Joint analysis of psychiatric disorders increases accuracy of risk prediction for schizophrenia, bipolar disorder, and major depressive disorder.
Joint analysis of psychiatric disorders increases accuracy of risk prediction for schizophrenia, bipolar disorder, and major depressive disorder.
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DOI：
10.1016/j.ajhg.2014.12.006
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发表时间：
2015-02-05
影响因子：
9.8
通讯作者：
Lee SH
中科院分区：
文献类型：
--
作者：
Maier R;Moser G;Chen GB;Ripke S;Cross-Disorder Working Group of the Psychiatric Genomics Consortium;Coryell W;Potash JB;Scheftner WA;Shi J;Weissman MM;Hultman CM;Landén M;Levinson DF;Kendler KS;Smoller JW;Wray NR;Lee SH
遗传风险预测在医学研究和临床实践中有几个潜在的应用，例如，可以用来根据预测的遗传风险对不同类别的患者进行分层。然而，对于多基因特征，如精神障碍，风险预测的准确性很低。在这里，我们使用多元线性混合模型，并应用多性状基因组最佳线性无偏预测进行遗传风险预测。这种方法利用疾病之间的相关性，同时评估每个疾病的个人风险。我们表明，在发现和独立验证数据集中，多变量方法显著提高了对精神分裂症、双相情感障碍和严重抑郁障碍的预测准确性。通过对基于基因组注释的SNPs进行分组，并对多个随机效应进行拟合，可以进一步提高预测精度。多变量方法预测精度的提高相当于使用单特征模型将精神分裂症的样本量增加了34%，双相情感障碍的样本量增加了68%，严重抑郁症的样本量增加了76%。由于我们的方法可以很容易地应用于任何数量的相关性状的GWAS数据集，因此它是一种灵活而强大的工具，可以最大限度地提高预测精度。在目前的样本量下，风险预测器在临床环境中并不有用，但已经是一种有价值的研究工具，例如在比较高和低多基因风险的病例的实验设计中。
Genetic risk prediction has several potential applications in medical research and clinical practice and could be used, for example, to stratify a heterogeneous population of patients by their predicted genetic risk. However, for polygenic traits, such as psychiatric disorders, the accuracy of risk prediction is low. Here we use a multivariate linear mixed model and apply multi-trait genomic best linear unbiased prediction for genetic risk prediction. This method exploits correlations between disorders and simultaneously evaluates individual risk for each disorder. We show that the multivariate approach significantly increases the prediction accuracy for schizophrenia, bipolar disorder, and major depressive disorder in the discovery as well as in independent validation datasets. By grouping SNPs based on genome annotation and fitting multiple random effects, we show that the prediction accuracy could be further improved. The gain in prediction accuracy of the multivariate approach is equivalent to an increase in sample size of 34% for schizophrenia, 68% for bipolar disorder, and 76% for major depressive disorders using single trait models. Because our approach can be readily applied to any number of GWAS datasets of correlated traits, it is a flexible and powerful tool to maximize prediction accuracy. With current sample size, risk predictors are not useful in a clinical setting but already are a valuable research tool, for example in experimental designs comparing cases with high and low polygenic risk.
