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Article: Distinct genetic liability profiles define clinically relevant patient strata across common diseases

TitleDistinct genetic liability profiles define clinically relevant patient strata across common diseases
Authors
Trastulla, LuciaDolgalev, GeorgiiMoser, SylvainJiménez-Barrón, Laura T.Andlauer, Till F.M.von Scheidt, MoritzRuderfer, Douglas M.Ripke, StephanMcQuillin, AndrewStahl, Eli A.Domenici, EnricoAdolfsson, RolfAgartz, IngridAgerbo, EsbenAlbus, MargotAlexander, MadelineAmin, FarooqBacanu, Silviu A.Begemann, MartinBelliveau, Richard A.Bene, JuditBergen, Sarah E.Bevilacqua, ElizabethBigdeli, Tim B.Black, Donald W.Blackwood, Douglas H.R.Borglum, Anders D.Bramon, ElviraBruggeman, RichardBuccola, Nancy G.Buckner, Randy L.Bulik-Sullivan, BrendanBuxbaum, Joseph D.Byerley, WilliamCahn, WiepkeCai, GuiqingCampion, DominiqueCantor, Rita M.Carr, Vaughan J.Carrera, NoaCatts, Stanley V.Chambert, Kimberley D.Chan, Raymond C.K.Chen, Eric Y.H.Chen, Ronald Y.L.Cheng, WeiCheung, Eric F.C.Chong, Siow AnnCichon, SvenCloninger, C. RobertCohen, DavidCohen, NadineCollier, David A.Cormican, PaulCraddock, NicholasCrowley, James J.Daly, Mark J.Darvasi, ArielDavidson, MichaelDavis, Kenneth L.Degenhardt, FranziskaDel Favero, JurgenDemontis, DitteDikeos, DimitrisDinan, TimothyDjurovic, SrdjanDonohoe, GaryDrapeau, ElodieDuan, JubaoDudbridge, FrankEhrenreich, HanneloreEichhammer, PeterEriksson, JohanEscott-Price, ValentinaEsko, TonuEssioux, LaurentFarh, Kai HowFarrell, Martilias S.Frank, JosefFranke, LudeFreedman, RobertFreimer, Nelson B.Friedman, Joseph I.Fromer, MenachemGejman, Pablo V.Genovese, GiulioGeorgieva, LyudmilaGiegling, InaGill, MichaelGiusti-Rodriguez, PaolaGodard, StephanieGoldstein, Jacqueline I.Gopal, SrihariGratten, JacobGurling, Hughde Haan, LieuweHammer, ChristianHamshere, Marian L.Hansen, MarkHansen, ThomasHaroutunian, VahramHartmann, Annette M.Henskens, Frans A.Herms, StefanHirschhorn, Joel N.Hoffmann, PerHofman, AndreaHollegaard, Mads V.Hougaard, David M.Huang, HailiangHultman, Christina M.Ikeda, MasashiIwata, NakaoJablensky, Assen V.Joa, IngeJonsson, Erik G.Julia, AntonioKahler, Anna K.Kahn, René S.Kalaydjieva, LubaKarachanak-Yankova, SenaKarjalainen, JuhaKavanagh, DavidKeller, Matthew C.Kennedy, James L.Khrunin, AndreyKim, YunjungKirov, GeorgeKlovins, JanisKnight, JoKnowles, James A.Konte, BettinaKucinskas, VaidutisKucinskiene, Zita AusreleKuzelova-Ptackova, HanaLaurent, ClaudineLeboyer, MarionLee, Phil H.Keong, Jimmy Lee CheeLegge, Sophie E.Lencz, ToddLerer, BernardLevinson, Douglas F.Li, MiaoxinLi, Qingqin S.Li, TaoLiang, Kung YeeLieberman, JeffreyLimborska, SvetlanaLiu, JianjunLonnqvist, JoukoLoughland, Carmel