Diversity and scale: Genetic architecture of 2068 traits in the VA Million Veteran Program

One of the justifiable criticisms of human genetic studies is the underrepresentation of participants from diverse populations. Lack of inclusion must be addressed at-scale to identify causal disease factors and understand the genetic causes of health disparities. We present genome-wide associations...

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Veröffentlicht in:Science (American Association for the Advancement of Science) 2024-07, Vol.385 (6706), p.eadj1182
Hauptverfasser: Verma, Anurag, Huffman, Jennifer E, Rodriguez, Alex, Conery, Mitchell, Liu, Molei, Ho, Yuk-Lam, Kim, Youngdae, Heise, David A, Guare, Lindsay, Panickan, Vidul Ayakulangara, Garcon, Helene, Linares, Franciel, Costa, Lauren, Goethert, Ian, Tipton, Ryan, Honerlaw, Jacqueline, Davies, Laura, Whitbourne, Stacey, Cohen, Jeremy, Posner, Daniel C, Sangar, Rahul, Murray, Michael, Wang, Xuan, Dochtermann, Daniel R, Devineni, Poornima, Shi, Yunling, Nandi, Tarak Nath, Assimes, Themistocles L, Brunette, Charles A, Carroll, Robert J, Clifford, Royce, Duvall, Scott, Gelernter, Joel, Hung, Adriana, Iyengar, Sudha K, Joseph, Jacob, Kember, Rachel, Kranzler, Henry, Kripke, Colleen M, Levey, Daniel, Luoh, Shiuh-Wen, Merritt, Victoria C, Overstreet, Cassie, Deak, Joseph D, Grant, Struan F A, Polimanti, Renato, Roussos, Panos, Shakt, Gabrielle, Sun, Yan V, Tsao, Noah, Venkatesh, Sanan, Voloudakis, Georgios, Justice, Amy, Begoli, Edmon, Ramoni, Rachel, Tourassi, Georgia, Pyarajan, Saiju, Tsao, Philip, O'Donnell, Christopher J, Muralidhar, Sumitra, Moser, Jennifer, Casas, Juan P, Bick, Alexander G, Zhou, Wei, Cai, Tianxi, Voight, Benjamin F, Cho, Kelly, Gaziano, J Michael, Madduri, Ravi K, Damrauer, Scott, Liao, Katherine P
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container_issue 6706
container_start_page eadj1182
container_title Science (American Association for the Advancement of Science)
container_volume 385
creator Verma, Anurag
Huffman, Jennifer E
Rodriguez, Alex
Conery, Mitchell
Liu, Molei
Ho, Yuk-Lam
Kim, Youngdae
Heise, David A
Guare, Lindsay
Panickan, Vidul Ayakulangara
Garcon, Helene
Linares, Franciel
Costa, Lauren
Goethert, Ian
Tipton, Ryan
Honerlaw, Jacqueline
Davies, Laura
Whitbourne, Stacey
Cohen, Jeremy
Posner, Daniel C
Sangar, Rahul
Murray, Michael
Wang, Xuan
Dochtermann, Daniel R
Devineni, Poornima
Shi, Yunling
Nandi, Tarak Nath
Assimes, Themistocles L
Brunette, Charles A
Carroll, Robert J
Clifford, Royce
Duvall, Scott
Gelernter, Joel
Hung, Adriana
Iyengar, Sudha K
Joseph, Jacob
Kember, Rachel
Kranzler, Henry
Kripke, Colleen M
Levey, Daniel
Luoh, Shiuh-Wen
Merritt, Victoria C
Overstreet, Cassie
Deak, Joseph D
Grant, Struan F A
Polimanti, Renato
Roussos, Panos
Shakt, Gabrielle
Sun, Yan V
Tsao, Noah
Venkatesh, Sanan
Voloudakis, Georgios
Justice, Amy
Begoli, Edmon
Ramoni, Rachel
Tourassi, Georgia
Pyarajan, Saiju
Tsao, Philip
O'Donnell, Christopher J
Muralidhar, Sumitra
Moser, Jennifer
Casas, Juan P
Bick, Alexander G
Zhou, Wei
Cai, Tianxi
Voight, Benjamin F
Cho, Kelly
Gaziano, J Michael
Madduri, Ravi K
Damrauer, Scott
Liao, Katherine P
description One of the justifiable criticisms of human genetic studies is the underrepresentation of participants from diverse populations. Lack of inclusion must be addressed at-scale to identify causal disease factors and understand the genetic causes of health disparities. We present genome-wide associations for 2068 traits from 635,969 participants in the Department of Veterans Affairs Million Veteran Program, a longitudinal study of diverse United States Veterans. Systematic analysis revealed 13,672 genomic risk loci; 1608 were only significant after including non-European populations. Fine-mapping identified causal variants at 6318 signals across 613 traits. One-third ( = 2069) were identified in participants from non-European populations. This reveals a broadly similar genetic architecture across populations, highlights genetic insights gained from underrepresented groups, and presents an extensive atlas of genetic associations.
