054074
0


ambi-miR-7075
2.82
3.93
3.71
3.35
−1.11
3.03
2.91216E−06
1
−0.89
2.43
0.001511717
1
−0.52
1.69
0.076818689
0


ambi-miR-7079
2.72
4.13
4.29
5.44
−1.41
4.08
0.010883261
1
−1.57
4.80
0.01306748
1
−2.72
15.10
0.001223169
1


ambi-miR-7083
4.79
7.54
6.85
6.59
−2.75
15.60
3.97052E−06
1
−2.06
7.86
0.00580768
1
−1.79
6.02
0.004943006
1


ambi-miR-7085
3.09
4.36
4.31
3.39
−1.27
3.56
0.00010135
1
−1.22
3.39
0.001465025
1
−0.30
1.35
0.366910567
0


ambi-miR-7086
4.23
2.80
2.64
2.91
1.43
4.17
0.000431178
1
1.59
4.89
0.002633915
1
1.32
3.75
0.010693738
1


hsa-miR-503
5.24
6.15
5.85
5.53
−0.91
2.48
0.02892035
1
−0.61
1.84
0.029692919
1
−0.29
1.34
0.219217668
0


hsa-miR-505
4.59
4.68
4.75
3.95
−0.09
1.09
0.57775453
0
−0.16
1.18
0.350664693
0
0.64
1.90
0.021085413
1


ambi-miR-7100
2.20
3.24
2.78
2.22
−1.03
2.81
9.26051E−05
1
−0.58
1.79
0.079960504
0
−0.02
1.02
0.948236753
0


ambi-miR-7101
2.09
4.11
3.76
2.31
−2.02
7.55
5.97147E−08
1
−1.67
5.29
0.000195791
1
−0.22
1.25
0.522072423
0





*F.C., Fold Change






On average, 186 miRNAs were detected above background in the cell lines, corresponding to 49.5% of the miRNAs present on the array. As more than 200 miRNAs were detected above background in the normal cervix, cervical cancer, and normal adjacent tissue specimens, this indicates that expression of some miRNAs is lost in the cell lines evaluated here. Thirty-three miRNAs expressed in normal cervix samples, 27 miRNAs expressed in cervical tumor samples, and 41 miRNAs expressed in normal adjacent tissue samples were not expressed above background levels in the cell lines.
One hundred and forty-five human miRNAs (130 hsa-miRNAs and 15 ambi-miR5) had significantly different expression levels between the cell lines and the normal cervix samples (Table 12; Flag (CL vs NCX)=1). Among these miRNAs, 83 were down-regulated and 39 were up-regulated by at least 2-fold in the CL samples (FC, CLvsNCX≧2.0). Of these, 48 miRNAs were down-regulated by more than 5-fold in the CL samples (AH(CL-NCX)<−1.6), 31 were down-regulated by more than 10-fold in the CL samples (AH(CL-NCX)<−2.3), and 10 (hsa-miR-145, -143, -199a, -199aAS, -368, -214, -126, -133a, 199b, and Ambi-miR 7029) were down-regulated by more than 100-fold in the CL samples (AH(CL-NCX)<−4.61) (Table 12). In contrast, 11 miRNAs were up-regulated by more than 5-fold in the cell lines compared to the normal cervix samples (AH(CL-NCX)>1.6), including 3 miRNAs (hsa-miR-183, -182, and -96) that were over-expressed by more than 10-fold (ΔH(CL-NCX)>2.3). Overall, 56 miRNAs were identified that had a differential expression of more than 2-fold between Ca and NCX samples or between CL and NCX samples.
Hierarchical clustering and principal component analysis on the global miRNA expression data showed a clear segregation between the cell line samples (CL), and the three tissue samples (Ca, NAT, NCX). Further, the normal cervix (NCX) and normal adjacent tissue samples (NAT) clustered away from the cervical tumor samples (Ca) and the cell lines (CL) (FIG. 3). This observation was confirmed by pair-wise comparison of Pearson correlation values, calculated using mean normalized data for the 377 individual miRNAs on the array (Table 13). Overall, the mean miRNA expression levels in cell lines correlated better with expression levels in cervical cancer samples than with expression levels in normal adjacent and normal tissue samples.







TABLE 13







Paired Pearson Correlation Values.














NCX
NAT
Ca
CL

















NCX
1
0.99
0.95
0.81



NAT

1
0.97
0.82



Ca


1
0.87



CL



1







Values were calculated using mean normalized miRNA expression levels.






Example 8
miRNA Expression Differences in Cervical Cancer Specimens And Cervical Cancer Cell Lines Associated with HPV Status
Among the nine cervical cancer specimens (Ca) analyzed, 4 were identified as positive for HPV16, 3 were positive for HPV18, 1 was positive for both HPV16 and HPV18, and 1 was negative for both HPV16 and 18, as determined by RT-PCR, using specific primers for the E6 open reading frames of HPV16 and HPV18. To investigate whether miRNA expression profiles could help distinguish between HPV16-positive and HPV18-positive cervical cancers, a pair wise t-test comparison was performed between the four HPV16-positive cancers and the three HPV18-positive cancers. No statistically significant differences were observed between the microRNA expression profiles of HPV16-positive and HPV18-positive cervical cancers.
Similarly, a pair wise t-test comparison between the three cell lines that are HPV18-positive and the two cell lines that are HPV16-positive did not reveal any miRNAs with significantly different expression between the two groups.
Example 9
Identification of a Classifier for Cervical Cancer BY qRT-PCR
Analyses of global miRNA expression profiles (Table 5, Table 7), differentially expressed miRNAs (Table 8, Table 12), and the top 23 differentially expressed miRNA markers (Table 9) indicated that miRNA expression can distinguish normal and cancerous cervical tissues. To take this classification one step further, the minimal set of miRNAs that could discriminate between cancerous and non-cancerous tissues were identified by applying a quantitative RT-PCR analysis of mature miRNAs. The inventors found that the difference between raw Ct values of two miRNAs (miR-1 and −21) fulfilled the criteria (FIG. 4). qRT-PCR experiments performed on the 34 samples (NCX, CA, NAT) showed a perfect segregation between normal cervix (NCX), cervical cancer (Ca) and normal adjacent tissue (NAT) with a p-value of 1.36×10−16.
Example 10
High Density Microarray Analysis of miRNAs in Normal Cervix and Cervical Cancer Samples
miRNA array expression analysis: microRNA-containing fractions were recovered from 10 μg of total RNA isolated from each RNA sample, using the FlashPage fractionation system (Ambion, Inc.). Purified small RNAs were enzymatically biotinylated at the 3′-termini and hybridized to a custom-made Affymetrix based microRNA array, Asuragen's DiscovArrays V.1 containing probes for 14,215 verified and candidate miRNAs from a number of sources including Sanger miRBase v9.2 database (http:microrna.sanger.ac.uk/sequences/) and published reports. Hybridization, washing, staining, imaging, and signal extraction were performed as recommended by the manufacturer, except that the 20× GeneChip® Eukaryotic Hybridization Control cocktail was omitted.
Array data processing: The signal processing implemented for the Ambion miRCHIP is a multi-step process involving probe specific signal detection calls, background estimate and correction, constant variance stabilization and either array scaling or global normalization. For an overview of miRNA processing and analysis, see Davison et al. (2006). For more details, see supplementary information.
Probe specific signal detection calls: Each probe on an array is assayed for detection based on a Wilcoxon rank-sum test of the miRNA probe signal compared to the distribution of signals from GC-content matched anti-genomic probes. If the resulting p-value for the probes is ≦0.06 then it is considered “Detected above background.” Probes with p-values >0.06 have insufficient signal to discriminate from the background and are thus considered not detected.
Background estimate and correction: The same set of anti-genomic probes used to determine detection calls are used to estimate GC-content matched background signals. Each miRNA probe signal has a GC-content matched background estimate subtracted from its value. This GC-specific background contribution is estimated by the median signal from the distribution of GC-matched anti-genomic probes.
Constant variance stabilization: Probes with low signal often exhibit a high degree of variability once transformed into logarithmic scales. To stabilize this low signal variability we add a constant value of 16 to the background corrected signal. This technique is commonly performed on microarray data. It was the recommended data preprocessing method by Affymetrix and Illumina in the MicroArray Quality Control (MAQC) project.
Normalization: The data were normalized with the VSN method (Huber et al., 2002; Szafranska et al., 2007). Briefly, VSN is a global normalization process that stabilizes the variance evenly across the entire range of expression. Differences in VSN transformed expression are denoted by Log 2 diff and were used for all subsequent data analyses. Differences in normalized expression values between samples (Log 2 diff) can be transformed to a generalized fold change via exponentiation base 2. These values will exhibit a compression for small differences in expression.
Nine cervical cancer specimens (Ca1-Ca9) and four normal cervix samples (NCX3, NCX10, NCX13, and a new normal cervix sample —NCX17) were analyzed by the DiscovArrayTM miRNA Expression Profiling Service (Asuragen). The DiscovArrayTM microarray contains probes for 994 miRNAs from Sanger miRBase V9.2 (Griffiths-Jones et al., 2006) (467 human miRNAs, 234 rat miRNAs, 293 mouse miRNAs) and 12,894 predicted human miRNAs (see world wide web page at asuragen.com/services/discovarray.html).
One hundred forty four miRNAs were significantly differentially expressed between NCX and Ca samples by at least 2-fold (Table 14). Of those, 136 were down-regulated (Log 2 Diff Ca vs NCX≦−1.0) and 8 were up-regulated (Log 2 Diff Ca vs NCX≧1.0) in Ca samples compared to NCX samples. Sixty-three (63) miRNAs were down-regulated in Ca samples by more than 5-fold (Log 2 Diff Ca vs NCX≦−2.3) with a p-value <0.0001. Seventeen of those miRNAs were down-regulated by over 10-fold in Ca samples (Log 2 Diff Ca vs NCX≦−3.3).







TABLE 14







miRNAs Differentially Expressed Among Nine Cervical Cancer Samples (Ca) and Four Normal Cervix Tissue Samples


(NCX) Following Expression Analysis on High-Density Microarrays.













































Ttest
Log2 Diff
Fold


miRNAa
Ca8
Ca 9
Ca 5
Ca 7
Ca 6
Ca 4
Ca 3
Ca 2
Ca 1
Mean (Ca)
% Ca
NCX17
NCX10
NCX3
NCX16
Mean (NCX)
% NCX
(Ca vs NCX)
(Ca vs NCX)
change






























hsa-miR-133b
5.05
4.50
6.56
5.58
6.52
4.91
2.50
5.95
3.17
4.97
22.2
8.68
11.2
10.9
10.49
10.32
100
3.6 × 10−5
−5.34
40.78


hsa-miR-133a
5.8
5.03
7.38
5.71
7.33
5.07
4.61
6.35
3.61
5.66
33.3
9.47
11.8
11.50
11.15
10.99
100
1.3 × 10−5
−5.33
40.27


hsa-miR-204
6.09
3.53
5.74
4.48
5.57
4.56
3.87
3.11
2.92
4.43
0
9.09
10.1
9.700
9.85
9.70
100
3.3 × 10−6
−5.27
38.61


hsa-miR-497
6.16
3.94
6.05
4.66
4.37
5.33
3.65
6.01
2.03
4.69
0
9.14
9.43
10.28
8.719
9.39
100
4.8 × 10−5
−4.70
25.99


hsa-miR-368
9.35
6.36
7.39
7.75
7.77
7.50
6.98
8.11
4.89
7.35
88.8
11.2
11.6
11.36
11.34
11.39
100
5.1 × 10−5
−4.04
16.45


hsa-miR-455
5.57
5.00
4.99
6.23
4.53
5.33
5.40
6.50
3.28
5.20
33.3
8.49
8.64
10.11
8.966
9.05
100
1.7 × 10−5
−3.84
14.39


hsa-miR-497
7.45
5.76
6.47
7.07
6.04
6.62
5.95
7.49
5.36
6.47
22.2
10.1
10.1
10.89
9.529
10.18
100
2.8 × 10−6
−3.71
13.11


hsa-asg-13254_st1
7.63
5.25
6.68
6.18
6.96
6.48
6.08
7.05
3.40
6.19
77.7
10.3
9.58
9.347
10.22
9.87
100
1.6 × 10−4
−3.67
12.77


hsa-miR-299-5p
7.50
5.49
6.61
5.88
6.49
5.29
5.99
6.88
4.29
6.05
66.6
9.86
9.74
9.526
9.619
9.68
100
1.3 × 10−5
−3.63
12.44


hsa-asg-14176_st1
6.29
5.40
5.82
5.81
5.07
5.87
6.35
6.04
4.14
5.64
11.1
9.00
9.48
9.707
8.855
9.26
100
1.1 × 10−6
−3.61
12.23


hsa-miR-495
7.80
5.00
7.49
7.24
6.89
6.17
6.46
7.52
4.06
6.51
77.7
10.3
9.78
10.20
10.14
10.11
100
1.7 × 10−4
−3.59
12.06


hsa-miR-381
5.14
3.85
4.55
4.20
4.76
3.92
3.48
4.88
2.92
4.19
0
7.41
8.10
7.779
7.832
7.78
100
1.2 × 10−6
−3.58
12.02


hsa-miR-487b
7.75
5.84
7.55
7.03
7.22
6.90
6.77
8.04
5.66
6.97
100
10.9
9.84
10.35
10.91
10.52
100
6.9 × 10−6
−3.54
11.66


hsa-miR-411
6.81
4.66
5.53
5.88
5.85
4.10
5.09
5.61
2.92
5.16
22.2
9.10
8.61
8.512
8.547
8.69
100
9.4 × 10−5
−3.52
11.53


hsa-miR-184
3.79
2.93
3.96
3.96
2.02
4.69
3.62
2.80
2.54
3.37
0
6.97
7.11
6.968
6.371
6.85
100
7.9 × 10−6
−3.48
11.20


hsa-asg-
7.57
5.55
6.84
6.69
7.45
6.37
5.80
7.53
4.33
6.46
77.7
10.3
9.58
9.473
10.23
9.90
100
8.6 × 10−5
−3.44
10.90