M.Jan Lubinski, Macek, MilanMagnusson, Patrik K.E.Maher, Brion S.Maier, WolfgangMalhotra, Anil K.Mallet, JacquesMarsal, SaraMattheisen, ManuelMattingsdal, MortenMcCarley, Robert W.McCarroll, Steven A.McDonald, ColmMcIntosh, Andrew M.Meier, SandraMeijer, Carin J.Melegh, BelaMelle, IngridMesholam-Gately, Raquelle I.Metspalu, AndresMichie, Patricia T.Milani, LiliMilanova, VihraMokrab, YounesMoran, Jennifer L.Morris, Derek W.Mors, OleMortensen, Preben B.Mowry, Bryan J.Murphy, Kieran C.Murray, Robin M.Myin-Germeys, InezNeale, Benjamin M.Nelis, MariNenadic, IgorNertney, Deborah A.Nestadt, GeraldNicodemus, Kristin K.Nikitina-Zake, LieneNisenbaum, LauraNordin, AnnelieNothen, Markus M.O’Callaghan, EadbhardO’Dushlaine, ColmO’Neill, F. AnthonyOh, Sang YunOlincy, AnnOlsen, LineVan Os, JimOwen, Michael J.Palotie, AarnoPantelis, ChristosPapadimitriou, George N.Parkhomenko, ElenaPato, CarlosPato, Michele T.Paunio, TiinaPerkins, Diana O.Pers, Tune H.Petryshen, Tracey L.Pietilainen, OlliPimm, JonathanPocklington, Andrew J.Posthuma, DaniellePowell, JohnPrice, AlkesPulver, Ann E.Purcell, Shaun M.Quested, DigbyRasmussen, Henrik B.Reichenberg, AbrahamReimers, Mark A.Richards, Alexander L.Riley, Brien P.Roffman, Joshua L.Roussos, PanosDan Rujescu, Salomaa, VeikkoSanders, Alan R.Schall, UlrichSchwab, Sibylle G.Scolnick, Edward M.Scott, Rodney J.Seidman, Larry J.Sham, Pak C.Shi, JianxinSigurdsson, EngilbertSilverman, Jeremy M.Sim, KangSlominsky, PetrSmoller, Jordan W.So, Hon CheongSoderman, ErikSpencer, Chris C.A.Clair, David StStefansson, HreinnStefansson, KariSteinberg, StacyStogmann, ElisabethStraub, Richard E.Strengman, EricStrohmaier, JanaStroup, T. ScottSubramaniam, MythilySuvisaari, JaanaSvrakic, Dragan M.Szatkiewicz, Jin P.Thirumalai, SrinivasToncheva, DragaTosato, SarahTreutlein, JensVisscher, Peter M.Waddington, JohnWalsh, DermotWalters, James T.R.Wang, DaiWang, QiangWebb, Bradley T.Weinberger, Daniel R.Weiser, MarkWerge, ThomasWildenauer, Dieter B.Williams, Nigel M.Williams, StephanieWitt, Stephanie H.Wolen, Aaron R.Wong, Emily H.M.Wormley, Brandon K.Xi, SimonZai, Clement C.Zheng, XuebinZimprich, FritzCorvin, AidenFanous, Ayman H.Rietschel, MarcellaHolmans, Peter A.Andreassen, Ole A.Lee, S. HongSullivan, Patrick F.Ophoff, Roel A.Wray, Naomi R.Sklar, PamelaKendler, Kenneth S.O’Donovan, Michael C.Budde, MonikaHeilbronner, UrsPapiol, SergiTeumer, AlexanderHomuth, GeorgVölzke, HenryDörr, MarcusFalkai, PeterSchulze, Thomas G.Gagneur, JulienIorio, FrancescoMüller-Myhsok, BertramSchunkert, HeribertZiller, Michael J.
Issue Date2024
Citation
Nature Communications, 2024, v. 15, n. 1, article no. 5534 How to Cite?
