cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.10947055
title: Collider Bias Correction for Multiple Covariates in GWAS Using Robust Multivariable Mendelian Randomization

description: This repository contains the data underlying the figures in paper "Collider Bias Correction for Multiple Covariates in GWASUsing Robust Multivariable Mendelian Randomization".

 

 

The file names and sheet names in the xlsx file indicate the corresponding figures of data. 

The underlying data of manhattan plots and QQ plots are in text file. For other figures, the underlying data are in the spreadsheet.

In each file, column names indicate the MVMR method used to obtain the result. 

For example: 

In text files:

The abbreviation "mPC" refers to metabolomic principle components.

beta_no_correction: the SNP effect estimate without bias correction.

beta_cml or beta_MVMR_cml: the standard error of SNP effect estimate after the bias correction of MVMR-cML.

SE_UVMR_cml: the standard error of SNP effect estimate after the bias correction of UVMR-cML.

p_value_Egger or p_value_MVMR_Egger: the p-value of SNP effect estimate after the bias correction of MVMR-Egger regression.

In the spreadsheet, column names follow the same style. 

The GWAS data is also available. The column names follows the plink output file. The detailed explanations are available at https://www.cog-genomics.org/plink/2.0/formats#glm_linear
DOI: 10.15468/dl.ybeeuy
title: Occurrence Download

description: A dataset containing 3809 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Year 1900-2020",
 "HasCoordinate is true",
 "TaxonKey is Acropora cervicornis (Lamarck, 1816)",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 3809 records from 34 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049605-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.33wwbk
title: Occurrence Download

description: A dataset containing 15 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-89.8201 16.94229,-89.897 16.87637,-89.85855 16.74454,-89.32022 16.7775,-89.16367 16.84341,-89.13895 17.04666,-89.20761 17.04391,-89.54819 17.01096,-89.8201 16.94229))",
 "TaxonKey is Mammalia",
 "Year 2000-2020"
 ]
}

 The dataset includes 15 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049609-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.herizm
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Ceraria carrissoana Exell & Mendonça",
 "HasCoordinate is true"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091908-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.maj9nh
title: Occurrence Download

description: A dataset containing 3636 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Elymus dahuricus Turcz. ex Griseb."
 ]
}

 The dataset includes 3636 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013958-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.thwtzf
title: Occurrence Download

description: A dataset containing 20 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calotes ceylonensis Müller, 1887"
 ]
}

 The dataset includes 20 records from 8 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091909-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7ed5gu
title: Occurrence Download

description: A dataset containing 1167 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Oncidium sphacelatum Lindl."
 ]
}

 The dataset includes 1167 records from 88 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176725-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.bhiwnr
title: Occurrence Download

description: A dataset containing 14830 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Parasitic Platyhelminthes Collections"
 ]
}

 The dataset includes 14830 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049610-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rtk4y7
title: Occurrence Download

description: A dataset containing 5091 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Sparus aurata Linnaeus, 1758"
 ]
}

 The dataset includes 5091 records from 128 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0013964-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.oj0y9z
title: Occurrence Download

description: A dataset containing 8 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Calotes liocephalus Günther, 1872"
 ]
}

 The dataset includes 8 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091914-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.uhvjj7
title: Occurrence Download

description: A dataset containing 444 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Cissus simsiana Roem. & Schult."
 ]
}

 The dataset includes 444 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049611-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ictiyq
title: Occurrence Download

description: A dataset containing 7684 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Plantae",
 "Country is Comoros",
 "HasCoordinate is false"
 ]
}

 The dataset includes 7684 records from 42 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091916-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.emdhdf
title: Occurrence Download

description: A dataset containing 4228 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Falco peregrinus Tunstall, 1771",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 4228 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049618-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.qf28fx
title: Occurrence Download

description: A dataset containing 13919 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Chrysococcyx osculans (Gould, 1847)"
 ]
}

 The dataset includes 13919 records from 44 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023612-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vasniw
title: Occurrence Download

description: A dataset containing 98 species occurrences available in GBIF matching the query:
{
 "TaxonKey" : [
 "is Panthera tigris sumatrae Pocock, 1929"
 ]
}

 The dataset includes 98 records from 12 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091918-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.zj98rf
title: Occurrence Download

description: A dataset containing 1809 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Xeno-canto - Chiroptera sounds from around the world"
 ]
}

 The dataset includes 1809 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176726-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.h4e39q
title: Occurrence Download

description: A dataset containing 445 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is DAYO: Invasive Alien Amphibians in the Philippines"
 ]
}

 The dataset includes 445 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0023617-231120084113126/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.nf0wn7
title: Occurrence Download

description: A dataset containing 38398 species occurrences available in GBIF matching the query:
{
 "DatasetKey" : [
 "is Plants of Ghana"
 ]
}