doi_str_mv 10.1126/science.adj1182
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Lack of inclusion must be addressed at-scale to identify causal disease factors and understand the genetic causes of health disparities. We present genome-wide associations for 2068 traits from 635,969 participants in the Department of Veterans Affairs Million Veteran Program, a longitudinal study of diverse United States Veterans. Systematic analysis revealed 13,672 genomic risk loci; 1608 were only significant after including non-European populations. Fine-mapping identified causal variants at 6318 signals across 613 traits. One-third ( = 2069) were identified in participants from non-European populations. This reveals a broadly similar genetic architecture across populations, highlights genetic insights gained from underrepresented groups, and presents an extensive atlas of genetic associations.</description><subject>Alleles</subject><subject>Apolipoprotein E</subject><subject>BASIC BIOLOGICAL SCIENCES</subject><subject>Datasets</subject><subject>Dementia disorders</subject><subject>Disproportionate Representation</subject><subject>Electronic health records</subject><subject>Electronic medical records</subject><subject>Ethnicity</subject><subject>Female</subject><subject>Frequency variation</subject><subject>Gene frequency</subject><subject>Gene mapping</subject><subject>Genes</subject><subject>Genetic diversity</subject><subject>Genetic Predisposition to Disease</subject><subject>Genetic Variation</subject><subject>Genome-wide association studies</subject><subject>Genome-Wide Association Study</subject><subject>Genomics</subject><subject>Genotypes</subject><subject>Heterogeneity</subject><subject>Humans</subject><subject>Longitudinal Studies</subject><subject>Male</subject><subject>Mapping</subject><subject>Phenotypes</subject><subject>Polymorphism, Single Nucleotide</subject><subject>Population (statistical)</subject><subject>Population genetics</subject><subject>Population studies</subject><subject>Quantitative Trait Loci</subject><subject>United States</subject><subject>United States Department of Veterans 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and scale: Genetic architecture of 2068 traits in the VA Million Veteran Program</title><author>Verma, Anurag ; Huffman, Jennifer E ; Rodriguez, Alex ; Conery, Mitchell ; Liu, Molei ; Ho, Yuk-Lam ; Kim, Youngdae ; Heise, David A ; Guare, Lindsay ; Panickan, Vidul Ayakulangara ; Garcon, Helene ; Linares, Franciel ; Costa, Lauren ; Goethert, Ian ; Tipton, Ryan ; Honerlaw, Jacqueline ; Davies, Laura ; Whitbourne, Stacey ; Cohen, Jeremy ; Posner, Daniel C ; Sangar, Rahul ; Murray, Michael ; Wang, Xuan ; Dochtermann, Daniel R ; Devineni, Poornima ; Shi, Yunling ; Nandi, Tarak Nath ; Assimes, Themistocles L ; Brunette, Charles A ; Carroll, Robert J ; Clifford, Royce ; Duvall, Scott ; Gelernter, Joel ; Hung, Adriana ; Iyengar, Sudha K ; Joseph, Jacob ; Kember, Rachel ; Kranzler, Henry ; Kripke, Colleen M ; Levey, Daniel ; Luoh, Shiuh-Wen ; Merritt, Victoria C ; Overstreet, Cassie ; Deak, Joseph D ; Grant, Struan F A ; Polimanti, Renato ; Roussos, Panos ; Shakt, Gabrielle ; Sun, Yan V ; Tsao, Noah ; Venkatesh, Sanan ; Voloudakis, Georgios ; Justice, Amy ; Begoli, Edmon ; Ramoni, Rachel ; Tourassi, Georgia ; Pyarajan, Saiju ; Tsao, Philip ; O'Donnell, Christopher J ; Muralidhar, Sumitra ; Moser, Jennifer ; Casas, Juan P ; Bick, Alexander G ; Zhou, Wei ; Cai, Tianxi ; Voight, Benjamin F ; Cho, Kelly ; Gaziano, J Michael ; Madduri, Ravi K ; Damrauer, Scott ; Liao, Katherine