AbstractStratified medicine holds great promise to tailor treatment to the needs of individual patients. While genetics holds great potential to aid patient stratification, it remains a major challenge to operationalize complex genetic risk factor profiles to deconstruct clinical heterogeneity. Contemporary approaches to this problem rely on polygenic risk scores (PRS), which provide only limited clinical utility and lack a clear biological foundation. To overcome these limitations, we develop the CASTom-iGEx approach to stratify individuals based on the aggregated impact of their genetic risk factor profiles on tissue specific gene expression levels. The paradigmatic application of this approach to coronary artery disease or schizophrenia patient cohorts identified diverse strata or biotypes. These biotypes are characterized by distinct endophenotype profiles as well as clinical parameters and are fundamentally distinct from PRS based groupings. In stark contrast to the latter, the CASTom-iGEx strategy discovers biologically meaningful and clinically actionable patient subgroups, where complex genetic liabilities are not randomly distributed across individuals but rather converge onto distinct disease relevant biological processes. These results support the notion of different patient biotypes characterized by partially distinct pathomechanisms. Thus, the universally applicable approach presented here has the potential to constitute an important component of future personalized medicine paradigms.
Persistent Identifierhttp://hdl.handle.net/10722/368110

 

DC FieldValueLanguage
dc.contributor.authorTrastulla, Lucia-
dc.contributor.authorDolgalev, Georgii-
dc.contributor.authorMoser, Sylvain-
dc.contributor.authorJiménez-Barrón, Laura T.-
dc.contributor.authorAndlauer, Till F.M.-
dc.contributor.authorvon Scheidt, Moritz-
dc.contributor.authorRuderfer, Douglas M.-
dc.contributor.authorRipke, Stephan-
dc.contributor.authorMcQuillin, Andrew-
dc.contributor.authorStahl, Eli A.-
dc.contributor.authorDomenici, Enrico-
dc.contributor.authorAdolfsson, Rolf-
dc.contributor.authorAgartz, Ingrid-
dc.contributor.authorAgerbo, Esben-
dc.contributor.authorAlbus, Margot-
dc.contributor.authorAlexander, Madeline-
dc.contributor.authorAmin, Farooq-
dc.contributor.authorBacanu, Silviu A.-
dc.contributor.authorBegemann, Martin-
dc.contributor.authorBelliveau, Richard A.-
dc.contributor.authorBene, Judit-
dc.contributor.authorBergen, Sarah E.-
dc.contributor.authorBevilacqua, Elizabeth-
dc.contributor.authorBigdeli, Tim B.-
dc.contributor.authorBlack, Donald W.-
dc.contributor.authorBlackwood, Douglas H.R.-
dc.contributor.authorBorglum, Anders D.-
dc.contributor.authorBramon, Elvira-
dc.contributor.authorBruggeman, Richard-
dc.contributor.authorBuccola, Nancy G.-
dc.contributor.authorBuckner, Randy L.-
dc.contributor.authorBulik-Sullivan, Brendan-
dc.contributor.authorBuxbaum, Joseph D.-
dc.contributor.authorByerley, William-
dc.contributor.authorCahn, Wiepke-
dc.contributor.authorCai, Guiqing-
dc.contributor.authorCampion, Dominique-
dc.contributor.authorCantor, Rita M.-
dc.contributor.authorCarr, Vaughan J.-
dc.contributor.authorCarrera, Noa-
dc.contributor.authorCatts, Stanley V.-
dc.contributor.authorChambert, Kimberley D.-
dc.contributor.authorChan, Raymond C.K.-
dc.contributor.authorChen, Eric Y.H.-
dc.contributor.authorChen, Ronald Y.L.-
dc.contributor.authorCheng, Wei-
dc.contributor.authorCheung, Eric F.C.-
dc.contributor.authorChong, Siow Ann-
dc.contributor.authorCichon, Sven-
dc.contributor.authorCloninger, C. Robert-
