Enhancing discovery of genetic variants for posttraumatic stress disorder through integration of quantitative phenotypes and trauma exposure information

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Background: Posttraumatic stress disorder (PTSD) is heritable and a potential consequence of exposure to traumatic stress. Evidence suggests that a quantitative approach to PTSD phenotype measurement and incorporation of lifetime trauma exposure (LTE) information could enhance the discovery power of...

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Detalles Bibliográficos
Autores: Maihofer, Adam X., Choi, Karmel W., Coleman, Jonathan R.I., Daskalakis, Nikolaos P., Denckla, Christy A., Ketema, Elizabeth, Morey, Rajendra A., Polimanti, Renato, Ratanatharathorn, Andrew, Torres, Katy, Wingo, Aliza P., Zai, Clement C., Aiello, Allison E., Almli, Lynn M., Amstadter, Ananda B., Andersen, Soren B., Andreassen, Ole A., Arbisi, Paul A., Ashley-Koch, Allison E., Austin, S. Bryn, Avdibegović, Esmina, Borglum, Anders D., Babić, Dragan, Bækvad-Hansen, Marie, Baker, Dewleen G., Beckham, Jean C., Bierut, Laura J., Bisson, Jonathan I., Boks, Marco P., Bolger, Elizabeth A., Bradley, Bekh, Brashear, Meghan, Breen, Gerome, Bryant, Richard A., Bustamante, Angela C., Bybjerg-Grauholm, Jonas, Calabrese, Joseph R., Caldas-de-Almeida, José M., Chen, Chia Yen, Dale, Anders M., Dalvie, Shareefa, Deckert, Jürgen, Delahanty, Douglas L., Dennis, Michelle F., Disner, Seth G., Domschke, Katharina, Duncan, Laramie E., Džubur Kulenović, Alma, Erbes, Christopher R., Evans, Alexandra, Farrer, Lindsay A., Feeny, Norah C., Flory, Janine D., Forbes, David, Franz, Carol E., Galea, Sandro, Garrett, Melanie E., Gautam, Aarti, Gelaye, Bizu, Gelernter, Joel, Geuze, Elbert, Gillespie, Charles F., Goçi, Aferdita, Gordon, Scott D., Guffanti, Guia, Hammamieh, Rasha, Hauser, Michael A., Heath, Andrew C., Hemmings, Sian M.J., Hougaard, David Michael, Jakovljević, Miro, Jett, Marti, Johnson, Eric Otto, Jones, Ian, Jovanovic, Tanja, Qin, Xue Jun, Karstoft, Karen Inge, Kaufman, Milissa L., Kessler, Ronald C., Khan, Alaptagin, Kimbrel, Nathan A., King, Anthony P., Koen, Nastassja, Kranzler, Henry R., Kremen, William S., Lawford, Bruce R., Lebois, Lauren A.M., Lewis, Catrin, Liberzon, Israel, Linnstaedt, Sarah D., Logue, Mark W., Lori, Adriana, Lugonja, Božo, Luykx, Jurjen J., Lyons, Michael J., Maples-Keller, Jessica L., Marmar, Charles, Martin, Nicholas G., Maurer, Douglas, Mavissakalian, Matig R.
Formato: artículo
Fecha de Publicación:2022
Institución:Universidad Peruana de Ciencias Aplicadas
Repositorio:UPC-Institucional
Lenguaje:inglés
OAI Identifier:oai:repositorioacademico.upc.edu.pe:10757/659489
Enlace del recurso:http://hdl.handle.net/10757/659489
Nivel de acceso:acceso abierto
Materia:Genetics
GWAS
Heritability
PheWAS
PTSD
Trauma
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dc.title.es_PE.fl_str_mv Enhancing discovery of genetic variants for posttraumatic stress disorder through integration of quantitative phenotypes and trauma exposure information
title Enhancing discovery of genetic variants for posttraumatic stress disorder through integration of quantitative phenotypes and trauma exposure information
spellingShingle Enhancing discovery of genetic variants for posttraumatic stress disorder through integration of quantitative phenotypes and trauma exposure information
Maihofer, Adam X.