P</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c236t-4d7ffa08cf7cc6f7061d5fc2f86e38356b7df6c7ae0f15a176c494b20da140093</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2024</creationdate><topic>Alleles</topic><topic>Apolipoprotein E</topic><topic>BASIC BIOLOGICAL SCIENCES</topic><topic>Datasets</topic><topic>Dementia disorders</topic><topic>Disproportionate Representation</topic><topic>Electronic health records</topic><topic>Electronic medical records</topic><topic>Ethnicity</topic><topic>Female</topic><topic>Frequency variation</topic><topic>Gene frequency</topic><topic>Gene mapping</topic><topic>Genes</topic><topic>Genetic diversity</topic><topic>Genetic Predisposition to Disease</topic><topic>Genetic Variation</topic><topic>Genome-wide association studies</topic><topic>Genome-Wide Association Study</topic><topic>Genomics</topic><topic>Genotypes</topic><topic>Heterogeneity</topic><topic>Humans</topic><topic>Longitudinal Studies</topic><topic>Male</topic><topic>Mapping</topic><topic>Phenotypes</topic><topic>Polymorphism, Single Nucleotide</topic><topic>Population (statistical)</topic><topic>Population genetics</topic><topic>Population studies</topic><topic>Quantitative Trait Loci</topic><topic>United States</topic><topic>United States Department of Veterans Affairs</topic><topic>Veterans</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Verma, Anurag</creatorcontrib><creatorcontrib>Huffman, Jennifer E</creatorcontrib><creatorcontrib>Rodriguez, Alex</creatorcontrib><creatorcontrib>Conery, Mitchell</creatorcontrib><creatorcontrib>Liu, Molei</creatorcontrib><creatorcontrib>Ho, Yuk-Lam</creatorcontrib><creatorcontrib>Kim, Youngdae</creatorcontrib><creatorcontrib>Heise, David A</creatorcontrib><creatorcontrib>Guare, Lindsay</creatorcontrib><creatorcontrib>Panickan, Vidul Ayakulangara</creatorcontrib><creatorcontrib>Garcon, Helene</creatorcontrib><creatorcontrib>Linares, Franciel</creatorcontrib><creatorcontrib>Costa, Lauren</creatorcontrib><creatorcontrib>Goethert, Ian</creatorcontrib><creatorcontrib>Tipton, Ryan</creatorcontrib><creatorcontrib>Honerlaw, Jacqueline</creatorcontrib><creatorcontrib>Davies, Laura</creatorcontrib><creatorcontrib>Whitbourne, Stacey</creatorcontrib><creatorcontrib>Cohen, Jeremy</creatorcontrib><creatorcontrib>Posner, Daniel C</creatorcontrib><creatorcontrib>Sangar, Rahul</creatorcontrib><creatorcontrib>Murray, Michael</creatorcontrib><creatorcontrib>Wang, Xuan</creatorcontrib><creatorcontrib>Dochtermann, Daniel R</creatorcontrib><creatorcontrib>Devineni, Poornima</creatorcontrib><creatorcontrib>Shi, Yunling</creatorcontrib><creatorcontrib>Nandi, Tarak Nath</creatorcontrib><creatorcontrib>Assimes, Themistocles L</creatorcontrib><creatorcontrib>Brunette, Charles A</creatorcontrib><creatorcontrib>Carroll, Robert J</creatorcontrib><creatorcontrib>Clifford, Royce</creatorcontrib><creatorcontrib>Duvall, Scott</creatorcontrib><creatorcontrib>Gelernter, Joel</creatorcontrib><creatorcontrib>Hung, Adriana</creatorcontrib><creatorcontrib>Iyengar, Sudha K</creatorcontrib><creatorcontrib>Joseph, Jacob</creatorcontrib><creatorcontrib>Kember, Rachel</creatorcontrib><creatorcontrib>Kranzler, Henry</creatorcontrib><creatorcontrib>Kripke, Colleen M</creatorcontrib><creatorcontrib>Levey, Daniel</creatorcontrib><creatorcontrib>Luoh, Shiuh-Wen</creatorcontrib><creatorcontrib>Merritt, Victoria C</creatorcontrib><creatorcontrib>Overstreet, Cassie</creatorcontrib><creatorcontrib>Deak, Joseph D</creatorcontrib><creatorcontrib>Grant, Struan F A</creatorcontrib><creatorcontrib>Polimanti, Renato</creatorcontrib><creatorcontrib>Roussos, Panos</creatorcontrib><creatorcontrib>Shakt, Gabrielle</creatorcontrib><creatorcontrib>Sun, Yan