cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.3535/exh-6eq-33g
title: Rumex obtusifolius subsp. subalpinus (Schur) Celak.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/zsy-5rq-m8m
title: Astragalus baghlanensis I.Deml

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3886/icpsr38783
title: Uniform Crime Reporting Program Data: Offenses Known and Clearances by Arrest, United States, 2019
title: Archival Version

description: The UNIFORM CRIME REPORTING PROGRAM DATA: OFFENSES KNOWN AND CLEARANCES BY ARREST, 2019 dataset is a compilation of offenses reported to law enforcement agencies in the United States. Due to the vast number of categories of crime committed in the United States, the FBI has limited the type of crimes included in this compilation to those crimes which people are most likely to report to police and those crimes which occur frequently enough to be analyzed across time. Crimes included are criminal homicide, forcible rape, robbery, aggravated assault, burglary, larceny-theft, and motor vehicle theft. Much information about these crimes is provided in this dataset. The number of times an offense has been reported, the number of reported offenses that have been cleared by arrests, and the number of cleared offenses which involved offenders under the age of 18 are the major items of information collected.
description: Datasets: DS1: Uniform Crime Reporting Program Data: Offenses Known and Clearances by Arrest, United States, 2019
description: Index crimes reported by law enforcement agencies in the United States. Smallest Geographic Unit: US states, counties, and cities
description: self-enumerated questionnaireStarting with the year 1998, each of the four types of UCR summary data archived by ICPSR is released as a separate study under its own study number. Offenses Known and Clearances by Arrest data for the years 1975-1997 can be found in UNIFORM CRIME REPORTING PROGRAM DATA [UNITED STATES]: 1975-1997 (ICPSR 9028).These studies are 'static data snapshots' of the data available on the FBI website via the Crime Data Explorer, which is continuously updated. For additional information on the Uniform Crime Reporting (UCR) Program, please visit the UCR website.
DOI: 10.3535/476-khk-0a2
title: Persicaria foliosa (H. Lindb.) Kitag.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/e74-8k5-ln8
title: Helicteres muscosa Mart.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hbw-1mz-a7p
title: Rumex obtusifolius subsp. subalpinus (Schur) Celak.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/46z-vnb-nkw
title: Helicteres lhotzkyana (Schott & Endl.) K. Schum.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hlj-0aa-0qh
title: Nasa rudis (Benth.) R. H. Acuña & Weigend

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/q6q-t6p-ly8
title: Astragalus antabicus Boiss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0e2-98y-cf7
title: Melochia spicata (L.) Fryxell

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rjb-w6q-jlh
title: Salix myrtilloides L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/4gl-jsw-nwb
title: Rosa × zalana Wiesb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/l89-1we-2qh
title: Melochia spicata (L.) Fryxell

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m37-l8m-lpd
title: Malvaceae Juss.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ps3-c8g-ak7
title: Blepharocalyx myriophyllus (Casar.) P. O. Morais & Sobral

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f5l-42k-34k
title: Rumex obtusifolius L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.gwxurj
title: Occurrence Download

description: A dataset containing 338 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is one of (Labeo coubie)",
 "BasisOfRecord is one of (Specimen, Human Observation, Observation, Machine Observation)",
 "HasCoordinate is true",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 338 records from 24 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063082-250717081556266/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.3535/74t-kzx-y9t
title: Cochlearia pyrenaica DC.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hzq-dhs-jv1
title: Melochia spicata (L.) Fryxell

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cx4-2wv-nvd
title: Rumex obtusifolius L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/v5c-hbb-7bl
title: Eugenia umbrosa O. Berg

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/0ak-fj6-zx6
title: Helicteres L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5e5-gx8-h7e
title: Helicteres ovata Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fas-ynb-zns
title: Helicteres ovata Lam.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rml-1z9-f8b
title: Helicteres L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f4d-4d5-hp7
title: Helicteres heptandra L. B. Sm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m53-e4v-34m
title: Eugenia uniflora L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ntq-978-sf1
title: Melochia spicata (L.) Fryxell