5021_st1


hsa-miR-154
5.82
3.73
4.88
4.83
4.53
4.02
4.96
4.10
3.17
4.45
0
7.38
8.53
7.583
8.071
7.89
100
7.2 × 10−6
−3.44
10.85


hsa-miR-127
9.31
6.76
8.65
8.08
8.28
8.05
7.92
8.67
6.35
8.01
88.8
11.64
11.2
10.89
11.77
11.40
100
2.7 × 10−5
−3.38
10.46


hsa-miR-574
8.36
7.36
7.80
8.34
8.66
7.99
7.46
8.71
7.21
7.99
100
10.8
11.6
11.13
11.41
11.26
100
4.3 × 10−7
−3.27
9.66


hsa-miR-134
6.67
5.18
5.96
5.98
6.30
5.69
6.08
6.46
4.96
5.92
22.2
9.31
8.83
8.819
9.609
9.14
100
5.6 × 10−7
−3.21
9.31


hsa-miR-376a
6.83
2.68
6.22
5.69
4.43
4.97
5.28
5.72
4.14
5.11
11.1
8.97
7.91
8.29
8.116
8.32
100
4.4 × 10−4
−3.21
9.26


hsa-miR-542-
4.87
4.08
5.19
3.58
4.47
4.75
4.10
5.61
3.98
4.51
0
7.73
7.58
7.449
7.910
7.66
100
1.4 × 10−6
−3.15
8.88


5p


hsa-miR-376a
6.87
2.85
5.93
6.34
5.99
5.07
5.40
6.75
4.68
5.54
44.4
9.38
8.45
8.408
8.39
8.66
100
6.1 × 10−4
−3.11
8.65


hsa-asg-
5.12
3.39
4.62
4.20
5.79
3.62
4.05
3.53
3.50
4.20
0
7.37
7.04
7.163
7.698
7.31
100
1.8 × 10−5
−3.11
8.64


5617_st1


hsa-miR-124a
2.93
3.73
3.20
5.22
3.08
3.39
3.41
2.33
3.50
3.42
0
7.50
6.80
6.134
5.699
6.53
50
3.9 × 10−5
−3.11
8.64


hsa-asg-
4.60
3.17
4.28
3.73
4.15
2.87
3.48
4.65
2.86
3.75
0
7.05
7.21
6.494
6.719
6.86
100
4.5 × 10−6
−3.11
8.64


14172_st1


hsa-miR-432
7.13
4.70
7.02
6.47
6.37
6.40
6.66
7.08
5.20
6.34
77.7
9.84
8.95
9.03
9.981
9.45
100
3.5 × 10−5
−3.11
8.63


hsa-asg-
5.33
5.77
2.91
5.37
5.03
5.29
5.23
5.95
4.06
4.99
11.1
7.97
8.47
8.050
7.570
8.01
100
7.9 × 10−5
−3.01
8.09


13304_st2


hsa-miR-214
8.95
7.93
9.05
8.91
9.41
9.08
8.64
9.83
8.15
8.88
100
11.4
12.0
11.73
12.28
11.88
100
1.4 × 10−6
−2.99
7.98


hsa-asg-
3.39
2.93
3.26
3.24
4.53
2.59
2.85
3.26
3.50
3.28
0
6.76
3.75
6.352
8.257
6.28
75
7.7 × 10−4
−2.99
7.96


13297_st1


hsa-miR-218
9.64
7.22
8.84
8.85
8.15
7.87
7.17
8.33
8.00
8.23
100
11.3
11.3
10.98
11.17
11.21
100
1.6 × 10−5
−2.98
7.91


hsa-miR-503
8.30
7.70
8.31
8.56
7.52
8.53
7.96
8.60
8.85
8.26
100
11.3
10.9
11.08
11.541
11.22
100
9.9 × 10−8
−2.96
7.78


hsa-miR-485-
3.39
3.85
2.91
3.82
4.50
4.35
2.24
3.40
3.40
3.54
0
6.50
6.29
5.833
7.282
6.47
50
1.6 × 10−5
−2.93
7.63


5p


hsa-
9.05
7.95
8.61
9.92
8.93
8.59
8.57
9.28
7.07
8.66
100
11.5
11.5
11.49
11.85
11.60
100
2.2 × 10−5
−2.93
7.63


miR157_st2


hsa-miR-329
4.31
3.67
3.26
4.35
4.84
3.39
3.75
3.40
2.8
3.75
0
6.89
6.38
6.474
6.942
6.67
100
3.2 × 10−6
−2.91
7.56


hsa-miR-503
8.36
7.54
8.25
8.76
7.70
8.37
7.88
8.54
8.72
8.24
100
11.2
10.8
11.08
11.35
11.15
100
7.8 × 10−8
−2.91
7.54


hsa-asg-
3.34
2.80
4.01
3.42
1.84
3.26
3.58
4.50
2.28
3.23
0
6.53
6.62
5.353
6.046
6.14
50
5.5 × 10−5
−2.90
7.51


10202_st2


hsa-miR-1
9.28
8.71
10.22
9.27
10.0
8.34
7.53
9.74
7.33
8.94
100
11.6
12.1
12.09
11.57
11.85
100
2.3 × 10−4
−2.90
7.50


hsa-miR-379
8.61
6.85
8.01
7.53
7.61
7.10
7.21
7.65
6.82
7.49
100
10.9
10.0
9.978
10.49
10.38
100
2.6 × 10−6
−2.89
7.41


hsa-miR-369-
5.86
3.91
4.93
4.83
3.99
4.10
3.99
4.61
3.71
4.44
0
7.28
7.18
6.821
7.978
7.31
100
1.2 × 10−5
−2.87
7.33


5p


hsa-miR-494
7.92
6.28
7.64
7.04
7.27
6.85
6.86
7.53
5.88
7.03
100
10.6
9.48
9.360
10.03
9.87
100
1.2 × 10−5
−2.83
7.15


hsa-asg-
4.01
4.00
4.59
3.30
4.15
3.83
3.84
4.78
3.50
4.00
0
7.12
7.31
6.264
6.612
6.82
75
7.9 × 10−7
−2.82
7.07


13284_st1


hsa-asg-
4.44
4.73
5.09
4.88
4.56
4.75
4.25
4.68
4.29
4.63
0
7.218
7.46
7.151
7.998
7.45
100
9.5 × 10−9
−2.81
7.06


9687_st1


hsa-miR-433
4.05
3.53
4.11
4.08
4.50
2.45
4.25
5.16
3.17
3.92
0
7.04
6.41
5.977
7.532
6.74
75
7.0 × 10−5
−2.81
7.03


hsa-miR-565
8.26
6.75
6.94
7.51
7.79
7.30
6.58
7.11
5.36
7.07
44.4
10.0
10.2
8.865
10.29
9.87
100
1.0 × 10−4
−2.80
6.97


hsa-miR-124a
4.20
3.39
3.52
5.53
4.03
3.62
3.93
2.96
3.71
3.88
0
7.87
7.21
5.723
5.913
6.68
100
1.4 × 10−4
−2.79
6.95


hsa-asg-
10.39
9.63
10.09
11.23
10.5
10.3
9.79
10.8
8.46
10.14
100
12.9
12.8
12.85
13.1
12.94
100
3.0 × 10−5
−2.79
6.94


562_st1


hsa-miR-329
4.01
3.60
4.55
3.68
4.43
3.26
4.86
4.68
3.50
4.07
0
7.12
6.84
6.474
6.830
6.81
100
2.4 × 10−6
−2.74
6.72


hsa-asg-
4.98
4.64
4.44
4.78
5.20
4.56
4.85
5.21
4.50
4.80
0
7.13
8.27
7.606
7.087
7.52
50
1.1 × 10−7
−2.72
6.61


279_st2


hsa-miR-376a
6.16
3.53
5.24
4.88
5.07
4.56
4.30
5.31
3.71
4.75
11.1
8.34
7.12
7.223
7.169
7.46
100
1.0 × 10−4
−2.70
6.53


hsa-asg-
4.20
3.32
4.85
4.69
5.16
4.86
4.53
4.65
4.26
4.50
0
6.52
7.55
7.036
7.6989
7.20
100
4.0 × 10−6
−2.69
6.48


8411_st2


hsa-asg-
4.76
3.24
3.81
3.52
3.91
3.83
2.59
3.78
3.05
3.61
0
6.42
6.50
5.771
6.414
6.27
75
6.5 × 10−6
−2.66
6.34


7472_st2


hsa-asg-
6.00
5.00
5.07
4.80
4.73
5.07
5.5
7.13
3.40
5.19
11.1
7.67
7.85
7.709
8.111
7.83
100
3.5 × 10−4
−2.64
6.25


13279_st1


hsa-miR-189
6.33
5.27
5.82
6.11
6.12
5.41
5.20
6.85
4.99
5.79
11.1
8.34
8.64
8.241
8.467
8.42
100
5.0 × 10−6
−2.63
6.19


hsa-miR-504
3.28
4.30
3.64
2.75
2.51
3.50
3.62
1.48
3.11
3.13
0
5.55
6.42
5.245
5.842
5.76
25
1.0 × 10−4
−2.62
6.18


hsa-miR-487a
4.63
3.53
3.52
4.04
3.19
3.00
4.10
3.11
3.28
3.60
0
6.28
6.06
6.330
6.265
6.23
100
1.4 × 10−6
−2.62
6.18


hsa-miR-494
7.29
5.77
6.95
6.29
6.69
6.24
6.06
6.84
5.36
6.39
88.8
9.44
8.66
8.536
9.223
8.96
100
1.1 × 10−5
−2.57
5.96


hsa-miR-329
4.24
3.24
5.45
4.66
5.11
3.92
4.53
3.53
3.80
4.28
0
7.10
6.48
6.587
7.235
6.85
100
4.0 × 10−5
−2.57
5.94


hsa-
4.79
3.91
4.82
4.88
4.50
4.35
4.30
4.68
3.50
4.41
0
7.05
6.57
7.113
7.211
6.98
100
6.2 × 10−7
−2.56
5.92


cand206_st1


hsa-miR-211
2.43
3.24
3.06
2.55
3.52
3.39
3.25
2.65
2.54
2.96
0
7.09
5.34
3.471
6.152
5.51
50
5.2 × 10−4
−2.55
5.86


hsa-
4.41
4.73
4.55
4.04
4.47
4.80
4.80
4.54
4.14
4.50
0
6.78
7.00
6.852
7.485
7.03
100
1.2 × 10−8
−2.52
5.76


cand345_st1


hsa-asg-
8.71
7.69
8.39
9.25
8.15
8.62
7.96
8.46
7.78
8.34
100
10.5
11.1
10.78
10.90
10.85
100
1.3 × 10−6
−2.51
5.70


9696_st1


hsa-miR-130a
10.0
9.17
9.39
9.91
8.99
9.32
8.78
10.0
8.85
9.39
100
11.5
12.2
11.78
11.89
11.88
100
2.0 × 10−6
−2.48
5.60


hsa-miR-485-
4.65
3.24
4.82
4.42
4.26
4.35
4.93
5.92
2.67
4.36
0
7.25
6.48
6.454
7.074
6.81
100
4.8 × 10−4
−2.44
5.46


3p


hsa-asg-
5.24
4.23
5.64
5.39
4.98
4.19
4.93
5.92
3.28
4.87
0
7.95
6.75
7.138
7.373
7.30
100
2.0 × 10−4
−2.43
5.40


13166_st2


hsa-miR-99b
10.1
9.16
9.90
10.3
9.95
10.0
9.08
10.6
9.84
9.89
100
12.2
12.3
12.14
12.48
12.32
100
1.5 × 10−6
−2.42
5.35


hsa-miR-299-
4.13
3.91
2.54
3.68
2.77
3.62
4.15
4.75
2.28
3.54
0
6.13
5.13
6.532
6.046
5.96
75
2.9 × 10−4
−2.41
5.34


3p


hsa-miR-
8.65
7.10
6.76
9.07
7.91
7.78
7.58
8.07
6.75
7.74
66.6
10.3
10.6
9.359
10.23
10.15
100
2.1 × 10−4
−2.41
5.32


594_st2


hsa-miR-99b
10.4
8.97
9.97
10.4
10.1
10.1
9.28
10.6
9.77
9.98
100
12.1
12.5
12.27
12.54
12.38
100
5.3 × 10−6
−2.40
5.28


hsa-miR-539
5.35
3.73
4.93
4.66
4.62
3.72
3.48
4.61
3.05
4.24
0
6.67
6.06
6.241
7.583
6.63
100
2.3 × 10−4
−2.39
5.25


hsa-miR-369-
4.87
3.32
4.59
4.85
4.62
4.19
3.93
4.78
3.23
4.26
0
7.04
6.46
5.787
7.313
6.65
75
7.9 × 10−5
−2.38
5.21


5p


hsa-asg-
7.96
5.75
6.91
6.96
8.27
7.18
6.51
8.14
5.85
7.06
88.8
9.16
10.3
9.277
8.876
9.42
100
8.5 × 10−4
−2.36
5.13