 The dataset includes 38398 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009304-181108115102211/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ib3org
title: Occurrence Download

description: A dataset containing 116 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Acisanthera variabilis Triana",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 116 records from 30 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091919-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rwvcig
title: Occurrence Download

description: A dataset containing 4220 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Falco peregrinus Tunstall, 1771",
 "Country is United Kingdom of Great Britain and Northern Ireland",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "BasisOfRecord is Human Observation"
 ]
}

 The dataset includes 4220 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049619-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.vq7qka
title: Occurrence Download

description: A dataset containing 136 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Geometry POLYGON((-102.80231 29.23516,-102.86894 29.09023,-102.57742 28.82536,-102.43082 28.89033,-102.3492 29.06191,-102.46414 29.11189,-102.80231 29.23516))",
 "OccurrenceStatus is Present",
 "TaxonKey is Accipitriformes"
 ]
}

 The dataset includes 136 records from 4 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0006879-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.rnbtbq
title: Occurrence Download

description: A dataset containing 3 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Myrmica sabuleti Meinert, 1861",
 "DatasetKey is Dorset SSSI Species Records 1952 - 2004 (Natural England)"
 ]
}

 The dataset includes 3 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091922-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.cwdpa2
title: Occurrence Download

description: A dataset containing 301 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "BasisOfRecord is Observation",
 "BasisOfRecord is Human Observation",
 "BasisOfRecord is Material sample",
 "BasisOfRecord is Specimen"
 ]
 },
 {
 "or" : [
 "Country is United States of America",
 "Country is Mexico",
 "Country is Guatemala",
 "Country is Belize",
 "Country is El Salvador",
 "Country is Honduras",
 "Country is Nicaragua",
 "Country is Costa Rica",
 "Country is Panama"
 ]
 },
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Sphenoclea zeylanica Gaertn."
 ]
}

 The dataset includes 301 records from 29 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049624-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.q7fvt9
title: Occurrence Download

description: A dataset containing 32104 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "TaxonKey is Xyleborinus saxesenii (Ratzeburg, 1837) Ratzeburg, 1837"
 ]
}

 The dataset includes 32104 records from 259 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0176724-240321170329656/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.hf4uvz
title: Occurrence Download

description: A dataset containing 1399 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "TaxonKey is Arthrostema ciliatum Ruiz & Pav.",
 "TaxonKey is Arthrostemma ciliatum Pav. ex D.Don",
 "TaxonKey is Arthrostemma ciliatum Ruiz & Pav."
 ]
 },
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 1399 records from 64 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091924-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.7d4765
title: Occurrence Download

description: A dataset containing 4 species occurrences available in GBIF matching the query:
{
 "and" : [
 {
 "or" : [
 "Geometry POLYGON((-53.56934 -34.16182,-45.13184 -26.5099,-42.6709 -24.20689,-44.60449 -22.51256,-45.34355 -22.40472,-49.61426 -21.77991,-54.7998 -21.8615,-56.38184 -23.24135,-54.00879 -26.11599,-56.20605 -28.07198,-57.7002 -30.67572,-53.56934 -34.16182))",
 "Geometry POLYGON((-44.97803 -21.9838,-45.41748 -22.39071,-42.78076 -24.28703,-41.11084 -23.44309,-40.89111 -21.9838,-42.25342 -20.22097,-43.87939 -20.55051,-44.97803 -21.9838))"
 ]
 },
 "HasCoordinate is true",
 "TaxonKey is Mimosa bathyrrhena Barneby",
 "HasGeospatialIssue is false"
 ]
}

 The dataset includes 4 records from 3 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049635-200221144449610/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.pvmtyc
title: Occurrence Download

description: A dataset containing 22550 species occurrences available in GBIF matching the query:
{
 "and" : [
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "OccurrenceStatus is Present",
 "TaxonKey is Anabaena Bory de Saint-Vincent ex Bornet & Flahault, 1886"
 ]
}

 The dataset includes 22550 records from 312 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062686-231002084531237/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ujwwkw
title: Occurrence Download

description: A dataset containing 169 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Antherotoma naudinii Hook.fil.",
 "HasGeospatialIssue is false",
 "HasCoordinate is true"
 ]
}

 The dataset includes 169 records from 16 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0091925-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.ztqtza
title: Occurrence Download

description: A dataset containing 4956 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "TaxonKey is Terminalia superba Engl. & Diels"
 ]
}