V</creatorcontrib><creatorcontrib>Tsao, Noah</creatorcontrib><creatorcontrib>Venkatesh, Sanan</creatorcontrib><creatorcontrib>Voloudakis, Georgios</creatorcontrib><creatorcontrib>Justice, Amy</creatorcontrib><creatorcontrib>Begoli, Edmon</creatorcontrib><creatorcontrib>Ramoni, Rachel</creatorcontrib><creatorcontrib>Tourassi, Georgia</creatorcontrib><creatorcontrib>Pyarajan, Saiju</creatorcontrib><creatorcontrib>Tsao, Philip</creatorcontrib><creatorcontrib>O'Donnell, Christopher J</creatorcontrib><creatorcontrib>Muralidhar, Sumitra</creatorcontrib><creatorcontrib>Moser, Jennifer</creatorcontrib><creatorcontrib>Casas, Juan P</creatorcontrib><creatorcontrib>Bick, Alexander G</creatorcontrib><creatorcontrib>Zhou, Wei</creatorcontrib><creatorcontrib>Cai, Tianxi</creatorcontrib><creatorcontrib>Voight, Benjamin F</creatorcontrib><creatorcontrib>Cho, Kelly</creatorcontrib><creatorcontrib>Gaziano, J Michael</creatorcontrib><creatorcontrib>Madduri, Ravi K</creatorcontrib><creatorcontrib>Damrauer, Scott</creatorcontrib><creatorcontrib>Liao, Katherine P</creatorcontrib><creatorcontrib>Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)</creatorcontrib><collection>Medline</collection><collection>MEDLINE</collection><collection>MEDLINE (Ovid)</collection><collection>MEDLINE</collection><collection>MEDLINE</collection><collection>PubMed</collection><collection>CrossRef</collection><collection>Aluminium Industry Abstracts</collection><collection>Animal Behavior Abstracts</collection><collection>Bacteriology Abstracts (Microbiology 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Abstracts</collection><collection>Genetics Abstracts</collection><collection>MEDLINE - Academic</collection><collection>OSTI.GOV</collection><jtitle>Science (American Association for the Advancement of Science)</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Verma, Anurag</au><au>Huffman, Jennifer E</au><au>Rodriguez, Alex</au><au>Conery, Mitchell</au><au>Liu, Molei</au><au>Ho, Yuk-Lam</au><au>Kim, Youngdae</au><au>Heise, David A</au><au>Guare, Lindsay</au><au>Panickan, Vidul Ayakulangara</au><au>Garcon, Helene</au><au>Linares, Franciel</au><au>Costa, Lauren</au><au>Goethert, Ian</au><au>Tipton, Ryan</au><au>Honerlaw, Jacqueline</au><au>Davies, Laura</au><au>Whitbourne, Stacey</au><au>Cohen, Jeremy</au><au>Posner, Daniel C</au><au>Sangar, Rahul</au><au>Murray, Michael</au><au>Wang, Xuan</au><au>Dochtermann, Daniel R</au><au>Devineni, Poornima</au><au>Shi, Yunling</au><au>Nandi, Tarak Nath</au><au>Assimes, Themistocles L</au><au>Brunette, Charles A</au><au>Carroll, Robert J</au><au>Clifford, Royce</au><au>Duvall, Scott</au><au>Gelernter, Joel</au><au>Hung, Adriana</au><au>Iyengar, Sudha K</au><au>Joseph, Jacob</au><au>Kember, Rachel</au><au>Kranzler, Henry</au><au>Kripke, Colleen M</au><au>Levey, Daniel</au><au>Luoh, Shiuh-Wen</au><au>Merritt, Victoria C</au><au>Overstreet, Cassie</au><au>Deak, Joseph D</au><au>Grant, Struan F A</au><au>Polimanti, Renato</au><au>Roussos, Panos</au><au>Shakt, Gabrielle</au><au>Sun, Yan V</au><au>Tsao, Noah</au><au>Venkatesh, Sanan</au><au>Voloudakis, Georgios</au><au>Justice, Amy</au><au>Begoli, Edmon</au><au>Ramoni, Rachel</au><au>Tourassi, Georgia</au><au>Pyarajan, Saiju</au><au>Tsao, Philip</au><au>O'Donnell, Christopher J</au><au>Muralidhar, Sumitra</au><au>Moser, Jennifer</au><au>Casas, Juan P</au><au>Bick, Alexander G</au><au>Zhou, Wei</au><au>Cai, Tianxi</au><au>Voight, Benjamin F</au><au>Cho, Kelly</au><au>Gaziano, J Michael</au><au>Madduri, Ravi