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dc.contributor.authorCohen, Nadine-
dc.contributor.authorCollier, David A.-
dc.contributor.authorCormican, Paul-
dc.contributor.authorCraddock, Nicholas-
dc.contributor.authorCrowley, James J.-
dc.contributor.authorDaly, Mark J.-
dc.contributor.authorDarvasi, Ariel-
dc.contributor.authorDavidson, Michael-
dc.contributor.authorDavis, Kenneth L.-
dc.contributor.authorDegenhardt, Franziska-
dc.contributor.authorDel Favero, Jurgen-
dc.contributor.authorDemontis, Ditte-
dc.contributor.authorDikeos, Dimitris-
dc.contributor.authorDinan, Timothy-
dc.contributor.authorDjurovic, Srdjan-
dc.contributor.authorDonohoe, Gary-
dc.contributor.authorDrapeau, Elodie-
dc.contributor.authorDuan, Jubao-
dc.contributor.authorDudbridge, Frank-
dc.contributor.authorEhrenreich, Hannelore-
dc.contributor.authorEichhammer, Peter-
dc.contributor.authorEriksson, Johan-
dc.contributor.authorEscott-Price, Valentina-
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dc.contributor.authorFarh, Kai How-
dc.contributor.authorFarrell, Martilias S.-
dc.contributor.authorFrank, Josef-
dc.contributor.authorFranke, Lude-
dc.contributor.authorFreedman, Robert-
dc.contributor.authorFreimer, Nelson B.-
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dc.contributor.authorFromer, Menachem-
dc.contributor.authorGejman, Pablo V.-
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dc.contributor.authorGill, Michael-
dc.contributor.authorGiusti-Rodriguez, Paola-
dc.contributor.authorGodard, Stephanie-
dc.contributor.authorGoldstein, Jacqueline I.-
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dc.contributor.authorde Haan, Lieuwe-
dc.contributor.authorHammer, Christian-
dc.contributor.authorHamshere, Marian L.-
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dc.contributor.authorHaroutunian, Vahram-
dc.contributor.authorHartmann, Annette M.-
dc.contributor.authorHenskens, Frans A.-
dc.contributor.authorHerms, Stefan-
dc.contributor.authorHirschhorn, Joel N.-
dc.contributor.authorHoffmann, Per-
dc.contributor.authorHofman, Andrea-
dc.contributor.authorHollegaard, Mads V.-
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dc.contributor.authorHultman, Christina M.-
dc.contributor.authorIkeda, Masashi-
dc.contributor.authorIwata, Nakao-
dc.contributor.authorJablensky, Assen V.-
dc.contributor.authorJoa, Inge-
dc.contributor.authorJonsson, Erik G.-
dc.contributor.authorJulia, Antonio-
dc.contributor.authorKahler, Anna K.-
dc.contributor.authorKahn, René S.-
dc.contributor.authorKalaydjieva, Luba-
dc.contributor.authorKarachanak-Yankova, Sena-
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dc.contributor.authorKeller, Matthew C.-
dc.contributor.authorKennedy, James L.-
dc.contributor.authorKhrunin, Andrey-
dc.contributor.authorKim, Yunjung-
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dc.contributor.authorKlovins, Janis-
dc.contributor.authorKnight, Jo-
dc.contributor.authorKnowles, James A.-
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dc.contributor.authorLaurent, Claudine-
dc.contributor.authorLeboyer, Marion-
dc.contributor.authorLee, Phil H.-
dc.contributor.authorKeong, Jimmy Lee Chee-
dc.contributor.authorLegge, Sophie E.-
dc.contributor.authorLencz, Todd-
dc.contributor.authorLerer, Bernard-
dc.contributor.authorLevinson, Douglas F.-
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dc.contributor.authorMarsal, Sara-
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dc.contributor.authorMesholam-Gately, Raquelle I.-