10883_st1


hsa-miR-382
8.27
6.56
7.58
7.89
8.08
7.98
7.70
8.47
6.86
7.71
100
9.63
9.67
10.25
10.68
10.06
100
4.2 × 10−5
−2.35
5.10


hsa-miR-424
8.79
7.33
7.74
8.38
7.17
7.15
7.26
7.93
6.00
7.53
100
9.73
10.1
9.929
9.468
9.83
100
2.1 × 10−4
−2.29
4.91


hsa-miR-130a
10.2
9.21
9.39
10.0
8.95
9.27
8.96
10.3
9.04
9.49
100
11.4
12.1
11.79
11.66
11.77
100
1.1 × 10−5
−2.27
4.83


hsa-miR-485-
4.91
3.67
4.33
4.48
4.65
3.62
4.35
5.16
3.71
4.32
0
6.83
6.15
6.352
6.962
6.57
100
1.6 × 10−5
−2.25
4.76


3p


hsa-miR-585
3.97
2.76
2.47
2.94
3.63
2.45
3.01
3.40
2.16
2.98
0
5.40
5.55
4.359
5.502
5.20
25
5.8 × 10−5
−2.22
4.67


hsa-miR-493-
7.31
6.23
7.88
7.03
8.48
6.99
7.49
8.53
5.88
7.31
100
9.39
9.61
9.438
9.699
9.53
100
6.1 × 10−4
−2.21
4.65


5p


hsa-miR-487a
4.98
3.39
4.82
4.48
5.03
4.62
4.69
5.00
3.80
4.53
0
7.19
6.16
6.925
6.625
6.72
100
3.1 × 10−5
−2.18
4.56


hsa-asg-
2.43
4.08
3.06
3.73
3.31
3.14
3.41
2.96
3.28
3.26
0
4.70
5.64
5.374
6.100
5.45
25
1.6 × 10−5
−2.18
4.54


12964_st2


hsa-asg-
5.67
5.61
5.49
5.39
5.16
5.41
5.70
5.11
5.03
5.40
22.2
7.20
7.79
7.714
7.570
7.57
100
1.8 × 10−8
−2.16
4.49


4557_st2


hsa-miR-320
9.93
9.70
9.94
9.86
9.63
10.8
9.85
10.4
10.7
10.11
100
12.0
12.3
12.27
12.42
12.27
100
1.9 × 10−6
−2.16
4.49


hsa-miR-539
4.65
3.53
4.85
3.52
4.62
4.19
2.85
4.65
3.23
4.01
0
5.59
6.07
6.264
6.787
6.17
50
2.5 × 10−4
−2.16
4.48


hsa-miR-499
3.65
4.33
3.40
2.75
4.07
3.26
3.18
4.00
4.79
3.71
0
4.64
6.81
5.656
6.357
5.86
50
4.9 × 10−4
−2.15
4.44


hsa-miR-499
4.74
4.13
3.52
4.20
3.52
3.50
4.25
4.20
2.8
3.87
0
5.53
7.23
5.311
5.991
6.01
75
2.4 × 10−4
−2.14
4.40


hsa-asg-
5.40
4.50
5.59
5.41
5.52
5.16
4.72
5.44
4.94
5.19
0
7.38
7.60
6.932
7.351
7.31
100
8.6 × 10−7
−2.12
4.36


10674_st1


hsa-asg-
5.28
4.87
5.24
4.64
3.99
4.10
3.99
5.11
4.84
4.67
22.2
6.65
6.66
6.939
6.932
6.79
100
8.6 × 10−6
−2.12
4.34


14230_st1


hsa-miR-324-
6.92
5.80
6.61
6.50
6.31
7.29
6.77
6.88
7.06
6.68
0
8.34
9.23
8.688
8.936
8.80
25
4.7 × 10−6
−2.11
4.32


3p


hsa-miR-628
6.40
5.44
5.87
6.18
6.30
6.54
6.08
7.09
5.28
6.13
66.6
8.15
7.98
8.047
8.802
8.24
100
2.7 × 10−5
−2.11
4.31


hsa-asg-
5.95
4.94
4.41
4.28
5.40
4.56
4.76
5.06
3.17
4.72
0
5.88
7.51
7.138
6.753
6.82
100
7.6 × 10−4
−2.09
4.27


13237_st1


hsa-miR-299-
4.28
3.24
3.58
3.63
3.08
3.92
3.55
4.05
3.45
3.64
0
5.83
5.47
5.755
5.893
5.73
25
5.9 × 10−7
−2.09
4.26


3p


hsa-asg-
5.49
4.58
5.33
5.28
5.07
5.78
5.11
7.09
4.50
5.36
33.3
7.12
7.74
6.852
8.085
7.45
100
5.1 × 10−4
−2.08
4.25


13230_st2


hsa-miR-422b
9.95
8.11
7.87
9.48
8.66
9.40
9.91
9.10
7.62
8.90
100
10.6
11.2
11.15
10.91
10.97
100
8.5 × 10−4
−2.06
4.19


hsa-miR-493-
4.60
3.05
4.48
3.13
3.77
3.83
5.43
5.00
3.85
4.12
0
6.665
5.63
6.444
5.981
6.18
50
6.9 × 10−4
−2.05
4.14


3p


hsa-miR-450
6.67
6.31
5.57
6.18
4.89
4.69
5.52
6.01
4.94
5.64
22.2
6.91
7.82
7.818
8.192
7.68
100
3.2 × 10−4
−2.04
4.12


hsa-miR-196b
9.57
8.93
8.64
8.86
8.56
8.96
8.12
9.84
8.80
8.92
100
10.6
11.4
10.91
10.91
10.96
100
1.8 × 10−5
−2.03
4.11


hsa-miR-654
3.50
4.70
4.79
5.09
4.37
5.02
4.80
4.00
4.36
4.51
0
7.20
6.03
5.892
7.028
6.54
50
8.9 × 10−5
−2.02
4.06


hsa-miR-361
10.9
11.27
9.79
10.5
10.1
11.1
10.2
11.4
9.70
10.59
100
12.2
12.7
12.65
12.74
12.60
100
1.0 × 10−4
−2.00
4.01


bsa-miR-505
7.48
6.43
6.84
7.19
7.13
7.24
7.56
7.23
6.92
7.11
100
8.69
8.98
8.744
9.85
9.06
100
6.4 × 10−6
−1.95
3.86


hsa-miR-370
5.35
4.75
4.96
4.95
5.20
5.48
4.88
5.14
3.61
4.92
0
7.15
6.56
6.454
7.074
6.81
75
6.1 × 10−5
−1.88
3.68


hsa-asg-
3.70
4.48
5.24
5.50
3.58
4.19
4.10
3.66
4.81
4.36
0
6.62
6.02
5.739
6.594
6.24
50
4.7 × 10−4
−1.87
3.67


8067_st2


hsa-miR-338
3.75
3.79
3.52
3.68
2.70
3.14
4.40
4.75
2.92
3.63
0
4.98
6.16
4.743
6.028
5.48
75
8.4 × 10−4
−1.85
3.60


hsa-asg-
10.5
10.70
10.6
11.0
10.8
10.7
10.3
11.0
11.1
10.77
100
12.9
12.6
12.18
12.60
12.59
100
4.3 × 10−7
−1.81
3.52


11199_st2


hsa-asg-
5.91
5.86
6.13
6.38
5.76
6.57
6.27
6.28
6.53
6.19
0
7.31
8.22
7.882
8.499
7.97
75
5.6 × 10−6
−1.78
3.44


12346_st2


hsa-miR-422a
8.55
7.11
6.85
8.18
7.44
8.02
8.65
7.61
6.47
7.65
66.6
9.09
9.56
9.652
9.455
9.44
100
8.8 × 10−4
−1.78
3.44


hsa-miR-140
6.57
5.20
5.99
5.56
4.91
5.29
5.83
5.98
4.06
5.49
33.3
7.22
7.65
7.062
7.161
7.27
100
6.9 × 10−4
−1.78
3.44


hsa-asg-
6.80
5.91
6.49
6.50
6.34
6.08
6.38
6.95
6.45
6.43
88.8
8.42
8.03
8.096
8.296
8.21
100
5.9 × 10−7
−1.77
3.42


11883_st1


hsa-miR-28
9.32
9.91
9.65
9.82
9.69
9.42
9.28
10.0
10.0
9.6
100
11.5
11.4
11.26
11.62
11.46
100
2.7 × 10−7
−1.77
3.42


hsa-miR-500
7.45
6.64
7.33
7.11
6.83
7.64
7.56
8.15
6.75
7.27
100
8.62
9.47
8.756
9.282
9.03
100
6.5 × 10−5
−1.75
3.37


Hsa-
7.35
6.74
7.73
7.42
6.38
7.91
7.65
8.30
6.72
7.36
100
8.9
9.60
8.561
9.282
9.08
100
4.6 × 10−4
−1.72
3.31


miR102_st2


hsa-asg-
3.84
2.93
3.96
4.12
3.99
4.10
2.85
2.49
2.92
3.47
0
4.41
5.58
5.787
5.009
5.19
25
9.7 × 10−4
−1.72
3.31


2027_st1


hsa-asg-
4.71
5.11
5.12
5.37
5.20
4.56
4.96
4.91
4.59
4.95
0
6.28
6.82
6.241
7.306
6.66
75
6.5 × 10−6
−1.71
3.27


3145_st1


hsa-asg-
5.60
4.37
4.37
4.91
5.11
4.56
5.03
5.38
5.14
4.94
0
5.56
7.75
6.373
6.731
6.60
100
7.6 × 10−4
−1.66
3.16


7465_st2


hsa-asg-
5.28
5.11
5.41
5.62
4.98
4.62
4.76
5.21
4.43
5.05
0
6.53
6.75
6.641
6.902
6.70
100
5.7 × 10−6
−1.65
3.14


9681_st1


hsa-asg-
5.37
4.23
5.09
4.83
4.53
4.75
4.72
4.82
4.36
4.74
0
6.65
6.18
6.758
6.009
6.40
100
8.5 × 10−6
−1.65
3.14


3376_st1


Hsa-
3.88
3.85
3.86
3.58
4.26
2.87
4.48
3.66
2.92
3.71
0
6.02
5.53
4.237
5.652
5.36
75
9.4 × 10−4
−1.65
3.14


cand283_st1


hsa-asg-
6.44
6.84
5.68
6.59
5.45
5.90
6.15
6.90
5.32
6.14
66.6
7.39
7.98
7.499
8.253
7.78
100
4.0 × 10−4
−1.63
3.10


2301_st2


Hsa-
4.13
3.85
3.52
3.68
3.77
3.72
4.30
4.00
3.98
3.88
0
5.53
4.75
5.723
5.972
5.49
75
8.6 × 10−6
−1.60
3.04


cand207_st1


hsa-miR-598
5.33
4.66
5.17
5.58
4.84
5.41
5.62
5.63
5.48
5.30
0
6.76
7.29
6.352
7.194
6.90
100
1.9 × 10−5
−1.59
3.02


hsa-asg-
3.39
3.32
3.58
3.91
3.02
4.10
3.78
3.26
3.40
3.53
0
4.38
5.33
5.332
5.321
5.09
75
3.2 × 10−5
−1.55
2.94


10278_st2


hsa-miR-30a-
7.31
7.20
7.86
7.71
7.22
7.64
7.82
7.78
6.90
7.49
100
8.90
8.63
8.913
9.556
9.00
100
2.2 × 10−5
−1.50
2.83


3p


hsa-miR-331
6.40
6.69
6.33
6.54
6.20
5.33
6.47
7.65
5.92
6.39
55.5
7.48
7.94
7.919
8.239
7.89
100
9.0 × 10−4
−1.49
2.82


hsa-asg-
5.12
4.30
4.91
5.00
4.68
5.59
5.34
4.97
5.43
5.04
0
5.86
6.96
6.434
6.861
6.53
50
1.1 × 10−4
−1.48
2.80


11181_st1


hsa-miR-489
5.44
5.89
5.35
5.14
5.87
5.25
5.52
6.19
4.10
5.41
22.2
6.96
6.51
7.211
6.922
6.90
100
7.1 × 10−4
−1.48
2.79


hsa-asg-
4.13
3.46
3.81
3.52
3.52
4.27
3.81
3.26
3.50
3.70
0
5.34
5.61
4.509
5.213
5.16
25
4.4 × 10−5
−1.46
2.76


7023_st2


hsa-miR-149
4.76
5.66
4.69
5.66
4.86
4.86
4.53
4.46
4.53
4.89
0
6.41
6.24
5.949
6.736
6.33
75
1.5 × 10−4
−1.44
2.71


hsa-asg-
5.74
5.41
5.41
5.39
5.09
5.20
5.28
3.89
5.01
5.16
0
7.22
6.15
6.319
6.679
6.59
100
6.6 × 10−4
−1.43
2.69


3597_st2


hsa-miR-324-
8.17
7.18
6.99
7.98
7.08
8.13
7.98
8.29
8.10
7.77
100
8.80
9.60
9.105
9.179
9.17
100
4.9 × 10−4
−1.40
2.64


5p


hsa-miR-151
9.28
9.52
9.30
9.49
9.34
9.04
9.04
9.23
9.56
9.31
100
10.8
10.8
10.45
10.69
10.69
100
9.8 × 10−8
−1.38
2.60


hsa-asg-
8.83
9.84
9.09
9.12
9.36
9.42
9.16
9.72
9.02
9.28
100
10.4
10.6
10.71
10.86
10.65
100
1.1 × 10−5
−1.36
2.56