Genetics
GWAS
Heritability
PheWAS
PTSD
Trauma
title_short Enhancing discovery of genetic variants for posttraumatic stress disorder through integration of quantitative phenotypes and trauma exposure information
title_full Enhancing discovery of genetic variants for posttraumatic stress disorder through integration of quantitative phenotypes and trauma exposure information
title_fullStr Enhancing discovery of genetic variants for posttraumatic stress disorder through integration of quantitative phenotypes and trauma exposure information
title_full_unstemmed Enhancing discovery of genetic variants for posttraumatic stress disorder through integration of quantitative phenotypes and trauma exposure information
title_sort Enhancing discovery of genetic variants for posttraumatic stress disorder through integration of quantitative phenotypes and trauma exposure information
author Maihofer, Adam X.
author_facet Maihofer, Adam X.
Choi, Karmel W.
Coleman, Jonathan R.I.
Daskalakis, Nikolaos P.
Denckla, Christy A.
Ketema, Elizabeth
Morey, Rajendra A.
Polimanti, Renato
Ratanatharathorn, Andrew
Torres, Katy
Wingo, Aliza P.
Zai, Clement C.
Aiello, Allison E.
Almli, Lynn M.
Amstadter, Ananda B.
Andersen, Soren B.
Andreassen, Ole A.
Arbisi, Paul A.
Ashley-Koch, Allison E.
Austin, S. Bryn
Avdibegović, Esmina
Borglum, Anders D.
Babić, Dragan
Bækvad-Hansen, Marie
Baker, Dewleen G.
Beckham, Jean C.
Bierut, Laura J.
Bisson, Jonathan I.
Boks, Marco P.
Bolger, Elizabeth A.
Bradley, Bekh
Brashear, Meghan
Breen, Gerome
Bryant, Richard A.
Bustamante, Angela C.
Bybjerg-Grauholm, Jonas
Calabrese, Joseph R.
Caldas-de-Almeida, José M.
Chen, Chia Yen
Dale, Anders M.
Dalvie, Shareefa
Deckert, Jürgen
Delahanty, Douglas L.
Dennis, Michelle F.
Disner, Seth G.
Domschke, Katharina
Duncan, Laramie E.
Džubur Kulenović, Alma
Erbes, Christopher R.
Evans, Alexandra
Farrer, Lindsay A.
Feeny, Norah C.
Flory, Janine D.
Forbes, David
Franz, Carol E.
Galea, Sandro
Garrett, Melanie E.
Gautam, Aarti
Gelaye, Bizu
Gelernter, Joel
Geuze, Elbert
Gillespie, Charles F.
Goçi, Aferdita
Gordon, Scott D.
Guffanti, Guia
Hammamieh, Rasha
Hauser, Michael A.
Heath, Andrew C.
Hemmings, Sian M.J.
Hougaard, David Michael
Jakovljević, Miro
Jett, Marti
Johnson, Eric Otto
Jones, Ian
Jovanovic, Tanja
Qin, Xue Jun
Karstoft, Karen Inge
Kaufman, Milissa L.
Kessler, Ronald C.
Khan, Alaptagin
Kimbrel, Nathan A.
King, Anthony P.
Koen, Nastassja
Kranzler, Henry R.
Kremen, William S.
Lawford, Bruce R.
Lebois, Lauren A.M.
Lewis, Catrin
Liberzon, Israel
Linnstaedt, Sarah D.
Logue, Mark W.
Lori, Adriana
Lugonja, Božo
Luykx, Jurjen J.
Lyons, Michael J.
Maples-Keller, Jessica L.
Marmar, Charles
Martin, Nicholas G.
Maurer, Douglas
Mavissakalian, Matig R.
author_role author
author2 Choi, Karmel W.
