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1. Genetic relationship between five psychiatric disorders estimated from genome-wide SNPs

Author

Lee, Shermin, Ripke, S., Neale, B.M., Faraone, S.V., Purcell, S.M., Perlis, R.H., Mowry, B.J., Thapar, A., Goddard, M.E., Witte, J.S., Absher, D., Agartz, I., Akil, H., Amin, F., Andreassen, O.A., Anjorin, A., Anney, R., Anttila, V., Arking, D.E., Asherson, P., Azevedo, M.H., Backlund, L., Badner, J.A., Bailey, A.J., Banaschewski, T., Barchas, J.D., Barnes, M.R., Barrett, T.B., Bass, N., Battaglia, A., Bauer, M., Bayes, M., Bellivier, F., Bergen, S.E., Berrettini, W., Betancur, C., Bettecken, T., Biederman, J., Binder, E.B., Black, D.W., Blackwood, D.H., Bloss, C.S., Boehnke, M., Boomsma, D.I., Breen, G., Breuer, R., Bruggeman, R., Cormican, P., Buccola, N.G., Buitelaar, J.K., Bunney, W.E., Buxbaum, J.D., Byerley, W.F., Byrne, E.M., Caesar, S., Cahn, W., Cantor, R.M., Casas, M., Chakravarti, A., Chambert, K., Choudhury, K., Cichon, S., Cloninger, C.R., Collier, D.A., Cook, E.H., Coon, H., Cormand, B., Corvin, A., Coryell, W.H., Craig, D.W., Craig, I.W., Crosbie, J., Cuccaro, M.L., Curtis, D., Czamara, D., Datta, S., Dawson, G., Day, R., Geus, E.J. de, Degenhardt, F., Djurovic, S., Donohoe, G.J., Doyle, A.E., Duan, J., Dudbridge, F., Duketis, E., Ebstein, R.P., Edenberg, H.J., Elia, J., Ennis, S., Etain, B., Fanous, A., Farmer, A.E., Ferrier, I.N., Flickinger, M., Fombonne, E., Foroud, T., Frank, J., Franke, B., et al., Lee, Shermin, Ripke, S., Neale, B.M., Faraone, S.V., Purcell, S.M., Perlis, R.H., Mowry, B.J., Thapar, A., Goddard, M.E., Witte, J.S., Absher, D., Agartz, I., Akil, H., Amin, F., Andreassen, O.A., Anjorin, A., Anney, R., Anttila, V., Arking, D.E., Asherson, P., Azevedo, M.H., Backlund, L., Badner, J.A., Bailey, A.J., Banaschewski, T., Barchas, J.D., Barnes, M.R., Barrett, T.B., Bass, N., Battaglia, A., Bauer, M., Bayes, M., Bellivier, F., Bergen, S.E., Berrettini, W., Betancur, C., Bettecken, T., Biederman, J., Binder, E.B., Black, D.W., Blackwood, D.H., Bloss, C.S., Boehnke, M., Boomsma, D.I., Breen, G., Breuer, R., Bruggeman, R., Cormican, P., Buccola, N.G., Buitelaar, J.K., Bunney, W.E., Buxbaum, J.D., Byerley, W.F., Byrne, E.M., Caesar, S., Cahn, W., Cantor, R.M., Casas, M., Chakravarti, A., Chambert, K., Choudhury, K., Cichon, S., Cloninger, C.R., Collier, D.A., Cook, E.H., Coon, H., Cormand, B., Corvin, A., Coryell, W.H., Craig, D.W., Craig, I.W., Crosbie, J., Cuccaro, M.L., Curtis, D., Czamara, D., Datta, S., Dawson, G., Day, R., Geus, E.J. de, Degenhardt, F., Djurovic, S., Donohoe, G.J., Doyle, A.E., Duan, J., Dudbridge, F., Duketis, E., Ebstein, R.P., Edenberg, H.J., Elia, J., Ennis, S., Etain, B., Fanous, A., Farmer, A.E., Ferrier, I.N., Flickinger, M., Fombonne, E., Foroud, T., Frank, J., Franke, B., and et al.