5304_st1


Hsa-
5.35
6.37
5.07
5.58
5.28
5.29
5.51
5.55
4.62
5.40
11.1
6.84
6.28
6.805
7.009
6.73
100
3.2 × 10−4
−1.33
2.51


cand720_st1


hsa-miR-17-
5.29
5.30
5.28
5.07
4.53
4.42
4.53
5.36
4.94
4.97
11.1
6.00
7.27
5.787
6.082
6.28
100
7.9 × 10−4
−1.31
2.48


3p


hsa-miR-30d
11.6
11.0
11.4
11.6
11.9
11.8
11.6
12.4
12.0
11.74
100
12.9
13.2
13.05
13.00
13.05
100
3.8 × 10−5
−1.30
2.47


hsa-asg-
8.76
9.82
9.01
9.05
9.37
9.08
9.03
9.51
9.06
9.19
100
10.3
10.5
10.34
10.78
10.49
100
1.4 × 10−5
−1.30
2.47


13308_st2


hsa-asg-
4.65
5.27
5.12
5.34
4.78
4.69
4.61
4.54
5.46
4.94
0
6.30
6.67
6.083
5.913
6.24
75
6.8 × 10−5
−1.30
2.46


3038_st2


hsa-asg-
4.87
5.01
4.99
4.54
5.22
5.45
5.03
4.29
4.65
4.89
0
5.74
6.18
6.383
6.407
6.18
75
6.1 × 10−5
−1.28
2.43


13966_st2


hsa-asg-
6.89
7.40
6.91
7.29
6.71
7.19
7.55
6.98
7.29
7.13
100
8.02
8.74
8.164
8.705
8.41
100
2.3 × 10−5
−1.27
2.41


13189_st1


hsa-miR-340
5.29
4.77
4.66
4.95
4.93
4.69
4.93
5.51
4.46
4.91
0
5.34
6.13
6.569
6.497
6.13
50
3.8 × 10−4
−1.22
2.33


hsa-miR-30a-
11.3
10.7
11.1
11.1
11.1
11.2
11.2
11.7
11.2
11.21
100
12.2
12.5
12.34
12.50
12.42
100
3.3 × 10−6
−1.20
2.30


5p


hsa-asg-
4.28
5.25
4.79
4.45
5.20
5.52
5.80
4.68
4.99
4.99
11.1
6.15
6.34
6.182
6.028
6.17
75
8.1 × 10−4
−1.17
2.26


11938_st1


hsa-asg-
3.60
4.90
4.20
4.69
4.62
4.35
4.76
4.46
4.62
4.47
0
5.76
5.34
6.005
5.449
5.64
25
2.4 × 10−4
−1.17
2.25


5740_st2


hsa-asg-
6.84
7.79
6.43
7.41
7.32
6.94
7.09
6.73
6.71
7.03
100
8.20
8.35
7.837
8.312
8.17
100
3.8 × 10−4
−1.14
2.21


8477_st1


hsa-miR-194
8.43
7.44
8.05
8.07
7.38
7.45
7.71
8.17
7.20
7.77
100
8.97
9.05
8.867
8.668
8.89
100
4.0 × 10−4
−1.12
2.17


hsa-asg-
5.18
5.77
5.12
5.00
5.62
5.41
5.25
5.31
6.03
5.41
11.1
6.41
6.70
6.341
6.497
6.48
75
8.4 × 10−5
−1.07
2.10


12325_st2


hsa-miR-10b
11.4
11.3
11.8
11.3
11.0
11.1
10.9
11.3
10.5
11.22
100
12.4
12.3
12.13
12.33
12.29
100
9.9 × 10−5
−1.07
2.10


hsa-asg-
6.89
7.03
6.70
6.84
6.41
7.02
6.52
6.85
6.35
6.73
88.8
8.16
7.43
7.464
8.174
7.80
100
1.1 × 10−4
−1.07
2.09


12356_st1


hsa-asg-
3.97
3.32
3.52
3.87
3.77
4.02
3.87
4.20
3.28
3.76
0
5.23
4.90
4.863
4.284
4.82
25
2.9 × 10−4
−1.05
2.08


6758_st1


hsa-asg-
4.09
4.23
3.86
4.04
3.31
4.49
4.35
4.00
4.43
4.09
0
5.19
5.27
4.804
5.276
5.13
25
2.6 × 10−4
−1.04
2.06


522_st1


hsa-asg-
5.94
5.56
5.35
5.79
5.52
5.37
5.16
5.19
5.60
5.50
0
6.70
6.78
6.241
6.327
6.51
75
4.9 × 10−5
−1.01
2.01


4564_st2


hsa-asg-
6.45
6.60
6.56
6.75
6.09
6.67
6.50
6.46
6.89
6.55
77.7
7.25
7.53
7.414
8.069
7.56
100
5.7 × 10−5
−1.01
2.01


6951_st2


hsa-asg-
7.01
7.17
6.25
7.34
6.98
7.09
7.18
6.32
6.60
6.88
11.1
8.14
7.92
7.623
7.861
7.89
100
6.3 × 10−4
−1.00
2.00


9920_st1


hsa-asg-
6.74
7.29
6.51
7.52
6.73
6.66
7.22
6.72
6.52
6.88
88.8
8.13
8.00
7.637
7.756
7.88
100
4.1 × 10−4
−1.00
2.00


13613_st2


hsa-asg-
4.82
4.70
4.82
5.91
4.47
5.07
4.86
5.31
6.00
5.10
22.2
4.34
3.65
3.648
3.353
3.75
0
9.6 × 10−4
1.35
2.56


11688_st1


hsa-miR-18b
7.10
7.92
6.64
7.24
5.97
6.84
7.25
7.26
7.28
7.06
88.8
5.93
5.47
6.018
4.642
5.51
25
8.3 × 10−4
1.54
2.91


hsa-miR-18a
7.41
8.27
7.03
7.77
6.33
6.84
7.65
7.55
7.47
7.37
88.8
6.23
5.50
6.194
4.856
5.69
25
6.4 × 10−4
1.67
3.19


hsa-asg-
7.01
7.62
6.94
7.52
5.77
6.95
7.49
7.94
7.58
7.20
88.8
6.05
5.04
5.673
5.197
5.49
0
5.5 × 10−4
1.71
3.27


3711_st2


hsa-miR-183
9.78
10.5
9.80
10.5
9.41
10.5
10.4
10.7
10.6
10.27
100
8.97
8.35
9.072
7.698
8.52
100
1.7 × 10−4
1.74
3.35


hsa-asg-
5.18
5.09
6.11
6.70
5.16
5.41
4.90
4.15
5.76
5.38
11.1
3.34
3.23
3.409
3.524
3.37
0
2.5 × 10−4
2.01
4.02


2919_st1


hsa-asg-
8.96
8.34
8.87
10.1
8.25
8.39
9.67
9.63
8.92
9.02
100
7.61
6.22
7.126
5.699
6.66
50
2.1 × 10−4
2.36
5.14


924_st1


Hsa-
7.01
6.63
7.18
8.78
6.64
7.00
8.27
7.73
7.19
7.38
100
5.44
3.80
4.614
3.974
4.45
25
3.9 × 10−5
2.92
7.61


cand317_st1





FC; Fold Change.


aMultiple entries for a single miRNA represent data from different microarray probes.






Example 11
Agilent Human microRNA Microarray Analysis of miRNAs in Normal Cervix and Cervical Cancer Samples
miRNA array expression analysis: miRNA expression in six cervical cancer specimens (Ca1-4, Ca6, and Ca8) and six normal cervix samples (NCX1-3, NCX10, NCX13, and NCX16) were further evaluated using the Human miRNA Microarray (V2) (Agilent Technologies, Inc.; Santa Clara, Calif., USA). The Human miRNA Microarray contains probes for 723 human and 76 human viral microRNAs from the Sanger database v.10.1. Samples for miRNA profiling studies were processed by Asuragen Services (Asuragen, Inc.; Austin, Tex., USA). Total RNA from each sample (200 ng) was dephosphorylated and the pCp-Cy3 labeling molecule was ligated to the 3′ end of the RNA molecules. The labeled RNA was purified using a Bio-Spin P-6 column (Bio-Rad Laboratories Inc.; Hercules, Calif., USA). Array hybridization, washing, staining, imaging, and signal extraction were performed according to Agilent's recommended procedures.
miRNA array signal processing: The signal processing implemented for the Agilent miRNA array is a multi-step process involving probe specific signal detection calls, background correction, and global normalization. For each probe, the contribution of signal due to background was estimated and removed by the Agilent Feature Extraction software as part of the data file output. Similarly, detection calls were based on the Agilent Feature Extraction software. Arrays within a specific analysis experiment were normalized together according to the VSN method described by Huber et al., 2002.
Background estimate and correction and probe detection: Three types of data are provided to evaluate each hybridization. The “Total Gene Signal” is the total probe signal multiplied by the number of probes per gene and is calculated after the background effects have been accounted for. The “Total Gene Error” is the square root of the square of the total probe error multiplied by the number of probes per gene. The “Total Probe Error” is the robust average for each replicated probe multiplied by the total number of probe replicates. The “Detection Call” is a binary number that indicates if the gene was detected on the miRNA microarray. Probes detected at least once across all samples in the experiment were considered for statistical analysis.
Global normalization: The inventors have found that the Variance Stabilization Normalization (VSN) algorithm provides an ideal balance of accuracy and precision while optimizing sensitivity and specificity of signal. One advantage of VSN, is that it accommodates negative values by using the generalized log 2 transformation.
Generalized log 2 transformed: The post-normalized data scale is reported as generalized log2 data. The distribution of microarray data is typically log normal (i.e, it tends to follow a normal distribution pattern after log transformation). A normal distributed data is amendable to classical statistical treatments, including t-tests and one-way or two-way ANOVA.
For statistical hypothesis testing, a two-sample t-Test, with assumption of equal variance, was applied. This test is used to define which probes are considered to be significantly differentially expressed, or “significant”, based on false discovery rate set at 0.05.
A total of 382 human miRNAs were expressed above background level in the normal cervix samples, representing 53% of the miRNAs present on the arrays. A total of 337 miRNAs were expressed above background level in the tumor samples, representing 46.6% of the miRNAs present on the arrays.
A total of 202 human miRNAs were significantly differentially expressed between NCX and Ca samples (Table 15). Among these, 129 were down-regulated (Log 2 diff (NCX vs Ca)≧1) and 41 were up-regulated (Log 2 diff (NCX vs Ca)≦1) by more than 2-fold in Ca samples compared to NCX samples. Thirty-three miRNAs were down-regulated in Ca samples by more than 5-fold (Log 2 diff (NCX vs Ca)≧2.3) with a Student t-test p-value ≦0.001. Of those, 7 miRNAs (hsa-miR-204, -133b, -1, -133a, -885-5p, -99a, and -143) were down-regulated in Ca samples by more than 10-fold (Log 2 diff (NCX vs Ca)≧3.3). Among the miRNAs up-regulated in Ca samples, 11 miRNAs (hsa-miR-205, -135b, -182, -31, -31*, -96, -224, -141, -21*, -183, and -944) were up-regulated by more than 5-fold compared to NCX with a Student t-test p-value ≦0.005.







TABLE 15







miRNAs Differentially Expressed Among Six Cervical Cancer Samples (Ca) and Six Normal Cervix Tissue Samples


(NCX) Following Expression Analysis on Agilent Human miRNA Microarrays. Positive Log2Diff (NCX vs Ca) values represent


miRNAs down-regulated in cancer samples


























miRNA Probe ID
NCX13
NCX2
NCX1
NCX16
NCX3
NCX10
Mean (NCX)
% NCX
Ca6
Ca8
Ca4
Ca1
Ca2
Ca3
Mean (Ca)
% Ca
Ttest (NCX vs CA)
Log2 Diff (NCX vs Ca)
FC





























hsa-miR-
11.4
10.02
8.44
10.05
9.99
10.34
10.05
100
6.26
5.96
4.06
1.80
3.31
3.53
4.15
33
2.30E−05
5.90
59.66


204


hsa-miR-
11.8
10.50
9.92
12.31
12.36
12.28
11.53
100
8.63
6.94
5.35
5.65
7.38
5.50
6.58
100
2.86E−05
4.96
31.12


133b


hsa-miR-1
10.4
8.67
8.64
10.94
10.63
10.79
10.01
100
6.59
4.87
5.22
4.21
6.15
4.22
5.21
100
1.07E−05
4.80
27.89


hsa-miR-
8.88
8.03
7.46
9.79
9.89
9.74
8.96
100
6.19
4.39
4.55
4.03
5.13
3.29
4.60
67
2.05E−05
4.37
20.63


133a


hsa-miR-
9.70
12.73
13.60
11.55
12.22
6.28
11.01
100
14.40
14.77
15.32
15.76
15.69
14.78
15.12
100
4.12E−03
−4.11
17.23


205


hsa-miR-
4.28
4.61
5.64
6.83
5.93
5.93
5.54
100
2.28
3.63
2.01
1.17
−0.22
1.55
1.73
0
1.54E−04
3.80
13.97


885-5p


hsa-miR-
14.9
13.89
13.77
14.77
14.26
14.61
14.38
100
10.46
12.12
11.03
8.33
11.25
10.90
10.68
100
5.78E−05
3.70
12.98