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5y8-5jr-exp
title: Eugenia uniflora L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ann-4lv-jz6
title: Rumex obtusifolius L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1xa-8sl-t7q
title: Flindersia australis R. Br.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8ce-3pj-4yr
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/brf-8hk-dtk
title: Zannichellia palustris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/f6n-yh0-x8d
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1tl-z05-myn
title: Halocnemum strobilaceum (Pall.) M. Bieb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/7pd-tls-b9y
title: Potamogeton polygonifolius Pourr.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/5jb-cq4-avc
title: Rosa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/bm5-yqr-lqs
title: Potamogeton alpinus Balb.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/cs3-d0j-25c
title: Zannichellia palustris L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/ng1-6bd-xh3
title: Salicornia perennans Willd.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/8j4-r0f-21n
title: Chenopodium L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/vd9-x7s-70c
title: Rosa L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/h4k-3pj-229
title: Poaceae

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/tgy-kvw-3zl
title: Plukenetia volubilis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/fyk-bbb-ra9
title: Polytrichum commune Hedw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/w99-e1k-d37
title: Plukenetia volubilis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/3t2-j0h-vph
title: Glaucium refractocarpum subsp. erectocarpum Mory

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.25452/figshare.plus.28063118
title: Unfiltered TCR beta chain calls for 463 cancer samples and 587 control subjects

description: Liquid biopsy is a promising non-invasive technology that is capable of diagnosing cancer. However, current ctDNA-based approaches detect only a minority of early-stage disease. We set out to improve the sensitivity of liquid biopsy by harnessing tumor recognition by T cells through the sequencing of the circulating T-cell receptor repertoire. We studied a cohort of 463 patients with lung cancer (86% stage I) and 587 subjects without cancer using gDNA extracted from blood buffy coats. We performed TCR β chain sequencing to yield a median of 113,571 TCR clonotypes per sample and built a TCR sequence similarity graph to cluster clonotypes into TCR repertoire functional units (RFUs). The TCR frequencies of RFUs were tested for association with cancer status and RFUs with a statistically significant association were combined into a cancer score using a support vector machine model. The model was evaluated by 10-fold cross-validation and compared with a ctDNA panel of 237 mutation hotspots in 154 lung cancer driver genes and 17 cancer related protein biomarkers in 85 subjects. We identified 327 cancer- associated TCR RFUs with a false discovery rate (FDR) ≤ 0.1, including 157 enriched in cancer samples and 170 enriched in controls. Levels of 247/327 (76%) RFUs were correlated with the presence of an HLA allele at FDR ≤ 0.1 and tumor-infiltrating lymphocyte TCRs from multiple RFUs bound HLA presented tumor antigen peptides, suggesting antigen recognition as a driver of the cancer-RFU associations found. The RFU cancer score detected nearly 50% of stage I lung cancers at a specificity of 80% and boosted the sensitivity by up to 20 percentage points when added to ctDNA and circulating proteins in a multi- analyte cancer screening test. Overall, we show that circulating TCR repertoire functional unit analysis can complement established analytes to improve liquid biopsy sensitivity for early-stage cancer.<br><br>This dataset contains raw TCR beta chain calls for the N = 463 cancer subjects and N = 587 controls dataset. The columns are as follows.<code>v_gene</code>: V gene of each TCR clonotype<code>j_gene</code>: J gene of each TCR clonotype<code>cdr3_nt</code>: Nucleotide sequence over the CDR3 region<code>cdr3</code>: Amino acid sequence over the CDR3 region<code>templates</code>: Number of UMIs supporting the clonotype<code>sample_name</code>: Sample that the clonotype derived from.The file is in feather format. See the following instructions for reading this file using R (link) or Python (link).<br><br>For details on how the data was generated, please see Li Y. et al. 2025: Circulating T-cell Receptor Repertoire for Cancer Early Detection.
DOI: 10.25452/figshare.plus.28063118.v1
title: Unfiltered TCR beta chain calls for 463 cancer samples and 587 control subjects