K</au><au>Damrauer, Scott</au><au>Liao, Katherine P</au><aucorp>Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States)</aucorp><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Diversity and scale: Genetic architecture of 2068 traits in the VA Million Veteran Program</atitle><jtitle>Science (American Association for the Advancement of Science)</jtitle><addtitle>Science</addtitle><date>2024-07-19</date><risdate>2024</risdate><volume>385</volume><issue>6706</issue><spage>eadj1182</spage><pages>eadj1182-</pages><issn>0036-8075</issn><issn>1095-9203</issn><eissn>1095-9203</eissn><abstract>One of the justifiable criticisms of human genetic studies is the underrepresentation of participants from diverse populations. Lack of inclusion must be addressed at-scale to identify causal disease factors and understand the genetic causes of health disparities. We present genome-wide associations for 2068 traits from 635,969 participants in the Department of Veterans Affairs Million Veteran Program, a longitudinal study of diverse United States Veterans. Systematic analysis revealed 13,672 genomic risk loci; 1608 were only significant after including non-European populations. Fine-mapping identified causal variants at 6318 signals across 613 traits. One-third ( = 2069) were identified in participants from non-European populations. This reveals a broadly similar genetic architecture across populations, highlights genetic insights gained from underrepresented groups, and presents an extensive atlas of genetic associations.</abstract><cop>United States</cop><pub>The American Association for the Advancement of 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fulltext fulltext
identifier ISSN: 0036-8075
ispartof Science (American Association for the Advancement of Science), 2024-07, Vol.385 (6706), p.eadj1182
issn 0036-8075
1095-9203
1095-9203
language eng
recordid cdi_osti_scitechconnect_2406806
source American Association for the Advancement of Science; MEDLINE
subjects Alleles
Apolipoprotein E
BASIC BIOLOGICAL SCIENCES
Datasets
Dementia disorders
Disproportionate Representation
Electronic health records
Electronic medical records
Ethnicity
Female
Frequency variation
Gene frequency
Gene mapping
Genes
Genetic diversity
Genetic Predisposition to Disease
Genetic Variation
Genome-wide association studies
Genome-Wide Association Study
Genomics
Genotypes
Heterogeneity
Humans
Longitudinal Studies
Male
Mapping
Phenotypes
Polymorphism, Single Nucleotide
Population (statistical)
Population genetics
Population studies
Quantitative Trait Loci
United States
United States Department of Veterans Affairs
Veterans
title Diversity and scale: Genetic architecture of 2068 traits in the VA Million Veteran Program
url https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-02-08T14%3A32%3A08IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_osti_&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Diversity%20and%20scale:%20Genetic%20architecture%20of%202068%20traits%20in%20the%20VA%20Million%20Veteran%20Program&rft.jtitle=Science%20(American%20Association%20for%20the%20Advancement%20of%20Science)&rft.au=Verma,%20Anurag&rft.aucorp=Oak%20Ridge%20National%20Laboratory%20(ORNL),%20Oak%20Ridge,%20TN%20(United%20States)&rft.date=2024-07-19&rft.volume=385&rft.issue=6706&rft.spage=eadj1182&rft.pages=eadj1182-&rft.issn=0036-8075&rft.eissn=1095-9203&rft_id=info:doi/10.1126/science.adj1182&rft_dat=%3Cproquest_osti_%3E3082625671%3C/proquest_osti_%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=3082290624&rft_id=info:pmid/39024449&rfr_iscdi=true