Abstract

Item does not contain fulltext, Most psychiatric disorders are moderately to highly heritable. The degree to which genetic variation is unique to individual disorders or shared across disorders is unclear. To examine shared genetic etiology, we use genome-wide genotype data from the Psychiatric Genomics Consortium (PGC) for cases and controls in schizophrenia, bipolar disorder, major depressive disorder, autism spectrum disorders (ASD) and attention-deficit/hyperactivity disorder (ADHD). We apply univariate and bivariate methods for the estimation of genetic variation within and covariation between disorders. SNPs explained 17-29% of the variance in liability. The genetic correlation calculated using common SNPs was high between schizophrenia and bipolar disorder (0.68 +/- 0.04 s.e.), moderate between schizophrenia and major depressive disorder (0.43 +/- 0.06 s.e.), bipolar disorder and major depressive disorder (0.47 +/- 0.06 s.e.), and ADHD and major depressive disorder (0.32 +/- 0.07 s.e.), low between schizophrenia and ASD (0.16 +/- 0.06 s.e.) and non-significant for other pairs of disorders as well as between psychiatric disorders and the negative control of Crohn's disease. This empirical evidence of shared genetic etiology for psychiatric disorders can inform nosology and encourages the investigation of common pathophysiologies for related disorders.

Published
2013

2. Joint Analysis of Psychiatric Disorders Increases Accuracy of Risk Prediction for Schizophrenia, Bipolar Disorder, and Major Depressive Disorder