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来自1,092个人基因组的遗传变异的综合图。
影响因子：
64.8
作者：
通讯作者：
--
DOI：
10.1016/s0301-6226(96)01414-5
发表时间：
1997-03-01
期刊：
LIVESTOCK PRODUCTION SCIENCE
影响因子：
--
作者：
Meyer, K;Hill, WG
通讯作者：
Hill, WG
影响因子：
30.8
作者：
Lee, S. Hong;Ripke, Stephan;Neale, Benjamin M.;Faraone, Stephen V.;Purcell, Shaun M.;Perlis, Roy H.;Mowry, Bryan J.;Thapar, Anita;Goddard, Michael E.;Witte, John S.;Absher, Devin;Agartz, Ingrid;Akil, Huda;Amin, Farooq;Andreassen, Ole A.;Anjorin, Adebayo;Anney, Richard;Anttila, Verneri;Arking, Dan E.;Asherson, Philip;Azevedo, Maria H.;Backlund, Lena;Badner, Judith A.;Bailey, Anthony J.;Banaschewski, Tobias;Barchas, Jack D.;Barnes, Michael R.;Barrett, Thomas B.;Bass, Nicholas;Battaglia, Agatino;Bauer, Michael;Bayes, Monica;Bellivier, Frank;Bergen, Sarah E.;Berrettini, Wade;Betancur, Catalina;Bettecken, Thomas;Biederman, Joseph;Binder, Elisabeth B.;Black, Donald W.;Blackwood, Douglas H. R.;Bloss, Cinnamon S.;Boehnke, Michael;Boomsma, Dorret I.;Breen, Gerome;Breuer, Rene;Bruggeman, Richard;Cormican, Paul;Buccola, Nancy G.;Buitelaar, Jan K.;Bunney, William E.;Buxbaum, Joseph D.;Byerley, William F.;Byrne, Enda M.;Caesar, Sian;Cahn, Wiepke;Cantor, Rita M.;Casas, Miguel;Chakravarti, Aravinda;Chambert, Kimberly;Choudhury, Khalid;Cichon, Sven;Cloninger, C. Robert;Collier, David A.;Cook, Edwin H.;Coon, Hilary;Cormand, Bru;Corvin, Aiden;Coryell, William H.;Craig, David W.;Craig, Ian W.;Crosbie, Jennifer;Cuccaro, Michael L.;Curtis, David;Czamara, Darina;Datta, Susmita;Dawson, Geraldine;Day, Richard;De Geus, Eco J.;Degenhardt, Franziska;Djurovic, Srdjan;Donohoe, Gary J.;Doyle, Alysa E.;Duan, Jubao;Dudbridge, Frank;Duketis, Eftichia;Ebstein, Richard P.;Edenberg, Howard J.;Elia, Josephine;Ennis, Sean;Etain, Bruno;Fanous, Ayman;Farmer, Anne E.;Ferrier, I. Nicol;Flickinger, Matthew;Fombonne, Eric;Foroud, Tatiana;Frank, Josef;Franke, Barbara;Fraser, Christine;Freedman, Robert;Freimer, Nelson B.;Freitag, Christine M.;Friedl, Marion;Frisen, Louise;Gallagher, Louise;Gejman, Pablo V.;Georgieva, Lyudmila;Gershon, Elliot S.;Geschwind, Daniel H.;Giegling, Ina;Gill, Michael;Gordon, Scott D.;Gordon-Smith, Katherine;Green, Elaine K.;Greenwood, Tiffany A.;Grice, Dorothy E.;Gross, Magdalena;Grozeva, Detelina;Guan, Weihua;Gurling, Hugh;De Haan, Lieuwe;Haines, Jonathan L.;Hakonarson, Hakon;Hallmayer, Joachim;Hamilton, Steven P.;Hamshere, Marian L.;Hansen, Thomas F.;Hartmann, Annette M.;Hautzinger, Martin;Heath, Andrew C.;Henders, Anjali K.;Herms, Stefan;Hickie, Ian B.;Hipolito, Maria;Hoefels, Susanne;Holmans, Peter A.;Holsboer, Florian;Hoogendijk, Witte J.;Hottenga, Jouke-Jan;Hultman, Christina M.;Hus, Vanessa;Ingason, Andres;Ising, Marcus;Jamain, Stephane;Jones, Edward G.;Jones, Ian;Jones, Lisa;Tzeng, Jung-Ying;Kaehler, Anna K.;Kahn, Rene S.;Kandaswamy, Radhika;Keller, Matthew C.;Kennedy, James L.;Kenny, Elaine;Kent, Lindsey;Kim, Yunjung;Kirov, George K.;Klauck, Sabine M.;Klei, Lambertus;Knowles, James A.;Kohli, Martin A.;Koller, Daniel L.;Konte, Bettina;Korszun, Ania;Krabbendam, Lydia;Krasucki, Robert;Kuntsi, Jonna;Kwan, Phoenix;Landen, Mikael;Langstrom, Niklas;Lathrop, Mark;Lawrence, Jacob;Lawson, William B.;Leboyer, Marion;Ledbetter, David H.;Lee, Phil H.;Lencz, Todd;Lesch, Klaus-Peter;Levinson, Douglas F.;Lewis, Cathryn M.;Li, Jun;Lichtenstein, Paul;Lieberman, Jeffrey