99a


hsa-miR-
14.5
13.17
13.37
14.72
14.15
13.96
13.98
100
11.76
10.81
10.86
9.47
10.96
9.70
10.59
100
1.37E−05
3.39
10.48


143


hsa-miR-
11.0
9.39
9.77
10.89
10.65
10.60
10.39
100
8.10
7.42
7.44
6.30
7.08
6.24
7.10
100
8.71E−06
3.29
9.78


145*


hsa-miR-
13.7
12.58
12.97
13.89
13.30
13.70
13.37
100
10.21
11.29
9.56
8.54
10.87
10.07
10.09
100
2.67E−05
3.28
9.71


100


hsa-miR-
10.1
9.73
10.44
10.96
10.16
10.34
10.29
100
7.43
8.03
6.55
7.49
6.82
6.04
7.06
100
2.42E−06
3.23
9.38


218


hsa-miR-
13.8
13.23
13.41
14.62
14.28
14.35
13.96
100
11.09
11.79
10.44
9.83
11.43
9.91
10.75
100
1.18E−05
3.21
9.27


195


hsa-miR-
5.73
4.33
4.17
5.64
4.84
4.53
4.87
100
2.46
2.42
1.87
0.71
2.79
−0.15
1.68
0
1.64E−04
3.19
9.12


517*


hsa-miR-
8.92
8.25
8.38
9.22
8.18
8.14
8.51
100
5.75
6.87
5.02
4.72
5.01
4.63
5.33
100
1.05E−05
3.18
9.07


139-5p


hsa-miR-
2.40
3.58
7.92
6.36
2.98
5.29
4.75
50
0.86
3.96
1.28
1.03
1.15
1.72
1.67
0
1.12E−02
3.09
8.50


211


hsa-miR-
15.2
14.72
14.58
15.31
15.34
14.98
15.02
100
13.40
12.44
12.07
10.78
12.26
10.79
11.96
100
3.44E−05
3.07
8.38


145


hsa-miR-
10.5
9.89
11.22
11.77
10.95
10.95
10.90
100
8.39
8.96
7.45
6.23
8.49
7.57
7.85
100
7.68E−05
3.05
8.27


376c


hsa-miR-
6.72
6.62
6.91
7.33
6.76
7.12
6.91
100
9.74
9.18
8.10
11.35
10.40
10.57
9.89
100
1.01E−04
−2.98
7.89


135b


hsa-miR-
8.97
8.12
9.23
9.92
9.14
8.89
9.04
100
6.83
7.23
5.08
5.05
6.50
5.90
6.10
100
5.58E−05
2.94
7.70


381


hsa-miR-
8.49
7.98
9.20
9.66
8.68
8.70
8.79
100
6.58
6.98
5.12
4.41
6.55
5.45
5.85
83
1.02E−04
2.94
7.66


136*


hsa-miR-
6.22
5.15
5.36
5.79
5.88
6.03
5.74
100
2.05
4.28
3.16
0.84
3.30
3.20
2.81
33
2.00E−04
2.94
7.65


99a*


hsa-miR-
9.12
8.02
8.11
8.83
8.80
9.04
8.66
100
5.73
6.72
5.84
4.33
5.76
6.23
5.77
83
1.82E−05
2.89
7.40


125b-2*


hsa-miR-
1.75
1.82
2.90
2.56
3.02
1.95
2.33
17
3.82
4.75
4.59
6.33
5.80
5.94
5.21
100
9.10E−05
−2.87
7.33


182


hsa-miR-
7.53
9.07
10.00
8.48
8.79
8.26
8.69
100
10.41
9.98
11.74
13.68
11.36
12.18
11.56
100
1.15E−03
−2.87
7.31


31


hsa-miR-
4.60
6.08
7.32
6.23
6.83
5.95
6.17
100
8.68
8.17
7.93
10.16
9.14
9.99
9.01
100
3.34E−04
−2.85
7.19


31*


hsa-miR-
10.5
9.72
11.20
11.77
10.85
10.77
10.81
100
8.45
8.90
7.71
6.20
8.78
7.85
7.98
100
1.94E−04
2.82
7.08


376a


hsa-miR-
12.1
11.46
12.04
12.83
12.38
12.31
12.20
100
9.55
10.30
10.06
7.97
10.18
8.38
9.41
100
9.51E−05
2.79
6.92


497


hsa-miR-
8.33
7.77
8.64
9.40
8.60
8.26
8.50
100
6.48
6.74
5.22
4.67
6.01
5.35
5.74
100
3.80E−05
2.76
6.75


299-5p


hsa-miR-
15.4
15.09
14.71
15.03
15.15
14.88
15.06
100
12.72
13.56
11.99
10.73
12.62
12.25
12.31
100
4.35E−05
2.74
6.69


125b


hsa-miR-
5.38
5.71
7.61
6.21
7.27
6.69
6.48
100
8.29
9.09
9.03
9.34
9.79
9.55
9.18
100
6.77E−05
−2.70
6.51


96


hsa-miR-
7.10
6.31
7.90
8.34
7.41
7.14
7.37
100
5.41
5.72
4.47
3.24
5.21
4.22
4.71
67
2.17E−04
2.66
6.30


411


hsa-miR-
15.2
14.00
13.54
15.36
15.19
14.15
14.58
100
13.31
12.70
11.67
11.81
9.85
12.31
11.94
100
1.06E−03
2.64
6.25


451


hsa-miR-
8.61
7.32
7.81
9.60
8.95
8.45
8.46
100
6.89
5.75
6.00
5.30
5.96
5.13
5.84
100
9.29E−05
2.62
6.15


143*


hsa-miR-
2.82
5.08
4.25
5.36
3.34
1.06
3.65
50
2.08
2.54
1.58
−0.56
0.42
0.30
1.06
0
9.77E−03
2.59
6.04


135a


hsa-miR-
6.71
5.95
7.28
7.54
7.21
6.66
6.89
100
4.82
5.48
3.40
3.46
4.46
4.35
4.33
50
7.97E−05
2.56
5.91


299-3p


hsa-miR-
8.60
8.78
9.58
10.22
9.17
8.58
9.15
100
12.52
11.88
10.31
11.71
12.93
10.91
11.71
100
3.25E−04
−2.56
5.88


224


hsa-miR-
7.99
6.77
8.48
9.30
8.71
8.35
8.27
100
6.03
6.83
5.08
4.41
6.11
5.83
5.71
100
4.02E−04
2.55
5.87


495


hsa-miR-
6.86
8.85
10.72
9.02
10.40
9.68
9.26
100
10.15
11.70
11.57
12.25
13.08
11.92
11.78
100
4.35E−03
−2.52
5.74


141


hsa-miR-
3.74
5.63
7.58
6.94
7.53
6.82
6.37
100
2.10
5.33
5.27
4.06
4.90
1.47
3.86
67
2.01E−02
2.52
5.72


375


hsa-miR-
5.28
6.10
7.23
6.75
7.28
6.79
6.57
100
9.60
9.16
8.19
9.16
8.75
9.43
9.05
100
5.94E−05
−2.48
5.56


21*


hsa-miR-
8.03
7.58
9.34
9.75
8.87
8.61
8.70
100
7.11
7.36
5.50
4.91
6.61
5.89
6.23
100
6.96E−04
2.46
5.52


654-3p


hsa-miR-
8.45
8.37
9.60
10.30
9.94
9.86
9.42
100
7.17
7.70
6.88
5.77
7.62
6.81
6.99
100
2.44E−04
2.43
5.39


455-5p


hsa-miR-
6.94
6.41
7.82
8.42
7.48
7.32
7.40
100
5.42
6.03
4.80
4.14
4.94
4.54
4.98
83
1.08E−04
2.42
5.35


379


hsa-miR-
5.33
5.21
6.94
7.39
6.42
5.95
6.21
100
4.18
4.55
3.86
2.07
4.59
3.57
3.80
33
9.84E−04
2.40
5.29


337-3p


hsa-miR-
7.38
7.06
7.95
8.78
7.96
7.95
7.84
100
6.11
6.63
4.64
3.97
6.25
5.13
5.45
100
6.25E−04
2.39
5.25


154


hsa-miR-
4.09
4.70
3.75
3.15
3.19
4.14
3.84
100
2.42
2.51
−0.35
0.47
1.94
1.76
1.46
0
1.15E−03
2.38
5.21


886-5p


hsa-miR-
3.86
4.32
5.91
4.75
5.48
5.14
4.91
100
6.57
7.47
6.73
8.01
7.38
7.49
7.27
100
9.66E−05
−2.36
5.14


183


hsa-miR-
11.7
12.23
13.68
14.41
14.05
14.09
13.37
100
10.75
11.43
11.30
10.59
11.03
10.95
11.01
100
5.09E−04
2.36
5.14


424


hsa-miR-
4.87
4.67
6.29
7.25
6.55
5.72
5.89
100
5.03
5.14
2.28
3.15
1.56
4.04
3.53
50
8.55E−03
2.36
5.13


410


hsa-miR-
−0.59
1.39
2.68
1.94
2.78
0.80
1.50
0
2.73
3.83
3.61
3.98
4.85
3.98
3.83
17
2.70E−03
−2.33
5.03


944


hsa-miR-
7.49
7.33
8.79
9.18
8.55
8.02
8.22
100
6.37
7.27
5.43
3.64
6.90
5.87
5.91
83
3.50E−03
2.31
4.97


337-5p


hsa-miR-
5.81
3.67
4.34
6.18
4.54
5.15
4.95
83
3.34
3.35
2.68
2.16
1.97
2.41
2.65
0
4.97E−04
2.30
4.92


129-3p


hsa-miR-
6.44
5.92
4.49
5.86
5.29
5.50
5.58
100
3.80
3.65
3.14
2.23
4.13
2.85
3.30
17
1.73E−04
2.29
4.88


328


hsa-let-
5.04
3.86
4.16
5.13
4.69
4.60
4.58
100
3.03
3.09
3.08
0.71
2.93
0.99
2.31
33
1.13E−03
2.27
4.83


7e*


hsa-miR-
13.28
13.35
13.77
14.33
13.98
14.25
13.83
100
16.36
15.84
15.80
16.37
15.90
16.27
16.09
100
8.77E−07
−2.26
4.80


21


hsa-miR-
7.86
7.20
8.03
8.05
7.23
7.02
7.57
100
7.00
6.39
4.88
3.74
5.01
4.93
5.32
83
1.46E−03
2.24
4.72


149


hsa-miR-
9.21
9.18
10.40
10.69
10.10
9.94
9.92
100
8.20
8.82
7.11
6.43
8.27
7.31
7.69
100
5.01E−04
2.23
4.69


127-3p


hsa-miR-
7.07
5.45
6.82
8.33
6.96
6.95
6.93
100
4.70
5.32
5.02
2.90
4.85
5.44
4.71
83
1.89E−03
2.23
4.68


30a*


hsa-miR-
10.37
10.03
11.54
11.17
11.00
9.91
10.67
100
12.29
13.00
12.63
12.27
13.30
13.81
12.88
100
1.24E−04
−2.21
4.64


142-3p


hsa-miR-
13.09
10.66
11.49
12.61
11.67
11.91
11.91
100
9.74
10.05
9.76
9.64
9.54
9.51
9.71
100
1.13E−04
2.20
4.60


10b


hsa-miR-
12.35
10.84
10.80
11.98
11.16
11.47
11.43
100
9.20
9.83
8.79
8.68
9.65
9.33
9.25
100
4.17E−05
2.19
4.55


140-3p


hsa-miR-
7.52
6.60
7.17
7.53
7.86
7.55
7.37
100
8.79
9.55
9.04
10.23
9.90
9.75
9.54
100
1.75E−05
−2.17
4.51


155


hsa-miR-
5.99
4.72
4.62
6.31
5.68
4.45
5.29
100
4.06
3.28
2.97
2.16
2.46
3.92
3.14
17
7.51E−04
2.15
4.45


144*


hsa-miR-
5.73
4.34
6.10
7.05
5.87
5.42
5.75
100
4.18
4.39
3.52
1.83
4.20
3.46
3.60
33
2.24E−03
2.15
4.45


329


hsa-miR-
5.89
2.11
2.83
3.88
3.79
3.60
3.68
67
2.37
2.28
0.79
1.89
0.40
1.64
1.56
0
6.20E−03
2.12
4.36


873


hsa-miR-
4.55
3.87
4.57
5.40
5.43
4.70
4.75
83
6.26
6.56
6.57
7.64
6.54
7.58
6.86
100
1.08E−04
−2.10
4.30


18a


hsa-miR-
2.79
2.45
3.26
3.76
3.23
3.01
3.08
17
4.48
4.84
4.51
6.66
6.22
4.42
5.19
83
7.83E−04
−2.10
4.29


431*


hsa-let-7e
12.95
11.8
12.27
13.51
12.93
12.98
12.74
100
11.42
11.30
9.96
10.71
10.77
9.75
10.65
100
2.30E−04
2.09
4.25


hsa-miR-
5.98
4.88
6.66
6.68
6.41
5.81
6.07
100
4.77
4.67
3.12
2.54
4.16
4.69
3.99
33
1.40E−03
2.08
4.22


154*


hsa-miR-
12.14
11.1
11.00
11.73
11.11
11.85
11.50
100
9.42
10.80
8.46
7.67
10.87
9.37
9.43
100
3.63E−03
2.07
4.20


886-3p


hsa-miR-
12.14
12.0
13.13
13.38
12.79
12.66
12.70
100
11.44
11.30
10.23
8.96
11.31
10.56
10.63
100
9.09E−04
2.06
4.17