description: Liquid biopsy is a promising non-invasive technology that is capable of diagnosing cancer. However, current ctDNA-based approaches detect only a minority of early-stage disease. We set out to improve the sensitivity of liquid biopsy by harnessing tumor recognition by T cells through the sequencing of the circulating T-cell receptor repertoire. We studied a cohort of 463 patients with lung cancer (86% stage I) and 587 subjects without cancer using gDNA extracted from blood buffy coats. We performed TCR β chain sequencing to yield a median of 113,571 TCR clonotypes per sample and built a TCR sequence similarity graph to cluster clonotypes into TCR repertoire functional units (RFUs). The TCR frequencies of RFUs were tested for association with cancer status and RFUs with a statistically significant association were combined into a cancer score using a support vector machine model. The model was evaluated by 10-fold cross-validation and compared with a ctDNA panel of 237 mutation hotspots in 154 lung cancer driver genes and 17 cancer related protein biomarkers in 85 subjects. We identified 327 cancer- associated TCR RFUs with a false discovery rate (FDR) ≤ 0.1, including 157 enriched in cancer samples and 170 enriched in controls. Levels of 247/327 (76%) RFUs were correlated with the presence of an HLA allele at FDR ≤ 0.1 and tumor-infiltrating lymphocyte TCRs from multiple RFUs bound HLA presented tumor antigen peptides, suggesting antigen recognition as a driver of the cancer-RFU associations found. The RFU cancer score detected nearly 50% of stage I lung cancers at a specificity of 80% and boosted the sensitivity by up to 20 percentage points when added to ctDNA and circulating proteins in a multi- analyte cancer screening test. Overall, we show that circulating TCR repertoire functional unit analysis can complement established analytes to improve liquid biopsy sensitivity for early-stage cancer.<br><br>This dataset contains raw TCR beta chain calls for the N = 463 cancer subjects and N = 587 controls dataset. The columns are as follows.<code>v_gene</code>: V gene of each TCR clonotype<code>j_gene</code>: J gene of each TCR clonotype<code>cdr3_nt</code>: Nucleotide sequence over the CDR3 region<code>cdr3</code>: Amino acid sequence over the CDR3 region<code>templates</code>: Number of UMIs supporting the clonotype<code>sample_name</code>: Sample that the clonotype derived from.The file is in feather format. See the following instructions for reading this file using R (link) or Python (link).<br><br>For details on how the data was generated, please see Li Y. et al. 2025: Circulating T-cell Receptor Repertoire for Cancer Early Detection.
DOI: 10.3535/ndp-zgg-390
title: Rumex obtusifolius subsp. obtusifolius

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/rvs-73q-c4m
title: Plukenetia volubilis L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/gpd-zaf-4r3
title: Polytrichum commune Hedw.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m2b-aad-c7d
title: Sphagnum girgensohnii Russow

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/md2-spz-766
title: Rumex obtusifolius L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1cl-q0e-6w4
title: Salix L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r2r-aya-sa2
title: Rubus mollis J. Presl & C. Presl

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1sn-yn8-klt
title: Potamogeton gramineus L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/365-hjl-gqm
title: Vaccinium gaultherioides Bigelow

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/py3-znq-lcq
title: Papaver bracteatum Lindl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/sbr-3ec-xd3
title: Sphagnum girgensohnii Russow

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/1t4-7yw-h1e
title: Waltheria polyantha K. Schum.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/74v-pjh-43a
title: Sterculia striata A. St.-Hil. & Naudin