A.;Lin, Dan-Yu;Linszen, Don H.;Liu, Chunyu;Lohoff, Falk W.;Loo, Sandra K.;Lord, Catherine;Lowe, Jennifer K.;Lucae, Susanne;MacIntyre, Donald J.;Madden, Pamela A. F.;Maestrini, Elena;Magnusson, Patrik K. E.;Mahon, Pamela B.;Maier, Wolfgang;Malhotra, Anil K.;Mane, Shrikant M.;Martin, Christa L.;Martin, Nicholas G.;Mattheisen, Manuel;Matthews, Keith;Mattingsdal, Morten;McCarroll, Steven A.;McGhee, Kevin A.;McGough, James J.;McGrath, Patrick J.;McGuffin, Peter;McInnis, Melvin G.;McIntosh, Andrew;McKinney, Rebecca;McLean, Alan W.;McMahon, Francis J.;McMahon, William M.;McQuillin, Andrew;Medeiros, Helena;Medland, Sarah E.;Meier, Sandra;Melle, Ingrid;Meng, Fan;Meyer, Jobst;Middeldorp, Christel M.;Middleton, Lefkos;Milanova, Vihra;Miranda, Ana;Monaco, Anthony P.;Montgomery, Grant W.;Moran, Jennifer L.;Moreno-De-Luca, Daniel;Morken, Gunnar;Morris, Derek W.;Morrow, Eric M.;Moskvina, Valentina;Muglia, Pierandrea;Muehleisen, Thomas W.;Muir, Walter J.;Mueller-Myhsok, Bertram;Murtha, Michael;Myers, Richard M.;Myin-Germeys, Inez;Neale, Michael C.;Nelson, Stan F.;Nievergelt, Caroline M.;Nikolov, Ivan;Nimgaonkar, Vishwajit;Nolen, Willem A.;Noethen, Markus M.;Nurnberger, John I.;Nwulia, Evaristus A.;Nyholt, Dale R.;O'Dushlaine, Colm;Oades, Robert D.;Olincy, Ann;Oliveira, Guiomar;Olsen, Line;Ophoff, Roel A.;Osby, Urban;Owen, Michael J.;Palotie, Aarno;Parr, Jeremy R.;Paterson, Andrew D.;Pato, Carlos N.;Pato, Michele T.;Penninx, Brenda W.;Pergadia, Michele L.;Pericak-Vance, Margaret A.;Pickard, Benjamin S.;Pimm, Jonathan;Piven, Joseph;Posthuma, Danielle;Potash, James B.;Poustka, Fritz;Propping, Peter;Puri, Vinay;Quested, Digby J.;Quinn, Emma M.;Antoni Ramos-Quiroga, Josep;Rasmussen, Henrik B.;Raychaudhuri, Soumya;Rehnstroem, Karola;Reif, Andreas;Ribases, Marta;Rice, John P.;Rietschel, Marcella;Roeder, Kathryn;Roeyers, Herbert;Rossin, Lizzy;Rothenberger, Aribert;Rouleau, Guy;Ruderfer, Douglas;Rujescu, Dan;Sanders, Alan R.;Sanders, Stephan J.;Santangelo, Susan L.;Sergeant, Joseph A.;Schachar, Russell;Schalling, Martin;Schatzberg, Alan F.;Scheftner, William A.;Schellenberg, Gerard D.;Scherer, Stephen W.;Schork, Nicholas J.;Schulze, Thomas G.;Schumacher, Johannes;Schwarz, Markus;Scolnick, Edward;Scott, Laura J.;Shi, Jianxin;Shilling, Paul D.;Shyn, Stanley I.;Silverman, Jeremy M.;Slager, Susan L.;Smalley, Susan L.;Smit, Johannes H.;Smith, Erin N.;Sonuga-Barke, Edmund J. S.;St Clair, David;State, Matthew;Steffens, Michael;Steinhausen, Hans-Christoph;Strauss, John S.;Strohmaier, Jana;Stroup, T. Scott;Sutcliffe, James S.;Szatmari, Peter;Szelinger, Szabocls;Thirumalai, Srinivasa;Thompson, Robert C.;Todorov, Alexandre A.;Tozzi, Federica;Treutlein, Jens;Uhr, Manfred;van den Oord, Edwin J. C. G.;Van Grootheest, Gerard;Van Os, Jim;Vicente, Astrid M.;Vieland, Veronica J.;Vincent, John B.;Visscher, Peter M.;Walsh, Christopher A.;Wassink, Thomas H.;Watson, Stanley J.;Weissman, Myrna M.;Werge, Thomas;Wienker, Thomas F.;Wijsman, Ellen M.;Willemsen, Gonneke;Williams, Nigel;Willsey, A. Jeremy;Witt, Stephanie H.;Xu, Wei;Young, Allan H.;Yu, Timothy W.;Zammit, Stanley;Zandi, Peter P.;Zhang, Peng;Zitman, Frans G.;Zoellner, Sebastian;Devlin, Bernie;Kelsoe, John R.;Sklar, Pamela;Daly, Mark J.;O'Donovan, Michael C.;Craddock, Nicholas;Sullivan, Patrick F.;Smoller, Jordan W.;Kendler, Kenneth S.;Wray, Naomi R.