199b-5p


hsa-miR-
9.05
8.44
10.06
10.13
9.83
9.45
9.49
100
8.03
8.56
6.52
5.88
8.16
7.45
7.43
100
2.13E−03
2.06
4.17


377


hsa-miR-
8.43
8.60
10.43
10.13
9.57
8.58
9.29
100
7.72
8.19
6.96
4.95
8.18
7.41
7.23
100
7.17E−03
2.05
4.16


136


hsa-miR-
5.70
5.02
6.86
7.35
6.84
6.38
6.36
100
4.95
5.34
3.20
3.36
4.23
4.74
4.31
67
2.12E−03
2.05
4.15


543


hsa-miR-
15.39
14.1
14.07
14.92
14.21
14.59
14.55
100
12.43
12.61
12.66
12.47
12.84
12.02
12.50
100
6.74E−06
2.05
4.14


26a


hsa-miR-
4.60
4.24
5.79
6.56
5.55
5.11
5.31
100
3.70
3.99
2.72
2.83
3.44
2.94
3.27
17
4.85E−04
2.04
4.12


369-5p


hsa-miR-
2.77
0.46
2.46
4.22
4.13
2.89
2.82
33
2.61
0.27
0.51
−0.21
0.71
0.96
0.81
0
1.47E−02
2.02
4.04


488


hsa-miR-
4.99
4.53
4.15
4.96
4.97
4.85
4.74
100
3.05
3.50
2.42
2.95
3.37
1.19
2.75
17
3.30E−04
2.00
3.99


195*


hsa-miR-
5.93
5.17
4.90
5.70
5.05
5.10
5.31
100
3.38
2.59
3.25
3.85
3.88
2.96
3.32
17
1.95E−05
1.99
3.98


101*


hsa-miR-
3.44
3.08
3.83
4.75
4.00
3.78
3.81
83
1.86
2.67
2.10
0.48
2.60
1.33
1.84
0
7.13E−04
1.97
3.92


485-5p


hsa-miR-
9.69
10.0
11.38
12.65
11.97
11.52
11.21
100
10.05
9.57
8.64
8.47
9.62
9.14
9.25
100
3.75E−03
1.97
3.91


455-3p


hsa-miR-
5.75
5.14
4.04
4.92
4.16
4.39
4.73
100
3.67
3.37
2.70
1.58
2.00
3.32
2.77
0
1.10E−03
1.96
3.90


483-3p


hsa-miR-
12.75
11.8
12.10
13.11
12.50
12.82
12.52
100
10.18
11.28
10.37
10.07
11.65
9.83
10.56
100
2.65E−04
1.96
3.88


130a


hsa-miR-
8.30
7.75
9.07
10.16
9.12
8.77
8.86
100
7.44
7.67
6.14
6.58
7.39
6.40
6.94
100
1.09E−03
1.92
3.80


487b


hsa-miR-
2.36
3.17
3.94
4.84
4.11
3.85
3.71
67
3.38
2.93
1.25
−0.50
1.77
1.95
1.80
0
1.56E−02
1.91
3.77


433


hsa-miR-
1.33
2.65
2.53
2.66
3.19
2.75
2.52
0
3.78
4.21
4.04
5.78
4.53
4.22
4.43
67
5.81E−04
−1.91
3.75


141*


hsa-miR-
5.74
4.84
8.07
7.92
7.47
6.72
6.79
100
5.07
5.88
4.63
3.18
5.49
5.08
4.89
83
1.50E−02
1.91
3.75


376b


hsa-let-7c
15.50
14.9
14.87
15.38
15.42
15.28
15.23
100
13.34
13.93
12.81
13.37
13.79
12.75
13.33
100
7.41E−06
1.90
3.74


hsa-miR-
8.04
7.70
9.51
8.65
8.80
7.52
8.37
100
10.06
8.94
10.07
9.64
11.06
11.87
10.27
100
4.66E−03
−1.90
3.74


142-5p


hsa-miR-
5.82
4.47
5.70
5.29
4.88
4.78
5.15
100
3.12
2.80
3.15
2.55
5.00
2.90
3.25
17
1.14E−03
1.90
3.74


190


hsa-miR-
6.98
9.15
9.91
8.84
9.55
9.14
8.93
100
9.78
10.49
10.71
12.14
11.41
10.39
10.82
100
5.62E−03
−1.89
3.72


200c


hsa-miR-
3.42
3.35
4.60
6.17
4.75
4.13
4.40
67
3.59
3.34
2.35
1.15
3.12
1.56
2.52
0
9.58E−03
1.88
3.69


539


hsa-miR-
11.01
9.98
9.75
10.69
10.13
10.15
10.29
100
8.94
8.76
8.50
8.19
8.56
7.48
8.41
100
6.43E−05
1.88
3.68


125a-5p


hsa-miR-
2.09
0.56
1.61
3.07
2.16
2.78
2.05
33
2.78
2.89
4.39
4.74
4.99
3.73
3.92
83
5.40E−03
−1.87
3.67


15b*


hsa-miR-
4.77
4.38
4.76
4.86
5.02
4.25
4.67
100
5.47
5.96
6.54
7.60
6.01
7.63
6.54
100
7.25E−04
−1.86
3.64


18b


hsa-miR-
9.08
9.02
8.42
9.69
9.10
9.24
9.09
100
7.91
7.73
5.97
7.17
7.74
6.92
7.24
100
2.96E−04
1.85
3.60


574-3p


hsa-miR-
3.10
2.35
4.67
5.32
4.06
3.27
3.80
50
3.25
2.67
1.51
0.56
1.46
2.31
1.96
0
1.18E−02
1.84
3.57


656


hsa-miR-
12.81
11.4
11.50
12.74
12.18
12.52
12.19
100
11.22
10.48
10.04
9.84
10.73
9.88
10.36
100
2.75E−04
1.83
3.56


214


hsa-miR-
9.73
9.06
8.73
10.50
9.80
9.73
9.59
100
8.53
8.39
6.99
8.03
8.02
6.74
7.79
100
1.02E−03
1.81
3.50


99b


hsa-miR-
7.70
7.44
6.85
7.83
7.63
6.79
7.37
100
6.51
5.94
5.58
5.39
4.50
5.50
5.57
100
2.62E−04
1.80
3.49


486-5p


hsa-miR-
11.13
11.2
11.40
11.89
11.48
11.07
11.37
100
13.09
14.00
12.92
12.90
11.26
14.81
13.16
100
5.20E−03
−1.79
3.46


223


hsa-miR-
5.85
6.30
7.77
8.82
8.45
7.80
7.50
100
5.76
6.31
4.83
5.17
6.33
5.83
5.71
100
7.90E−03
1.79
3.46


542-3p


hsa-miR-
15.23
14.0
14.62
15.25
14.75
15.03
14.82
100
13.71
13.10
12.64
12.34
13.67
12.78
13.04
100
1.35E−04
1.78
3.43


199b-3p


hsa-miR-
10.21
9.55
9.88
10.74
10.19
10.48
10.18
100
8.09
8.52
8.25
8.98
9.18
7.43
8.41
100
2.03E−04
1.77
3.41


196b


hsa-miR-
8.17
8.00
8.05
8.91
9.28
9.73
8.69
100
10.45
10.49
10.02
10.51
10.28
10.99
10.46
100
2.74E−04
−1.77
3.40


146b-5p


hsa-miR-
10.09
8.72
9.07
10.39
9.67
9.92
9.64
100
8.01
8.62
7.01
7.13
8.55
7.98
7.88
100
9.73E−04
1.76
3.39


140-5p


hsa-miR-
9.29
8.15
8.03
9.05
8.37
8.48
8.56
100
6.62
7.21
6.18
5.84
8.31
6.68
6.81
100
1.61E−03
1.76
3.38


29c*


hsa-miR-
6.16
4.07
4.56
5.37
5.07
5.62
5.14
83
3.64
2.94
3.22
3.61
4.00
2.96
3.39
0
5.62E−04
1.75
3.36


499-5p


hsa-miR-
15.29
14.6
14.32
15.16
14.68
14.95
14.84
100
13.14
13.72
12.30
12.86
13.58
13.05
13.11
100
4.93E−05
1.73
3.33


29a


hsa-miR-
4.56
3.59
3.72
3.63
3.73
3.27
3.75
100
5.36
5.52
4.75
5.10
6.64
5.54
5.48
100
2.55E−04
−1.73
3.32


650


hsa-miR-
13.11
11.6
11.56
11.74
11.59
11.84
11.92
100
9.52
10.45
9.85
10.46
10.83
10.12
10.20
100
2.47E−04
1.72
3.29


101


hsa-miR-
4.51
3.96
6.01
4.53
4.70
3.32
4.50
100
4.82
5.65
5.65
6.31
7.51
7.23
6.19
100
1.26E−02
−1.69
3.23


32


hsa-miR-
10.51
9.44
10.44
11.81
10.59
10.59
10.56
100
8.94
9.21
8.68
8.13
8.66
9.67
8.88
100
1.19E−03
1.68
3.21


30a


hsa-miR-
7.06
7.92
8.51
7.09
8.29
7.32
7.70
100
8.97
8.95
9.46
9.88
10.36
8.63
9.38
100
1.09E−03
−1.67
3.19


210


hsa-miR-
6.40
6.25
8.18
8.72
8.37
7.81
7.62
100
5.89
6.25
5.78
5.07
6.83
5.89
5.95
100
6.64E−03
1.67
3.18


450a


hsa-miR-
14.71
13.5
13.55
14.72
13.98
14.32
14.14
100
12.16
12.61
11.96
12.94
12.74
12.44
12.47
100
8.62E−05
1.66
3.17


26b


hsa-miR-
9.37
8.07
8.95
9.81
8.35
8.27
8.80
100
6.60
7.26
7.02
7.18
7.57
7.22
7.14
100
3.32E−04
1.66
3.16


126*


hsa-miR-
11.07
9.04
10.40
11.09
10.60
11.10
10.55
100
9.33
9.07
7.96
9.38
10.07
7.65
8.91
100
7.99E−03
1.64
3.12


10a


hsa-miR-
14.55
13.2
13.37
13.82
13.39
13.54
13.65
100
11.41
12.47
11.62
10.88
13.49
12.23
12.01
100
3.18E−03
1.64
3.11


29c


hsa-miR-
2.59
1.68
3.44
4.17
3.35
3.32
3.09
67
2.24
2.39
1.59
0.65
1.98
−0.07
1.46
0
1.18E−02
1.63
3.09


377*


hsa-miR-
3.69
2.87
2.89
3.80
3.22
2.87
3.22
67
0.63
1.72
1.22
0.25
3.57
2.25
1.61
17
1.12E−02
1.62
3.07


29b-2*


hsa-miR-
1.35
2.84
2.83
1.95
2.23
2.70
2.32
0
3.22
3.89
3.71
4.69
3.85
4.14
3.92
67
4.56E−04
−1.60
3.03


183*


hsa-miR-
9.30
8.34
8.93
9.71
9.49
9.36
9.19
100
10.28
10.31
10.54
12.07
10.75
10.77
10.79
100
7.69E−04
−1.60
3.03


93


hsa-miR-
8.08
7.14
8.51
8.61
8.26
8.13
8.12
100
8.67
10.20
10.02
9.48
10.16
9.71
9.71
100
5.65E−04
−1.58
3.00


146a


hsa-miR-
10.96
9.59
9.77
11.13
10.47
10.38
10.38
100
9.52
8.60
8.23
9.20
8.78
8.47
8.80
100
5.78E−04
1.58
3.00


28-5p


hsa-miR-
6.29
7.67
9.00
8.24
8.60
9.07
8.15
100
9.54
9.81
8.63
9.64
11.03
9.72
9.73
100
1.36E−02
−1.58
2.99


429


hsa-miR-
5.36
5.60
6.78
7.46
6.86
6.32
6.40
100
5.26
5.69
4.37
4.08
5.07
4.50
4.83
67
3.42E−03
1.57
2.97


432


hsa-miR-
1.99
1.27
3.17
4.00
3.19
2.32
2.66
17
0.26
1.69
2.02
0.80
0.36
1.39
1.09
0
1.05E−02
1.57
2.97


889


hsa-miR-
5.35
4.72
6.57
7.11
6.27
5.84
5.98
100
4.99
5.12
3.87
3.79
4.77
4.01
4.43
67
4.74E−03
1.55
2.93


382


hsa-miR-
7.75
9.18
10.33
9.84
9.96
10.36
9.57
100
10.98
11.26
10.26
11.15
12.41
10.63
11.12
100
1.19E−02
−1.54
2.92


200b


hsa-miR-
12.89
12.2
12.58
13.91
12.82
12.81
12.87
100
11.37
12.07
10.73
11.65
11.34
10.97
11.35
100
5.53E−04
1.51
2.86


126


hsa-miR-
5.67
7.06
6.92
7.25
7.17
7.38
6.91
100
4.69
5.17
5.99
6.17
5.36
5.21
5.43
100
1.45E−03
1.48
2.79


424*


hsa-miR-
5.59
4.97
5.04
6.00
5.83
5.63
5.51
100
5.99
6.03
7.78
8.30
6.60
7.15
6.98
100
5.85E−03
−1.47
2.77


106a


hsa-let-7b
15.89
15.5
15.29
15.67
15.89
15.52
15.64
100
14.85
15.01
12.79
14.35
14.70
13.39
14.18
100
3.13E−03
1.46
2.75


hsa-miR-
4.21
3.05
3.41
4.71
4.08
4.16
3.94
100
2.70
2.85
2.20
3.13
2.33
1.76
2.50
0
1.07E−03
1.44
2.72