Coleman, Jonathan R.I.
Daskalakis, Nikolaos P.
Denckla, Christy A.
Ketema, Elizabeth
Morey, Rajendra A.
Polimanti, Renato
Ratanatharathorn, Andrew
Torres, Katy
Wingo, Aliza P.
Zai, Clement C.
Aiello, Allison E.
Almli, Lynn M.
Amstadter, Ananda B.
Andersen, Soren B.
Andreassen, Ole A.
Arbisi, Paul A.
Ashley-Koch, Allison E.
Austin, S. Bryn
Avdibegović, Esmina
Borglum, Anders D.
Babić, Dragan
Bækvad-Hansen, Marie
Baker, Dewleen G.
Beckham, Jean C.
Bierut, Laura J.
Bisson, Jonathan I.
Boks, Marco P.
Bolger, Elizabeth A.
Bradley, Bekh
Brashear, Meghan
Breen, Gerome
Bryant, Richard A.
Bustamante, Angela C.
Bybjerg-Grauholm, Jonas
Calabrese, Joseph R.
Caldas-de-Almeida, José M.
Chen, Chia Yen
Dale, Anders M.
Dalvie, Shareefa
Deckert, Jürgen
Delahanty, Douglas L.
Dennis, Michelle F.
Disner, Seth G.
Domschke, Katharina
Duncan, Laramie E.
Džubur Kulenović, Alma
Erbes, Christopher R.
Evans, Alexandra
Farrer, Lindsay A.
Feeny, Norah C.
Flory, Janine D.
Forbes, David
Franz, Carol E.
Galea, Sandro
Garrett, Melanie E.
Gautam, Aarti
Gelaye, Bizu
Gelernter, Joel
Geuze, Elbert
Gillespie, Charles F.
Goçi, Aferdita
Gordon, Scott D.
Guffanti, Guia
Hammamieh, Rasha
Hauser, Michael A.
Heath, Andrew C.
Hemmings, Sian M.J.
Hougaard, David Michael
Jakovljević, Miro
Jett, Marti
Johnson, Eric Otto
Jones, Ian
Jovanovic, Tanja
Qin, Xue Jun
Karstoft, Karen Inge
Kaufman, Milissa L.
Kessler, Ronald C.
Khan, Alaptagin
Kimbrel, Nathan A.
King, Anthony P.
Koen, Nastassja
Kranzler, Henry R.
Kremen, William S.
Lawford, Bruce R.
Lebois, Lauren A.M.
Lewis, Catrin
Liberzon, Israel
Linnstaedt, Sarah D.
Logue, Mark W.
Lori, Adriana
Lugonja, Božo
Luykx, Jurjen J.
Lyons, Michael J.
Maples-Keller, Jessica L.
Marmar, Charles
Martin, Nicholas G.
Maurer, Douglas
Mavissakalian, Matig R.
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dc.contributor.author.fl_str_mv Maihofer, Adam X.
Choi, Karmel W.
Coleman, Jonathan R.I.
Daskalakis, Nikolaos P.
Denckla, Christy A.
Ketema, Elizabeth
Morey, Rajendra A.
Polimanti, Renato
Ratanatharathorn, Andrew
Torres, Katy
Wingo, Aliza P.
Zai, Clement C.
Aiello, Allison E.
Almli, Lynn M.
Amstadter, Ananda B.
Andersen, Soren B.
Andreassen, Ole A.
Arbisi, Paul A.
Ashley-Koch, Allison E.
Austin, S. Bryn
Avdibegović, Esmina
Borglum, Anders D.
Babić, Dragan
Bækvad-Hansen, Marie
Baker, Dewleen G.
Beckham, Jean C.
Bierut, Laura J.
Bisson, Jonathan I.
Boks, Marco P.
Bolger, Elizabeth A.
Bradley, Bekh
Brashear, Meghan
Breen, Gerome
Bryant, Richard A.
Bustamante, Angela C.