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3886/icpsr09250
title: Sex Discrimination as Perceived by Adult Males and Females, 1985: [New Jersey]
title: Archival Version

description: This data collection provides information on the ways in
 which men and women perceive the existence or non-existence of sex
 discrimination, how they react to it, and how they assign blame for
 it. The data explored "minority consciousness" among women and
 investigated how this group-shared consciousness affected women's
 orientation toward the political system as well as toward each
 other. Variables designed to measure minority consciousness include
 respondents' views on the existence of societal, work-related, and
 domestic sex discrimination, attitudes regarding such discrimination,
 and the extent to which women identify with other women. Variables
 regarding personal experiences with sex discrimination and sexual
 harassment are also included. Other questions explored attitudes
 toward recent changes in women's status, responsibility for both past
 and future changes in status, and the effect of such changes on the
 respondent's own life. Additional information was gathered on the role
 of the government in bringing about change in the status of
 women. Demographic variables include sex, age, race, education,
 religion, marital status, number of and ages of children, occupation,
 and family and personal income, as well as political party
identification and ideology.
description: A modified random-digit dial sampling technique was
 employed to yield a sample that proportionately represented all 21 New
 Jersey counties. A quota sampling design also was used to
disproportionately represent women by a 2 to 1 ratio over men.
description: Datasets: 
DS1: Sex Discrimination as Perceived by Adult Males and Females, 1985: [New Jersey]
description: All adult residents 18 and older in the 21 counties of New
Jersey.
description: The codebook and data collection instrument are
 provided by ICPSR as a Portable Document Format (PDF) file. The PDF
 file format was developed by Adobe Systems Incorporated and can be
 accessed using PDF reader software, such as the Adobe Acrobat
 Reader. Information on how to obtain a copy of the Acrobat Reader is
provided on the ICPSR Website.
DOI: 10.3535/e03-m79-8w7
title: Plukenetia verrucosa Sm.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/r4p-xeq-acr
title: Waltheria indica L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/43j-76z-jq5
title: Cerastium eriophorum Kit. ex Schult.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/81y-s5x-07b
title: Ayenia blanchetiana K. Schum.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.15468/dl.esv3k6
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Pelodytes punctatus)",
 "Country is one of (Afghanistan, Armenia, Azerbaijan, Bahrain, Bangladesh, Bhutan, Brunei Darussalam, Cambodia, China, Cyprus, Georgia, Hong Kong, India, Indonesia, Iran (Islamic Republic of), Iraq, Israel, Japan, Jordan, Kazakhstan, Korea (Democratic People’s Republic of), Korea, Republic of, Kuwait, Kyrgyzstan, Lao People’s Democratic Republic, Lebanon, Macao, Malaysia, Maldives, Mongolia, Myanmar, Nepal, Oman, Pakistan, Palestine, State of, Philippines, Qatar, Saudi Arabia, Singapore, Sri Lanka, Syrian Arab Republic, Tajikistan, Thailand, Timor-Leste, Türkiye, Turkmenistan, United Arab Emirates, Uzbekistan, Viet Nam, Yemen)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063087-250717081556266/datasets/export for details.
DOI: 10.15468/dl.w6kder
title: Occurrence Download

description: A dataset containing 0 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasGeospatialIssue is false",
 "HasCoordinate is true",
 "OccurrenceStatus is Present",
 "BasisOfRecord is one of (Human Observation, Machine Observation, Occurrence evidence, Observation)",
 "TaxonKey is one of (Pelodytes punctatus)",
 "Country is one of (Bermuda, Canada, Greenland, Saint Pierre and Miquelon, United States of America)"
 ]
}

 The dataset includes 0 records from 0 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0063086-250717081556266/datasets/export for details.
DOI: 10.3535/xgj-tmp-vtm
title: Chloraea piquichen (Lam.) Lindl.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/evb-pd8-gaz
title: Dryopteris fragrans (L.) Schott

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/pbf-vsh-zyj
title: Waltheria brachypetala Turcz.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/djy-p83-pkb
title: Waltheria viscosissima A. St.-Hil.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/hzk-zkw-z0p
title: Waltheria indica L.

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/g5n-eg9-hxb
title: Byttneria catalpifolia subsp. sidifolia (A. St.-Hil.) Cristóbal

description: Digital Specimen for the physical specimen hosted at University of Graz.
DOI: 10.3535/m0w-nn3-ael
title: Helicteres brevispira A. Juss.

description: Digital Specimen for the physical specimen hosted at University of Graz.