26b*


hsa-miR-
8.42
8.11
7.73
8.98
8.24
8.17
8.28
100
6.85
7.38
6.26
7.03
6.69
6.87
6.85
100
8.92E−05
1.43
2.69


505


hsa-miR-
8.39
6.85
7.19
7.97
7.61
7.85
7.64
100
7.18
6.28
6.08
5.31
6.92
5.62
6.23
100
3.55E−03
1.41
2.66


214*


hsa-miR-
5.63
5.91
7.42
8.38
7.97
7.43
7.12
100
5.61
6.47
5.50
5.08
6.16
5.46
5.71
100
1.80E−02
1.41
2.66


542-5p


hsa-miR-
9.08
7.90
8.91
9.58
9.78
7.88
8.85
100
7.97
7.46
8.21
6.54
6.20
8.48
7.48
100
2.08E−02
1.38
2.60


144


hsa-miR-
11.84
10.6
10.93
11.92
11.17
11.31
11.31
100
10.27
9.93
9.79
10.62
9.58
9.45
9.94
100
4.73E−04
1.37
2.59


151-5p


hsa-miR-
10.86
9.45
9.84
10.87
10.09
10.36
10.24
100
8.73
9.11
9.64
8.13
9.10
8.51
8.87
100
1.48E−03
1.37
2.59


361-5p


hsa-miR-
3.79
5.28
5.31
4.19
3.98
3.71
4.38
83
4.86
5.25
6.26
6.55
5.43
6.08
5.74
100
6.72E−03
−1.36
2.57


629*


hsa-miR-
6.35
4.42
5.42
6.10
5.35
5.88
5.59
100
3.84
4.27
4.29
4.85
3.88
4.34
4.25
33
1.84E−03
1.34
2.53


10b*


hsa-miR-
13.31
11.8
12.16
13.17
12.45
12.58
12.58
100
11.64
11.29
10.58
11.88
11.33
10.81
11.25
100
1.47E−03
1.33
2.51


30b


hsa-miR-
11.61
10.3
10.87
12.01
11.35
11.38
11.26
100
11.82
12.35
12.40
13.36
13.17
12.09
12.53
100
4.26E−03
−1.27
2.42


15b


hsa-miR-
3.50
5.38
4.13
4.22
5.06
5.10
4.56
83
3.63
4.39
3.67
2.45
2.68
2.92
3.29
17
1.29E−02
1.27
2.42


184


hsa-miR-
0.85
1.06
1.16
2.22
1.48
1.30
1.34
0
1.77
2.22
3.48
2.72
2.35
3.11
2.61
17
2.82E−03
−1.26
2.40


106b*


hsa-miR-
13.58
12.2
12.57
14.07
13.54
13.85
13.31
100
12.86
11.96
11.82
11.07
12.88
11.68
12.05
100
1.22E−02
1.26
2.40


199a-5p


hsa-miR-
3.32
4.15
2.09
2.49
3.38
3.46
3.15
33
1.65
2.91
1.44
1.30
2.22
2.05
1.93
0
1.04E−02
1.22
2.33


490-3p


hsa-miR-
1.97
0.58
2.24
2.58
2.56
3.00
2.15
17
1.74
0.58
0.12
0.69
1.02
1.53
0.95
0
1.75E−02
1.21
2.31


100*


hsa-miR-
8.64
8.37
9.20
9.90
9.15
9.24
9.08
100
8.45
8.23
7.03
7.06
8.76
7.73
7.88
100
8.14E−03
1.21
2.31


152


hsa-miR-
6.24
6.44
6.44
7.40
7.16
6.97
6.77
100
7.71
7.59
6.81
8.12
9.26
8.34
7.97
100
1.12E−02
−1.20
2.29


130b


hsa-miR-
14.85
13.5
14.23
15.09
14.32
14.34
14.40
100
13.85
13.40
13.13
12.51
13.50
12.83
13.21
100
2.30E−03
1.19
2.29


23b


hsa-miR-
14.96
13.5
13.96
14.97
14.41
14.43
14.38
100
13.92
13.42
12.88
12.50
13.32
13.09
13.19
100
2.72E−03
1.19
2.28


27b


hsa-miR-
3.04
4.07
3.97
2.66
3.59
2.91
3.37
0
5.04
3.79
4.68
4.00
4.69
5.17
4.56
50
4.90E−03
−1.19
2.28


492


hsa-miR-
3.67
3.06
4.48
4.83
4.09
3.73
3.98
67
3.47
3.36
2.19
2.35
2.85
2.56
2.79
0
5.56E−03
1.18
2.27


485-3p


hsa-miR-
5.58
5.28
5.09
6.37
5.63
5.67
5.61
100
4.02
5.03
3.72
4.86
4.37
4.63
4.44
83
1.61E−03
1.17
2.25


505*


hsa-miR-
11.24
10.6
10.28
11.47
11.26
11.25
11.03
100
10.01
10.05
9.29
10.54
9.65
9.65
9.87
100
1.12E−03
1.16
2.24


320


hsa-miR-
7.52
7.16
6.59
7.90
7.13
7.27
7.26
100
5.39
5.41
5.57
6.83
6.94
6.50
6.11
100
7.54E−03
1.16
2.23


335


hsa-miR-
8.16
9.09
8.66
7.15
8.66
8.89
8.44
100
8.78
8.74
9.61
9.81
9.90
10.41
9.54
100
1.84E−02
−1.11
2.15


630


hsa-miR-
7.27
6.67
6.67
6.73
6.26
6.60
6.70
100
5.67
5.75
5.17
5.44
5.96
5.63
5.60
100
8.38E−05
1.10
2.14


181d


hsa-miR-
8.20
7.50
8.25
8.74
8.28
8.00
8.16
100
8.84
8.62
8.54
9.87
10.51
8.97
9.22
100
1.53E−02
−1.06
2.09


425


hsa-miR-
3.63
3.26
3.66
4.73
4.07
4.05
3.90
67
2.81
2.66
2.55
2.31
3.77
2.90
2.83
0
4.41E−03
1.06
2.09


628-5p


hsa-miR-
5.77
5.23
5.42
6.13
6.00
6.04
5.76
100
4.99
5.17
4.42
4.85
4.05
4.75
4.71
100
8.06E−04
1.06
2.08


29b-1*


hsa-miR-
10.72
9.89
10.12
11.08
10.89
10.89
10.60
100
10.94
11.19
11.15
12.70
12.12
11.77
11.65
100
1.12E−02
−1.05
2.07


106b


hsa-miR-
9.38
7.58
7.38
8.21
7.77
8.24
8.09
100
7.27
7.02
7.09
6.59
7.39
6.88
7.04
100
7.40E−03
1.05
2.07


181c


hsa-miR-
4.63
3.94
4.15
4.92
4.25
4.16
4.34
100
3.14
3.08
2.97
3.15
4.02
3.42
3.30
50
6.71E−04
1.05
2.07


29a*


hsa-miR-
4.09
4.96
5.06
4.19
4.42
4.20
4.48
100
4.94
4.69
6.11
6.13
5.73
5.51
5.52
100
6.08E−03
−1.03
2.05


513c


hsa-miR-
10.47
9.31
9.82
11.01
10.07
10.27
10.16
100
9.13
9.04
9.05
8.94
9.51
9.17
9.14
100
2.18E−03
1.02
2.03


374b


hsa-miR-
7.24
6.09
5.69
6.40
6.46
6.45
6.39
100
5.36
5.89
4.71
4.90
5.60
5.89
5.39
83
6.67E−03
1.00
2.00


215


hsa-miR-
7.28
6.19
6.89
8.11
7.17
7.06
7.12
100
6.91
6.48
5.80
5.38
6.46
5.85
6.15
100
1.77E−02
0.97
1.96


24-1*


hsa-miR-
9.08
8.23
8.36
9.18
8.69
8.73
8.71
100
8.21
7.60
6.97
8.70
7.51
7.52
7.75
100
8.32E−03
0.96
1.94


151-3p


hsa-miR-
8.18
8.02
7.30
8.08
7.47
7.45
7.75
100
7.03
6.87
6.07
6.49
7.73
6.57
6.79
100
6.48E−03
0.96
1.94


197


hsa-miR-
4.94
5.64
5.08
5.67
5.22
5.54
5.35
100
4.73
4.83
3.93
3.81
4.28
4.78
4.39
67
1.62E−03
0.96
1.94


30c-2*


hsa-miR-
4.75
4.60
5.01
4.47
4.42
4.39
4.61
100
4.77
5.20
5.06
6.62
6.44
5.31
5.57
100
1.55E−02
−0.96
1.94


330-3p


hsa-let-7g
14.21
13.2
13.47
14.66
14.02
14.33
13.99
100
12.75
13.17
12.58
13.30
13.81
12.68
13.05
100
9.15E−03
0.94
1.92


hsa-miR-
7.19
5.79
5.94
6.65
6.25
6.42
6.37
100
5.30
4.95
5.28
5.67
5.93
5.48
5.43
100
3.63E−03
0.94
1.92


20a*


hsa-miR-
2.09
1.84
0.84
2.60
2.26
1.38
1.83
17
0.65
1.10
−0.03
1.25
1.24
1.15
0.90
0
1.77E−02
0.94
1.92


655


hsa-miR-
2.93
2.11
2.22
2.87
2.53
2.90
2.60
33
3.05
2.94
3.30
4.33
3.89
3.69
3.53
83
5.08E−03
−0.94
1.92


93*


hsa-miR-
4.78
5.69
4.56
5.14
4.91
5.20
5.05
100
5.87
6.04
5.34
5.72
6.48
6.40
5.98
100
2.95E−03
−0.93
1.90


766


hsa-miR-
9.73
8.95
8.98
9.61
9.02
8.84
9.19
100
7.84
8.04
7.65
8.72
9.45
7.89
8.27
100
1.64E−02
0.92
1.89


186


hsa-miR-
9.61
9.13
9.05
9.88
9.63
9.52
9.47
100
9.90
9.90
10.36
11.58
9.87
10.47
10.35
100
1.44E−02
−0.88
1.84


17


hsa-miR-
3.80
3.11
3.20
3.51
2.65
3.07
3.22
67
1.33
2.63
2.10
2.04
3.19
2.84
2.36
50
2.05E−02
0.87
1.83


374b*


hsa-let-7i
14.01
13.1
13.22
14.31
13.85
14.07
13.77
100
12.95
13.29
12.06
13.21
13.11
12.87
12.91
100
9.49E−03
0.85
1.81


hsa-miR-
7.35
6.18
6.09
6.61
6.38
6.39
6.50
100
5.41
5.72
5.51
5.49
5.81
5.92
5.64
100
1.80E−03
0.86
1.81


194


hsa-miR-
3.95
4.78
4.68
3.62
3.83
3.80
4.11
67
4.40
5.07
5.50
4.94
4.89
4.77
4.93
83
8.39E−03
−0.82
1.76


602


hsa-miR-
6.58
5.47
6.22
6.21
6.38
5.98
6.14
100
6.67
6.76
6.70
7.34
7.09
7.07
6.94
100
1.93E−03
−0.80
1.74


212


hsa-miR-
9.36
9.95
10.05
8.62
9.43
9.22
9.44
100
10.79
9.77
9.83
10.33
9.87
10.85
10.24
100
2.05E−02
−0.80
1.74


940


hsa-let-7a
16.08
15.6
15.78
15.67
15.84
15.52
15.75
100
15.03
15.31
14.20
15.44
15.44
14.41
14.97
100
7.87E−03
0.78
1.72


hsa-let-
4.43
4.36
3.13
4.07
3.68
3.76
3.91
100
3.68
2.46
2.87
3.45
3.29
3.06
3.14
17
1.62E−02
0.77
1.70


7d*


hsa-miR-
12.02
11.6
11.24
12.12
11.99
12.26
11.87
100
11.46
11.57
10.55
10.57
11.60
10.86
11.10
100
1.33E−02
0.77
1.70


768-3p


hsa-miR-
7.06
6.33
6.72
7.64
6.92
7.03
6.95
100
6.17
6.29
5.81
6.22
6.17
6.70
6.23
100
6.63E−03
0.72
1.65


744


hsa-miR-
4.77
5.08
4.16
4.58
4.36
4.61
4.59
83
3.44
4.44
4.41
4.07
3.15
3.76
3.88
17
1.71E−02
0.71
1.64


512-3p


hsa-miR-
5.25
5.40
5.25
5.39
4.97
5.44
5.28
100
4.82
5.04
4.18
4.49
4.34
4.59
4.58
83
7.05E−04
0.71
1.63


30b*


hsa-miR-
11.09
10.1
10.91
11.58
10.70
10.93
10.90
100
10.16
10.19
9.70
9.84
10.80
10.45
10.19
100
1.74E−02
0.71
1.63


374a


hsa-miR-
3.80
4.23
4.45
4.42
4.05
3.73
4.11
83
5.25
5.23
4.86
4.40
4.03
5.07
4.81
83
1.55E−02
−0.69
1.62


99b*


hsa-miR-
8.08
7.08
6.97
7.78
7.29
7.60
7.47
100
6.88
6.42
6.85
7.18
6.98
6.57
6.81
100
1.06E−02
0.65
1.57


193a-5p


hsa-let-7f
15.48
14.5
15.10
15.23
15.22
14.98
15.09
100
14.14
14.38
14.30
15.08
14.92
14.11
14.49
100
1.89E−02
0.60
1.52


hsa-miR-
5.44
4.46
4.35
4.90
4.80
4.48
4.74
100
4.30
3.89
4.22
4.21
4.27
3.93
4.14
100
7.51E−03
0.60
1.52


28-3p


hsa-miR-
4.58
5.27
5.21
5.42
5.39
5.30
5.20
100
4.53
4.33
5.13
4.31
4.51
4.93
4.62
100
1.17E−02
0.57
1.49


654-5p


hsa-miR-
4.97
5.00
5.04
4.11
4.21
4.47
4.63
100
4.98
5.27
5.17
5.24
5.37
5.18
5.20
100
1.04E−02
−0.57
1.48


345


hsa-miR-
5.72
5.30
5.55
5.72
5.57
5.63
5.58
100
5.71
5.87
6.30
6.29
5.95
6.03
6.03
100
3.34E−03
−0.44
1.36


501-5p









REFERENCES
The following references, to the extent that they provide exemplary procedural or other details supplementary to those set forth herein, are specifically incorporated herein by reference.