Bybjerg-Grauholm, Jonas
Calabrese, Joseph R.
Caldas-de-Almeida, José M.
Chen, Chia Yen
Dale, Anders M.
Dalvie, Shareefa
Deckert, Jürgen
Delahanty, Douglas L.
Dennis, Michelle F.
Disner, Seth G.
Domschke, Katharina
Duncan, Laramie E.
Džubur Kulenović, Alma
Erbes, Christopher R.
Evans, Alexandra
Farrer, Lindsay A.
Feeny, Norah C.
Flory, Janine D.
Forbes, David
Franz, Carol E.
Galea, Sandro
Garrett, Melanie E.
Gautam, Aarti
Gelaye, Bizu
Gelernter, Joel
Geuze, Elbert
Gillespie, Charles F.
Goçi, Aferdita
Gordon, Scott D.
Guffanti, Guia
Hammamieh, Rasha
Hauser, Michael A.
Heath, Andrew C.
Hemmings, Sian M.J.
Hougaard, David Michael
Jakovljević, Miro
Jett, Marti
Johnson, Eric Otto
Jones, Ian
Jovanovic, Tanja
Qin, Xue Jun
Karstoft, Karen Inge
Kaufman, Milissa L.
Kessler, Ronald C.
Khan, Alaptagin
Kimbrel, Nathan A.
King, Anthony P.
Koen, Nastassja
Kranzler, Henry R.
Kremen, William S.
Lawford, Bruce R.
Lebois, Lauren A.M.
Lewis, Catrin
Liberzon, Israel
Linnstaedt, Sarah D.
Logue, Mark W.
Lori, Adriana
Lugonja, Božo
Luykx, Jurjen J.
Lyons, Michael J.
Maples-Keller, Jessica L.
Marmar, Charles
Martin, Nicholas G.
Maurer, Douglas
Mavissakalian, Matig R.
dc.subject.es_PE.fl_str_mv Genetics
GWAS
Heritability
PheWAS
PTSD
Trauma
topic Genetics
GWAS
Heritability
PheWAS
PTSD
Trauma
description Background: Posttraumatic stress disorder (PTSD) is heritable and a potential consequence of exposure to traumatic stress. Evidence suggests that a quantitative approach to PTSD phenotype measurement and incorporation of lifetime trauma exposure (LTE) information could enhance the discovery power of PTSD genome-wide association studies (GWASs). Methods: A GWAS on PTSD symptoms was performed in 51 cohorts followed by a fixed-effects meta-analysis (N = 182,199 European ancestry participants). A GWAS of LTE burden was performed in the UK Biobank cohort (N = 132,988). Genetic correlations were evaluated with linkage disequilibrium score regression. Multivariate analysis was performed using Multi-Trait Analysis of GWAS. Functional mapping and annotation of leading loci was performed with FUMA. Replication was evaluated using the Million Veteran Program GWAS of PTSD total symptoms. Results: GWASs of PTSD symptoms and LTE burden identified 5 and 6 independent genome-wide significant loci, respectively. There was a 72% genetic correlation between PTSD and LTE. PTSD and LTE showed largely similar patterns of genetic correlation with other traits, albeit with some distinctions. Adjusting PTSD for LTE reduced PTSD heritability by 31%. Multivariate analysis of PTSD and LTE increased the effective sample size of the PTSD GWAS by 20% and identified 4 additional loci. Four of these 9 PTSD loci were independently replicated in the Million Veteran Program. Conclusions: Through using a quantitative trait measure of PTSD, we identified novel risk loci not previously identified using prior case-control analyses. PTSD and LTE have a high genetic overlap that can be leveraged to increase discovery power through multivariate methods. © 2021 Society of Biological Psychiatry
publishDate 2022
dc.date.accessioned.none.fl_str_mv 2022-04-07T08:50:47Z
dc.date.available.none.fl_str_mv 2022-04-07T08:50:47Z
dc.date.issued.fl_str_mv 2022-04-01
dc.type.es_PE.fl_str_mv info:eu-repo/semantics/article
format article
dc.identifier.issn.none.fl_str_mv 00063223