通讯作者：
Wray, Naomi R.
影响因子：
5.8
作者：
Lee, S. H.;Yang, J.;Wray, N. R.
通讯作者：
Wray, N. R.
影响因子：
64.8
作者：
Ripke, Stephan;Neale, Benjamin M.;Corvin, Aiden;Walters, James T. R.;Farh, Kai-How;Holmans, Peter A.;Lee, Phil;Bulik-Sullivan, Brendan;Collier, David A.;Huang, Hailiang;Pers, Tune H.;Agartz, Ingrid;Agerbo, Esben;Albus, Margot;Alexander, Madeline;Amin, Farooq;Bacanu, Silviu A.;Begemann, Martin;Belliveau, Richard A., Jr.;Bene, Judit;Bergen, Sarah E.;Bevilacqua, Elizabeth;Bigdeli, Tim B.;Black, Donald W.;Bruggeman, Richard;Buccola, Nancy G.;Buckner, Randy L.;Byerley, William;Cahn, Wiepke;Cai, Guiqing;Campion, Dominique;Cantor, Rita M.;Carr, Vaughan J.;Carrera, Noa;Catts, Stanley V.;Chambert, Kimberly D.;Chan, Raymond C. K.;Chen, Ronald Y. L.;Chen, Eric Y. H.;Cheng, Wei;Cheung, Eric F. C.;Chong, Siow Ann;Cloninger, C. Robert;Cohen, David;Cohen, Nadine;Cormican, Paul;Craddock, Nick;Crowley, James J.;Curtis, David;Davidson, Michael;Davis, Kenneth L.;Degenhardt, Franziska;Del Favero, Jurgen;Demontis, Ditte;Dikeos, Dimitris;Dinan, Timothy;Djurovic, Srdjan;Donohoe, Gary;Drapeau, Elodie;Duan, Jubao;Dudbridge, Frank;Durmishi, Naser;Eichhammer, Peter;Eriksson, Johan;Escott-Price, Valentina;Essioux, Laurent;Fanous, Ayman H.;Farrell, Martilias S.;Frank, Josef;Franke, Lude;Freedman, Robert;Freimer, Nelson B.;Friedl, Marion;Friedman, Joseph I.;Fromer, Menachem;Genovese, Giulio;Georgieva, Lyudmila;Giegling, Ina;Giusti-Rodriguez, Paola;Godard, Stephanie;Goldstein, Jacqueline I.;Golimbet, Vera;Gopal, Srihari;Gratten, Jacob;de Haan, Lieuwe;Hammer, Christian;Hamshere, Marian L.;Hansen, Mark;Hansen, Thomas;Haroutunian, Vahram;Hartmann, Annette M.;Henskens, Frans A.;Herms, Stefan;Hirschhorn, Joel N.;Hoffmann, Per;Hofman, Andrea;Hollegaard, Mads V.;Hougaard, David M.;Ikeda, Masashi;Joa, Inge;Julia, Antonio;Kahn, Rene S.;Kalaydjieva, Luba;Karachanak-Yankova, Sena;Karjalainen, Juha;Kavanagh, David;Keller, Matthew C.;Kennedy, James L.;Khrunin, Andrey;Kim, Yunjung;Klovins, Janis;Knowles, James A.;Konte, Bettina;Kucinskas, Vaidutis;Kucinskiene, Zita Ausrele;Kuzelova-Ptackova, Hana;Kahler, Anna K.;Laurent, Claudine;Keong, Jimmy Lee Chee;Lee, S. Hong;Legge, Sophie E.;Lerer, Bernard;Li, Miaoxin;Li, Tao;Liang, Kung-Yee;Lieberman, Jeffrey;Limborska, Svetlana;Loughland, Carmel M.;Lubinski, Jan;Lonnqvist, Jouko;Macek, Milan, Jr.;Magnusson, Patrik K. E.;Maher, Brion S.;Maier, Wolfgang;Mallet, Jacques;Marsal, Sara;Mattheisen, Manuel;Mattingsdal, Morten;McCarley, Robert W.;McDonald, Colm;McIntosh, Andrew M.;Meier, Sandra;Meijer, Carin J.;Melegh, Bela;Melle, Ingrid;Mesholam-Gately, Raquelle I.;Metspalu, Andres;Michie, Patricia