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dc.contributor.authorMichie, Patricia T.-
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dc.contributor.authorMurray, Robin M.-
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dc.contributor.authorNestadt, Gerald-
dc.contributor.authorNicodemus, Kristin K.-
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dc.contributor.authorO’Neill, F. Anthony-
dc.contributor.authorOh, Sang Yun-
dc.contributor.authorOlincy, Ann-
dc.contributor.authorOlsen, Line-
dc.contributor.authorVan Os, Jim-
dc.contributor.authorOwen, Michael J.-
dc.contributor.authorPalotie, Aarno-
dc.contributor.authorPantelis, Christos-
dc.contributor.authorPapadimitriou, George N.-
dc.contributor.authorParkhomenko, Elena-
dc.contributor.authorPato, Carlos-
dc.contributor.authorPato, Michele T.-
dc.contributor.authorPaunio, Tiina-
dc.contributor.authorPerkins, Diana O.-
dc.contributor.authorPers, Tune H.-
dc.contributor.authorPetryshen, Tracey L.-
dc.contributor.authorPietilainen, Olli-
dc.contributor.authorPimm, Jonathan-
dc.contributor.authorPocklington, Andrew J.-
dc.contributor.authorPosthuma, Danielle-
dc.contributor.authorPowell, John-
dc.contributor.authorPrice, Alkes-
dc.contributor.authorPulver, Ann E.-
dc.contributor.authorPurcell, Shaun M.-
dc.contributor.authorQuested, Digby-
dc.contributor.authorRasmussen, Henrik B.-
dc.contributor.authorReichenberg, Abraham-
dc.contributor.authorReimers, Mark A.-
dc.contributor.authorRichards, Alexander L.-
dc.contributor.authorRiley, Brien P.-
dc.contributor.authorRoffman, Joshua L.-
dc.contributor.authorRoussos, Panos-
dc.contributor.authorDan Rujescu, -
dc.contributor.authorSalomaa, Veikko-
dc.contributor.authorSanders, Alan R.-
dc.contributor.authorSchall, Ulrich-
dc.contributor.authorSchwab, Sibylle G.-
dc.contributor.authorScolnick, Edward M.-
dc.contributor.authorScott, Rodney J.-
dc.contributor.authorSeidman, Larry J.-
dc.contributor.authorSham, Pak C.-
dc.contributor.authorShi, Jianxin-
dc.contributor.authorSigurdsson, Engilbert-
dc.contributor.authorSilverman, Jeremy M.-
dc.contributor.authorSim, Kang-
dc.contributor.authorSlominsky, Petr-
dc.contributor.authorSmoller, Jordan W.-
dc.contributor.authorSo, Hon Cheong-
dc.contributor.authorSoderman, Erik-
dc.contributor.authorSpencer, Chris C.A.-
dc.contributor.authorClair, David St-
dc.contributor.authorStefansson, Hreinn-
dc.contributor.authorStefansson, Kari-
dc.contributor.authorSteinberg, Stacy-
dc.contributor.authorStogmann, Elisabeth-
dc.contributor.authorStraub, Richard E.-
dc.contributor.authorStrengman, Eric-
dc.contributor.authorStrohmaier, Jana-
dc.contributor.authorStroup, T. Scott-
dc.contributor.authorSubramaniam, Mythily-
dc.contributor.authorSuvisaari, Jaana-
dc.contributor.authorSvrakic, Dragan M.-
dc.contributor.authorSzatkiewicz, Jin P.-
dc.contributor.authorThirumalai, Srinivas-
dc.contributor.authorToncheva, Draga-
dc.contributor.authorTosato, Sarah-
dc.contributor.authorTreutlein, Jens-
dc.contributor.authorVisscher, Peter M.-
dc.contributor.authorWaddington, John-
dc.contributor.authorWalsh, Dermot-
dc.contributor.authorWalters, James T.R.-
dc.contributor.authorWang, Dai-
dc.contributor.authorWang, Qiang-
dc.contributor.authorWebb, Bradley T.-
dc.contributor.authorWeinberger, Daniel R.-
dc.contributor.authorWeiser, Mark-
dc.contributor.authorWerge, Thomas-
dc.contributor.authorWildenauer, Dieter B.-
dc.contributor.authorWilliams, Nigel M.-
dc.contributor.authorWilliams, Stephanie-
dc.contributor.authorWitt, Stephanie H.-
dc.contributor.authorWolen, Aaron R.-