dc.identifier.doi.none.fl_str_mv 10.1016/j.biopsych.2021.09.020
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/10757/659489
dc.identifier.eissn.none.fl_str_mv 18732402
dc.identifier.journal.es_PE.fl_str_mv Biological Psychiatry
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dc.identifier.scopusid.none.fl_str_mv SCOPUS_ID:85120747015
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identifier_str_mv 00063223
10.1016/j.biopsych.2021.09.020
18732402
Biological Psychiatry
2-s2.0-85120747015
SCOPUS_ID:85120747015
S0006322321016322
0000 0001 2196 144X
url http://hdl.handle.net/10757/659489
dc.language.iso.es_PE.fl_str_mv eng
language eng
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eu_rights_str_mv openAccess
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http://creativecommons.org/licenses/by-nc-sa/4.0/
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dc.source.es_PE.fl_str_mv Universidad Peruana de Ciencias Aplicadas (UPC)
Repositorio Academico - UPC
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institution UPC
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dc.source.journaltitle.none.fl_str_mv Biological Psychiatry
dc.source.volume.none.fl_str_mv 91
dc.source.issue.none.fl_str_mv 7
dc.source.beginpage.none.fl_str_mv 626
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BrynAvdibegović, EsminaBorglum, Anders D.Babić, DraganBækvad-Hansen, MarieBaker, Dewleen G.Beckham, Jean C.Bierut, Laura J.Bisson, Jonathan I.Boks, Marco P.Bolger, Elizabeth A.Bradley, BekhBrashear, MeghanBreen, GeromeBryant, Richard A.Bustamante, Angela C.Bybjerg-Grauholm, JonasCalabrese, Joseph R.Caldas-de-Almeida, José M.Chen, Chia YenDale, Anders M.Dalvie, ShareefaDeckert, JürgenDelahanty, Douglas L.Dennis, Michelle F.Disner, Seth G.Domschke, KatharinaDuncan, Laramie E.Džubur Kulenović, AlmaErbes, Christopher R.Evans, AlexandraFarrer, Lindsay A.Feeny, Norah C.Flory, Janine D.Forbes, DavidFranz, Carol E.Galea, SandroGarrett, Melanie E.Gautam, AartiGelaye, BizuGelernter, JoelGeuze, ElbertGillespie, Charles F.Goçi, AferditaGordon, Scott D.Guffanti, GuiaHammamieh, RashaHauser, Michael A.Heath, Andrew C.Hemmings, Sian M.J.Hougaard, David MichaelJakovljević, MiroJett, MartiJohnson, Eric OttoJones, IanJovanovic, TanjaQin, Xue JunKarstoft, Karen IngeKaufman, Milissa L.Kessler, Ronald C.Khan, AlaptaginKimbrel, Nathan A.King, Anthony P.Koen, NastassjaKranzler, Henry R.Kremen, William S.Lawford, Bruce R.Lebois, Lauren A.M.Lewis, CatrinLiberzon, IsraelLinnstaedt, Sarah D.Logue, Mark W.Lori, AdrianaLugonja, BožoLuykx, Jurjen J.Lyons, Michael J.Maples-Keller, Jessica L.Marmar, CharlesMartin, Nicholas G.Maurer, DouglasMavissakalian, Matig R.2022-04-07T08:50:47Z2022-04-07T08:50:47Z2022-04-010006322310.1016/j.biopsych.2021.09.020http://hdl.handle.net/10757/65948918732402Biological Psychiatry2-s2.0-85120747015SCOPUS_ID:85120747015S00063223210163220000 0001 2196 144XBackground: Posttraumatic stress disorder (PTSD) is heritable and a potential consequence of exposure to traumatic stress. Evidence suggests that a quantitative approach to PTSD phenotype measurement and incorporation of lifetime trauma exposure (LTE) information could enhance the discovery power of PTSD genome-wide association studies (GWASs). Methods: A GWAS on PTSD symptoms was performed in 51 cohorts followed by a fixed-effects