    U.S. Pat. No. 4,337,063
    U.S. Pat. No. 4,404,289
    U.S. Pat. No. 4,405,711
    U.S. Pat. No. 4,659,774
    U.S. Pat. No. 4,682,195
    U.S. Pat. No. 4,683,202
    U.S. Pat. No. 4,704,362
    U.S. Pat. No. 4,816,571
    U.S. Pat. No. 4,959,463
    U.S. Pat. No. 5,141,813
    U.S. Pat. No. 5,143,854
    U.S. Pat. No. 5,202,231
    U.S. Pat. No. 5,214,136
    U.S. Pat. No. 5,221,619
    U.S. Pat. No. 5,223,618
    U.S. Pat. No. 5,242,974
    U.S. Pat. No. 5,264,566
    U.S. Pat. No. 5,268,486
    U.S. Pat. No. 5,288,644
    U.S. Pat. No. 5,324,633
    U.S. Pat. No. 5,378,825
    U.S. Pat. No. 5,384,261
    U.S. Pat. No. 5,405,783
    U.S. Pat. No. 5,412,087
    U.S. Pat. No. 5,424,186
    U.S. Pat. No. 5,428,148
    U.S. Pat. No. 5,429,807
    U.S. Pat. No. 5,432,049
    U.S. Pat. No. 5,436,327
    U.S. Pat. No. 5,445,934
    U.S. Pat. No. 5,446,137
    U.S. Pat. No. 5,466,786
    U.S. Pat. No. 5,468,613
    U.S. Pat. No. 5,470,710
    U.S. Pat. No. 5,470,967
    U.S. Pat. No. 5,472,672
    U.S. Pat. No. 5,480,980
    U.S. Pat. No. 5,492,806
    U.S. Pat. No. 5,503,980
    U.S. Pat. No. 5,510,270
    U.S. Pat. No. 5,525,464
    U.S. Pat. No. 5,527,681
    U.S. Pat. No. 5,529,756
    U.S. Pat. No. 5,532,128
    U.S. Pat. No. 5,545,531
    U.S. Pat. No. 5,547,839
    U.S. Pat. No. 5,554,501
    U.S. Pat. No. 5,554,744
    U.S. Pat. No. 5,556,752
    U.S. Pat. No. 5,561,071
    U.S. Pat. No. 5,571,639
    U.S. Pat. No. 5,574,146
    U.S. Pat. No. 5,580,726
    U.S. Pat. No. 5,580,732
    U.S. Pat. No. 5,583,013
    U.S. Pat. No. 5,593,839
    U.S. Pat. No. 5,599,672
    U.S. Pat. No. 5,599,695
    U.S. Pat. No. 5,602,240
    U.S. Pat. No. 5,602,244
    U.S. Pat. No. 5,610,289
    U.S. Pat. No. 5,610,287
    U.S. Pat. No. 5,614,617
    U.S. Pat. No. 5,623,070
    U.S. Pat. No. 5,624,711
    U.S. Pat. No. 5,631,134
    U.S. Pat. No. 5,637,683
    U.S. Pat. No. 5,639,603
    U.S. Pat. No. 5,645,897
    U.S. Pat. No. 5,652,099
    U.S. Pat. No. 5,654,413
    U.S. Pat. No. 5,658,734
    U.S. Pat. No. 5,661,028
    U.S. Pat. No. 5,665,547
    U.S. Pat. No. 5,667,972
    U.S. Pat. No. 5,670,663
    U.S. Pat. No. 5,672,697
    U.S. Pat. No. 5,681,947
    U.S. Pat. No. 5,695,940
    U.S. Pat. No. 5,700,637
    U.S. Pat. No. 5,700,922
    U.S. Pat. No. 5,705,629
    U.S. Pat. No. 5,708,154
    U.S. Pat. No. 5,714,606
    U.S. Pat. No. 5,728,525
    U.S. Pat. No. 5,744,305
    U.S. Pat. No. 5,763,167
    U.S. Pat. No. 5,777,092
    U.S. Pat. No. 5,792,847
    U.S. Pat. No. 5,800,992
    U.S. Pat. No. 5,807,522
    U.S. Pat. No. 5,830,645
    U.S. Pat. No. 5,837,196
    U.S. Pat. No. 5,847,219
    U.S. Pat. No. 5,858,988
    U.S. Pat. No. 5,859,221
    U.S. Pat. No. 5,871,928
    U.S. Pat. No. 5,872,232
    U.S. Pat. No. 5,876,932
    U.S. Pat. No. 5,886,165
    U.S. Pat. No. 5,919,626
    U.S. Pat. No. 6,004,755
    U.S. Pat. No. 6,087,102
    U.S. Pat. No. 6,251,666
    U.S. Pat. No. 6,368,799
    U.S. Pat. No. 6,383,749
    U.S. Pat. No. 6,617,112
    U.S. Pat. No. 6,638,717
    U.S. Pat. No. 6,720,138
    U.S. Pat. No. 6,723,509
    U.S. Pat. No. 5,770,358
    U.S. Pat. No. 5,789,162
    U.S. Pat. No. 5,708,153
    U.S. Pat. No. 6,040,193
    U.S. Pat. No. 5,800,992
    U.S. patent application Ser. No. 09/545,207
    U.S. patent application Ser. No. 10/667,126
    U.S. patent application Ser. No. 11/273,640
    ALTS Group (The Atypical Squamous Cells of Undetermined Significance/Low-Grade Squamous Intraepithelial Lesions Triage Study), J. Natl. Cancer Inst., 92(5):397-402, 2000.
    Bagga et al., Cell, 122(4):553-563, 2005.
    Beaucage, and Lyer, Tetrahedron, 48:2223-2311, 1992.
    Bentwich et al., Nat. Genet., 37(7):766-770, 2005.
    Berezikov et al, Cell, 120(1):21-24, 2005.
    Bergeron et al., Obstet. Gynecol., 95:821-827, 2000.
    Bosch and de Sanjose, Curr. Oncol. Rep., 4(2):175-183, 2002.
    Breitling et al., FEBS Letters, 513:83-92, 2004.
    Calin and Croce, Nat. Rev. Cancer, 6(11):857-866, 2006.
    Carrington and Ambros, Science, 301(5631):336-338, 2003.
    Carrington et al. Science, 301(5631):336-338, 2003.
    Clifford et al., Br. J. Cancer, 88(1):63-73, 2003
    Cummins et al., In: IRT: Nucleosides and nucleosides, La Jolla Calif., 72, 1996.
    Davison et al., Meth. Enzymol., 411:14-34, 2006.
    de Cremoux et al., Amer. J. Clin. Pathol., 120:492-499, 2003.
    Denli et al., Trends Biochem. Sci., 28:196, 2003.
    EP 266,032
    EP 373 203
    EP 785 280
    EP 799 897
    Esquela-Kerscher and Slack, Nat. Rev. Cancer, 6(4):259-269, 2006.
    Fodor et al., Science, 251:767-777 (1991)
    Froehler et al., Nucleic Acids Res., 14(13):5399-5407, 1986.
    Gillam et al., J. Biol. Chem., 253:2532, 1978.
    Gillam et al., Nucleic Acids Res., 6:2973, 1979.
    Gillison et al., J. Natl. Cancer. Inst., 92(9):709-720, 2000.
    Griffey et al., J Mass Spectrom, 32(3):305-13, 1997.
    Griffiths-Jones et al., Nucleic Acids Res., 34:D140-D144, 2006.
    Huber et al., Bioinformatics, 18:Suppl 1:S96-104, 2002.
    Itakura and Riggs, Science, 209:1401-1405, 1980.
    Itakura et al., J. Biol. Chem., 250:4592, 1975.
    Jemal et al., CA Cancer J. Clin., 57:43-66, 2007.
    Khorana, Science, 203, 614 1979.
    Kornberg and Baker, In: DNA Replication, 2d Ed., Freeman, San Francisco, 1992.
    Lagos-Quintana et al., Science, 294(5543):853-858, 2001.
    Lau et al., Science, 294(5543):858-862, 2001.
    Lee and Ambros, Science, 294(5543):862-864, 2001.
    Lee et al., EMBO J. 21:4663-70, 2002.
    Lim et al., Nature, 433(7027):769-773, 2005.
    Logsdon et al., Cancer Res., 63(10):2649-2657, 2003.
    Olsen et al., Dev. Biol., 216:671, 1999.
    Parkin et al., CA Cancer J. Clin., 55(2):74-108, 2005.
    Pisani et al., Int. J. Cancer, 83:18-29, 1999.
    Pisani et al., Int. J. Cancer, 97(1):72-81, 2002.
    Richart et al., Clin. Obstet. Gynecol., 10:748-784, 1967.
    Rose et al., Transplantation, 82(4):570-573, 2006.
    Sambrook et al., In: DNA microarrays: a molecular cloning manual, Cold Spring Harbor Laboratory Press, Cold Spring Harbor, N.Y., 2003.
    Sambrook et al., In: Molecular cloning: a laboratory manual, 2nd Ed., Cold Spring Harbor Laboratory Press, Cold Spring Harbor, N.Y., 1989.
    Sambrook et al., In: Molecular cloning: a laboratory manual, 3rd Ed., Cold Spring Harbor Laboratory Press, Cold Spring Harbor, N.Y., 2001.
    Seggerson et al., Dev. Biol., 243:215, 2002.
    Shingara et al., RNA, (9):1461-1470, 2005.
    Szafeanska et al., Oncogene, 26(30):4442-4452, 2007.
    U.K. Patent 1,529,202
    UK 8 803 000
    WO 0168255
    WO 03020898
    WO 03022421
    WO 03023058
    WO 03029485
    WO 03040410
    WO 03053586
    WO 03066906
    WO 03067217
    WO 03076928
    WO 03087297
    WO 03091426
    WO 03093810
    WO 03100448
    WO 04020085
    WO 04027093
    WO 09923256
    WO 09936760
    WO 93/17126
    WO 95/11995
    WO 95/21265
    WO 95/21944
    WO 95/35505
    WO 96/31622
    WO 97/10365
    WO 97/27317
    WO 9743450
    WO 99/35505
    WO 0138580
    WO 03100012
    Xie, et al., Nature, 434(7031):338-345, 2005.
    zur Hausen, Nat. Rev. Cancer, 2(5):342-350, 2002.

## Claims

1. A method for identifying a biomarker indicative of cervical precancer or cancer in a patient comprising measuring an expression profile of one or more miRNAs in a cervical sample from a patient suspected of having a precancerous or cancerous cervical condition and identifying the patient as having a biomarker indicative of cervical precancer or cancer after measuring a decrease in hsa-miR-1 (SEQ ID NO:87) expression compared to an expression profile of a normal cervical sample.

2. The method of claim 1, wherein the expression profile comprises a second miRNA that is hsa-miR-21 (SEQ ID NO:183), hsa-miR-224 (SEQ ID NO:199), hsa-miR-15b (SEQ ID NO:139), or hsa-miR-21*(SEQ ID NO:486).

3. The method of claim 1, wherein the patient is identified as having a biomarker indicative of cervical cancer based on measuring a reduced expression of hsa-miR-1 in the patient's sample.

4. The method of claim 2, wherein the expression profile shows increased expression of hsa-miR-21, hsa-miR-224, hsa-miR-15b, or hsa-miR-21* in the sample relative to the expression level of normal sample.

5. The method of claim 4, wherein increased expression of hsa-miR-21 is measured in the sample relative to the normal sample.

6. The method of claim 1, wherein the sample from the patient is isolated RNA, fresh tissue or cells, frozen tissue or cells, fixed tissue or cells, or embedded tissue or cells.

7. The method of claim 1, wherein the cervical precancer is cervical squamous intraepithelial lesion or cervical intraepithelial neoplasia.

8. The method of claim 1, wherein the cervical cancer is cervical squamous cell carcinoma.

9. The method of claim 1, further comprising obtaining the cervical sample from the patient.

10. The method of claim 1, further comprising labeling miRNA from the cervical sample.

11. The method of claim 10, further comprising hybridizing the labeled miRNA to one or more miRNA probes.

12. The method of claim 1, wherein the expression profile of the one or more miRNA is determined by an amplification assay or a hybridization assay.

13. The method of claim 12, wherein the one or more miRNA is all or part of one or more of hsa-miR-1, hsa-miR-15b, hsa-miR-133a, hsa-miR-143, hsa-miR-205, hsa-miR-21, hsa-miR-204, hsa-miR-195, hsa-miR-100, hsa-miR-99a, hsa-miR-368, hsa-miR-183, hsa-miR-224, hsa-miR-21* or combination thereof.