 The dataset includes 4956 records from 59 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0049639-200613084148143/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/0bm2pn
title: slice01644.tif

description: :unav
DOI: 10.57745/cbsnev
title: slice00403.tif

description: :unav
DOI: 10.57745/tzdf4t
title: slice00377.tif

description: :unav
DOI: 10.13145/bacdive118496.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57745/ciby2w
title: slice00021.tif

description: :unav
DOI: 10.57745/u3nfx6
title: slice01947.tif

description: :unav
DOI: 10.57745/ywymz7
title: slice00229.tif

description: :unav
DOI: 10.13145/bacdive118497.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57745/2lizv7
title: slice00017.tif

description: :unav
DOI: 10.57745/h0hw1n
title: slice01627.tif

description: :unav
DOI: 10.57745/sstec9
title: slice00003.tif

description: :unav
DOI: 10.57745/2jqbqz
title: slice00299.tif

description: :unav
DOI: 10.57745/hp0y9w
title: slice00025.tif

description: :unav
DOI: 10.57745/zzgip8
title: slice01790.tif

description: :unav
DOI: 10.13145/bacdive118498.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57745/6k7gvt
title: slice01249.tif

description: :unav
DOI: 10.57745/m5bqbc
title: slice00864.tif

description: :unav
DOI: 10.57745/pmmhdk
title: slice00568.tif

description: :unav
DOI: 10.13145/bacdive118499.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57745/fxtudf
title: slice01057.tif

description: :unav
DOI: 10.57745/wt5axt
title: slice00266.tif

description: :unav
DOI: 10.57745/x1kcsx
title: slice00657.tif

description: :unav
DOI: 10.13145/bacdive118500.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.15468/dl.r5mghh
title: Occurrence Download

description: A dataset containing 2616066 species occurrences available in GBIF matching the query:
{
 "and" : [
 "Continent is Africa",
 "Country is one of (Angola, Namibia)",
 "OccurrenceStatus is Present"
 ]
}

 The dataset includes 2616066 records from 1096 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0060314-241126133413365/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.57745/3gfcz9
title: slice00135.tif

description: :unav
DOI: 10.57745/ehq2oq
title: slice01006.tif

description: :unav
DOI: 10.57745/hrdmxa
title: slice00895.tif

description: :unav
DOI: 10.13145/bacdive118501.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57745/1klvrl
title: slice00635.tif

description: :unav
DOI: 10.57745/a4bl46
title: slice00190.tif

description: :unav
DOI: 10.57745/x0fwmg
title: slice01436.tif

description: :unav
DOI: 10.13145/bacdive118502.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57745/huoyde
title: slice00144.tif

description: :unav
DOI: 10.57745/nghb9n
title: slice00979.tif

description: :unav
DOI: 10.57745/tf0spc
title: slice01330.tif

description: :unav
DOI: 10.57745/rtoo02
title: slice00718.tif

description: :unav
DOI: 10.13145/bacdive118503.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57745/72lzxv
title: slice00388.tif

description: :unav
DOI: 10.57745/upuctb
title: slice00717.tif

description: :unav
DOI: 10.57745/vm4dcc
title: slice00797.tif

description: :unav
DOI: 10.57745/wac1du
title: slice01536.tif

description: :unav
DOI: 10.13145/bacdive118504.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57745/eubaj2
title: slice01387.tif

description: :unav
DOI: 10.57745/kgfbtu
title: slice00644.tif

description: :unav
DOI: 10.13145/bacdive118505.20230509.8.1
title: Streptomyces sp.

description: The range of data encompasses taxonomy, morphology, physiology, sampling and concomitant environmental conditions as well as molecular biology.
DOI: 10.57745/8eiepy
title: slice00170.tif

description: :unav
DOI: 10.57745/ly4s3y
title: slice00688.tif

description: :unav
DOI: 10.57745/wecfbk
title: slice01569.tif

description: :unav
DOI: 10.15468/dl.dqthsk
title: Occurrence Download

description: A dataset containing 1044517 species occurrences available in GBIF matching the query:
{
 "and" : [
 "BasisOfRecord is one of (Observation, Human Observation)",
 "Country is Austria",
 "TaxonKey is Tracheophyta",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "Year is greater than or equal to 1990",
 "CoordinateUncertaintyInMeters is greater than or equal to 0",
 "CoordinateUncertaintyInMeters is less than or equal to 5000"
 ]
}

 The dataset includes 1044517 records from 15 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0009418-230918134249559/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.
DOI: 10.15468/dl.4mhmm5
title: Occurrence Download

description: A dataset containing 70 species occurrences available in GBIF matching the query:
{
 "and" : [
 "TaxonKey is Uma Baird, 1859",
 "Country is United States of America",
 "HasCoordinate is true",
 "HasGeospatialIssue is false",
 "DatasetKey is iNaturalist Research-grade Observations"
 ]
}

 The dataset includes 70 records from 1 constituent datasets; see https://api.gbif.org/v1/occurrence/download/0062367-160910150852091/datasets/export for details.
 
Data from some individual datasets included in this download may be licensed under less restrictive terms.