meta-analysis (N = 182,199 European ancestry participants). A GWAS of LTE burden was performed in the UK Biobank cohort (N = 132,988). Genetic correlations were evaluated with linkage disequilibrium score regression. Multivariate analysis was performed using Multi-Trait Analysis of GWAS. Functional mapping and annotation of leading loci was performed with FUMA. Replication was evaluated using the Million Veteran Program GWAS of PTSD total symptoms. Results: GWASs of PTSD symptoms and LTE burden identified 5 and 6 independent genome-wide significant loci, respectively. There was a 72% genetic correlation between PTSD and LTE. PTSD and LTE showed largely similar patterns of genetic correlation with other traits, albeit with some distinctions. Adjusting PTSD for LTE reduced PTSD heritability by 31%. Multivariate analysis of PTSD and LTE increased the effective sample size of the PTSD GWAS by 20% and identified 4 additional loci. Four of these 9 PTSD loci were independently replicated in the Million Veteran Program. Conclusions: Through using a quantitative trait measure of PTSD, we identified novel risk loci not previously identified using prior case-control analyses. PTSD and LTE have a high genetic overlap that can be leveraged to increase discovery power through multivariate methods. © 2021 Society of Biological PsychiatryNational Institutes of HealthRevisión por paresapplication/pdfengElsevier Inc.https://www.biologicalpsychiatryjournal.com/article/S0006-3223(21)01632-2/fulltextinfo:eu-repo/semantics/openAccessAttribution-NonCommercial-ShareAlike 4.0 Internationalhttp://creativecommons.org/licenses/by-nc-sa/4.0/Universidad Peruana de Ciencias Aplicadas (UPC)Repositorio Academico - UPCBiological Psychiatry917626636reponame:UPC-Institucionalinstname:Universidad Peruana de Ciencias Aplicadasinstacron:UPCGeneticsGWASHeritabilityPheWASPTSDTraumaEnhancing discovery of genetic variants for posttraumatic stress disorder through integration of quantitative phenotypes and trauma exposure informationinfo:eu-repo/semantics/article2022-04-07T08:50:48ZTHUMBNAIL10.1016j.biopsych.2021.09.020.pdf.jpg10.1016j.biopsych.2021.09.020.pdf.jpgGenerated Thumbnailimage/jpeg136014https://repositorioacademico.upc.edu.pe/bitstream/10757/659489/5/10.1016j.biopsych.2021.09.020.pdf.jpg0e0626574ad69e16b3d31e26287b0db9MD55falseTEXT10.1016j.biopsych.2021.09.020.pdf.txt10.1016j.biopsych.2021.09.020.pdf.txtExtracted texttext/plain69583https://repositorioacademico.upc.edu.pe/bitstream/10757/659489/4/10.1016j.biopsych.2021.09.020.pdf.txt33c185b4642454f08a5f71398ff8c273MD54falseLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://repositorioacademico.upc.edu.pe/bitstream/10757/659489/3/license.txt8a4605be74aa9ea9d79846c1fba20a33MD53falseCC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-81031https://repositorioacademico.upc.edu.pe/bitstream/10757/659489/2/license_rdf934f4ca17e109e0a05eaeaba504d7ce4MD52falseORIGINAL10.1016j.biopsych.2021.09.020.pdf10.1016j.biopsych.2021.09.020.pdfapplication/pdf953702https://repositorioacademico.upc.edu.pe/bitstream/10757/659489/1/10.1016j.biopsych.2021.09.020.pdf86867cd7f00185e25c0d5d1fc3a8cf85MD51true10757/659489oai:repositorioacademico.upc.edu.pe:10757/6594892022-04-08 02:48:34.112Repositorio académico upcupc@openrepository.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