T.;Milani, Lili;Milanova, Vihra;Mokrab, Younes;Morris, Derek W.;Mors, Ole;Murphy, Kieran C.;Murray, Robin M.;Myin-Germeys, Inez;Mueller-Myhsok, Bertram;Nelis, Mari;Nenadic, Igor;Nertney, Deborah A.;Nestadt, Gerald;Nicodemus, Kristin K.;Nikitina-Zake, Liene;Nisenbaum, Laura;Nordin, Annelie;O'Callaghan, Eadbhard;O'Dushlaine, Colm;O'Neill, F. Anthony;Oh, Sang-Yun;Olincy, Ann;Olsen, Line;Van Os, Jim;Pantelis, Christos;Papadimitriou, George N.;Papiol, Sergi;Parkhomenko, Elena;Pato, Michele T.;Paunio, Tiina;Pejovic-Milovancevic, Milica;Perkins, Diana O.;Pietilainen, Olli;Pimm, Jonathan;Pocklington, Andrew J.;Powell, John;Price, Alkes;Pulver, Ann E.;Purcell, Shaun M.;Quested, Digby;Rasmussen, Henrik B.;Reichenberg, Abraham;Reimers, Mark A.;Richards, Alexander L.;Roffman, Joshua L.;Roussos, Panos;Ruderfer, Douglas M.;Salomaa, Veikko;Sanders, Alan R.;Schall, Ulrich;Schubert, Christian R.;Schulze, Thomas G.;Schwab, Sibylle G.;Scolnick, Edward M.;Scott, Rodney J.;Seidman, Larry J.;Shi, Jianxin;Sigurdsson, Engilbert;Silagadze, Teimuraz;Silverman, Jeremy M.;Sim, Kang;Slominsky, Petr;Smoller, Jordan W.;So, Hon-Cheong;Spencer, Chris C. A.;Stahl, Eli A.;Stefansson, Hreinn;Steinberg, Stacy;Stogmann, Elisabeth;Straub, Richard E.;Strengman, Eric;Strohmaier, Jana;Stroup, T. Scott;Subramaniam, Mythily;Suvisaari, Jaana;Svrakic, Dragan M.;Szatkiewicz, Jin P.;Soderman, Erik;Thirumalai, Srinivas;Toncheva, Draga;Tosato, Sarah;Veijola, Juha;Waddington, John;Walsh, Dermot;Wang, Dai;Wang, Qiang;Webb, Bradley T.;Weiser, Mark;Wildenauer, Dieter B.;Williams, Nigel M.;Williams, Stephanie;Witt, Stephanie H.;Wolen, Aaron R.;Wong, Emily H. M.;Wormley, Brandon K.;Xi, Hualin Simon;Zai, Clement C.;Zheng, Xuebin;Zimprich, Fritz;Wray, Naomi R.;Stefansson, Kari;Visscher, Peter M.;Adolfsson, Rolf;Andreassen, Ole A.;Blackwood, Douglas H. R.;Bramon, Elvira;Buxbaum, Joseph D.;Borglum, Anders D.;Cichon, Sven;Darvasi, Ariel;Domenici, Enrico;Ehrenreich, Hannelore;Esko, Tonu;Gejman, Pablo V.;Gill, Michael;Gurling, Hugh;Hultman, Christina M.;Iwata, Nakao;Jablensky, Assen V.;Jonsson, Erik G.;Kendler, Kenneth S.;Kirov, George;Knight, Jo;Lencz, Todd;Levinson, Douglas F.;Li, Qingqin S.;Liu, Jianjun;Malhotra, Anil K.;McCarroll, Steven A.;McQuillin, Andrew;Moran, Jennifer L.;Mortensen, Preben B.;Mowry, Bryan J.;Noethen, Markus M.;Ophoff, Roel A.;Owen, Michael J.;Palotie, Aarno;Pato, Carlos N.;Petryshen, Tracey L.;Posthuma, Danielle;Rietschel, Marcella;Riley, Brien P.;Rujescu, Dan;Sham, Pak C.;Sklar, Pamela;St Clair, David;Weinberger, Daniel R.;Wendland, Jens R.;Werge, Thomas;Daly, Mark J.;Sullivan, Patrick F.;O'Donovan, Michael C.
通讯作者：
O'Donovan, Michael C.