dc.contributor.authorWong, Emily H.M.-
dc.contributor.authorWormley, Brandon K.-
dc.contributor.authorXi, Simon-
dc.contributor.authorZai, Clement C.-
dc.contributor.authorZheng, Xuebin-
dc.contributor.authorZimprich, Fritz-
dc.contributor.authorCorvin, Aiden-
dc.contributor.authorFanous, Ayman H.-
dc.contributor.authorRietschel, Marcella-
dc.contributor.authorHolmans, Peter A.-
dc.contributor.authorAndreassen, Ole A.-
dc.contributor.authorLee, S. Hong-
dc.contributor.authorSullivan, Patrick F.-
dc.contributor.authorOphoff, Roel A.-
dc.contributor.authorWray, Naomi R.-
dc.contributor.authorSklar, Pamela-
dc.contributor.authorKendler, Kenneth S.-
dc.contributor.authorO’Donovan, Michael C.-
dc.contributor.authorBudde, Monika-
dc.contributor.authorHeilbronner, Urs-
dc.contributor.authorPapiol, Sergi-
dc.contributor.authorTeumer, Alexander-
dc.contributor.authorHomuth, Georg-
dc.contributor.authorVölzke, Henry-
dc.contributor.authorDörr, Marcus-
dc.contributor.authorFalkai, Peter-
dc.contributor.authorSchulze, Thomas G.-
dc.contributor.authorGagneur, Julien-
dc.contributor.authorIorio, Francesco-
dc.contributor.authorMüller-Myhsok, Bertram-
dc.contributor.authorSchunkert, Heribert-
dc.contributor.authorZiller, Michael J.-
dc.date.accessioned2025-12-19T08:01:56Z-
dc.date.available2025-12-19T08:01:56Z-
dc.date.issued2024-
dc.identifier.citationNature Communications, 2024, v. 15, n. 1, article no. 5534-
dc.identifier.urihttp://hdl.handle.net/10722/368110-
dc.description.abstractStratified medicine holds great promise to tailor treatment to the needs of individual patients. While genetics holds great potential to aid patient stratification, it remains a major challenge to operationalize complex genetic risk factor profiles to deconstruct clinical heterogeneity. Contemporary approaches to this problem rely on polygenic risk scores (PRS), which provide only limited clinical utility and lack a clear biological foundation. To overcome these limitations, we develop the CASTom-iGEx approach to stratify individuals based on the aggregated impact of their genetic risk factor profiles on tissue specific gene expression levels. The paradigmatic application of this approach to coronary artery disease or schizophrenia patient cohorts identified diverse strata or biotypes. These biotypes are characterized by distinct endophenotype profiles as well as clinical parameters and are fundamentally distinct from PRS based groupings. In stark contrast to the latter, the CASTom-iGEx strategy discovers biologically meaningful and clinically actionable patient subgroups, where complex genetic liabilities are not randomly distributed across individuals but rather converge onto distinct disease relevant biological processes. These results support the notion of different patient biotypes characterized by partially distinct pathomechanisms. Thus, the universally applicable approach presented here has the potential to constitute an important component of future personalized medicine paradigms.-
dc.languageeng-
dc.relation.ispartofNature Communications-
dc.titleDistinct genetic liability profiles define clinically relevant patient strata across common diseases-
dc.typeArticle-
dc.description.naturelink_to_subscribed_fulltext-
dc.identifier.doi10.1038/s41467-024-49338-2-
dc.identifier.pmid38951512-
dc.identifier.scopuseid_2-s2.0-85197716640-
dc.identifier.volume15-
dc.identifier.issue1-
dc.identifier.spagearticle no. 5534-
dc.identifier.epagearticle no. 5534-
dc.identifier.eissn2041-1723-

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