Author

Robert Maier, Gerhard Moser, Guo-Bo Chen, Stephan Ripke, William Coryell, James B. Potash, William A. Scheftner, Jianxin Shi, Myrna M. Weissman, Christina M. Hultman, Mikael Landén, Douglas F. Levinson, Kenneth S. Kendler, Jordan W. Smoller, Naomi R. Wray, S. Hong Lee, Devin Absher, Ingrid Agartz, Huda Akil, Farooq Amin, Ole A. Andreassen, Adebayo Anjorin, Richard Anney, Dan E. Arking, Philip Asherson, Maria H. Azevedo, Lena Backlund, Judith A. Badner, Anthony J. Bailey, Tobias Banaschewski, Jack D. Barchas, Michael R. Barnes, Thomas B. Barrett, Nicholas Bass, Agatino Battaglia, Michael Bauer, Mònica Bayés, Frank Bellivier, Sarah E. Bergen, Wade Berrettini, Catalina Betancur, Thomas Bettecken, Joseph Biederman, Elisabeth B. Binder, Donald W. Black, Douglas H.R. Blackwood, Cinnamon S. Bloss, Michael Boehnke, Dorret I. Boomsma, Gerome Breen, René Breuer, Richard Bruggeman, Nancy G. Buccola, Jan K. Buitelaar, William E. Bunney, Joseph D. Buxbaum, William F. Byerley, Sian Caesar, Wiepke Cahn, Rita M. Cantor, Miguel Casas, Aravinda Chakravarti, Kimberly Chambert, Khalid Choudhury, Sven Cichon, C. Robert Cloninger, David A. Collier, Edwin H. Cook, Hilary Coon, Bru Cormand, Paul Cormican, Aiden Corvin, William H. Coryell, Nicholas Craddock, David W. Craig, Ian W. Craig, Jennifer Crosbie, Michael L. Cuccaro, David Curtis, Darina Czamara, Mark J. Daly, Susmita Datta, Geraldine Dawson, Richard Day, Eco J. De Geus, Franziska Degenhardt, Bernie Devlin, Srdjan Djurovic, Gary J. Donohoe, Alysa E. Doyle, Jubao Duan, Frank Dudbridge, Eftichia Duketis, Richard P. Ebstein, Howard J. Edenberg, Josephine Elia, Sean Ennis, Bruno Etain, Ayman Fanous, Stephen V. Faraone, Anne E. Farmer, I. Nicol Ferrier, Matthew Flickinger, Eric Fombonne, Tatiana Foroud, Josef Frank, Barbara Franke, Christine Fraser, Robert Freedman, Nelson B. Freimer, Christine M. Freitag, Marion Friedl, Louise Frisén, Louise Gallagher, Pablo V. Gejman, Lyudmila Georgieva, Elliot S. Gershon, Daniel H. Geschwind, Ina Giegling, Michael Gill, Scott D. Gordon, Katherine Gordon-Smith, Elaine K. Green, Tiffany A. Greenwood, Dorothy E. Grice, Magdalena Gross, Detelina Grozeva, Weihua Guan, Hugh Gurling, Lieuwe De Haan, Jonathan L. Haines, Hakon Hakonarson, Joachim Hallmayer, Steven P. Hamilton, Marian L. Hamshere, Thomas F. Hansen, Annette M. Hartmann, Martin Hautzinger, Andrew C. Heath, Anjali K. Henders, Stefan Herms, Ian B. Hickie, Maria Hipolito, Susanne Hoefels, Peter A. Holmans, Florian Holsboer, Witte J. Hoogendijk, Jouke-Jan Hottenga, Vanessa Hus, Andrés Ingason, Marcus Ising, Stéphane Jamain, Ian Jones, Lisa Jones, Anna K. Kähler, René S. Kahn, Radhika Kandaswamy, Matthew C. Keller, John R. Kelsoe, James L. Kennedy, Elaine Kenny, Lindsey Kent, Yunjung Kim, George K. Kirov, Sabine M. Klauck, Lambertus Klei, James A. Knowles, Martin A. Kohli, Daniel L. Koller, Bettina Konte, Ania Korszun, Lydia Krabbendam, Robert Krasucki, Jonna Kuntsi, Phoenix Kwan, Niklas Långström, Mark Lathrop, Jacob Lawrence, William B. Lawson, Marion Leboyer, David H. Ledbetter, Phil H. Lee, Todd Lencz, Klaus-Peter Lesch, Cathryn M. Lewis, Jun Li, Paul Lichtenstein, Jeffrey A. Lieberman, Dan-Yu Lin, Don H. Linszen, Chunyu Liu, Falk W. Lohoff, Sandra K. Loo, Catherine Lord, Jennifer K. Lowe, Susanne Lucae, Donald J. MacIntyre, Pamela A.F. Madden, Elena Maestrini, Patrik K.E. Magnusson, Pamela B. Mahon, Wolfgang Maier, Anil K. Malhotra, Shrikant M. Mane, Christa L. Martin, Nicholas G. Martin, Manuel Mattheisen, Keith Matthews, Morten Mattingsdal, Steven A. McCarroll, Kevin A. McGhee, James J. McGough, Patrick J. McGrath, Peter McGuffin, Melvin G. McInnis, Andrew McIntosh, Rebecca McKinney, Alan W. McLean, Francis J. McMahon, William M. McMahon, Andrew McQuillin, Helena Medeiros, Sarah E. Medland, Sandra Meier, Ingrid Melle, Fan Meng, Jobst Meyer, Christel M. Middeldorp, Lefkos Middleton, Vihra Milanova, Ana Miranda, Anthony P. Monaco, Grant W. Montgomery, Jennifer L. Moran, Daniel Moreno-De-Luca, Gunnar Morken, Derek W. Morris, Eric M. Morrow, Valentina Moskvina, Bryan J. Mowry, Pierandrea Muglia, Thomas W. Mühleisen, Bertram Müller-Myhsok, Michael Murtha, Richard M. Myers, Inez Myin-Germeys, Benjamin M. Neale, Stan F. Nelson, Caroline M. Nievergelt, Ivan Nikolov, Vishwajit Nimgaonkar, Willem A. Nolen, Markus M. Nöthen, John I. Nurnberger, Evaristus A. Nwulia, Dale R. Nyholt, Michael C. O’Donovan, Colm O’Dushlaine, Robert D. Oades, Ann Olincy, Guiomar Oliveira, Line Olsen, Roel A. Ophoff, Urban Osby, Michael J. Owen, Aarno Palotie, Jeremy R. Parr, Andrew D. Paterson, Carlos N. Pato, Michele T. Pato, Brenda W. Penninx, Michele L. Pergadia, Margaret A. Pericak-Vance, Roy H. Perlis, Benjamin S. Pickard, Jonathan Pimm, Joseph Piven, Danielle Posthuma, Fritz Poustka, Peter Propping, Shaun M. Purcell, Vinay Puri, Digby J. Quested, Emma M. Quinn, Josep Antoni Ramos-Quiroga, Henrik B. Rasmussen, Soumya Raychaudhuri, Karola Rehnström, Andreas Reif, Marta Ribasés, John P. Rice, Marcella Rietschel, Kathryn Roeder, Herbert Roeyers, Lizzy Rossin, Aribert Rothenberger, Guy Rouleau, Douglas Ruderfer, Dan Rujescu, Alan R. Sanders, Stephan J. Sanders, Susan L. Santangelo, Russell Schachar, Martin Schalling, Alan F. Schatzberg, Gerard D. Schellenberg, Stephen W. Scherer, Nicholas J. Schork, Thomas G. Schulze, Johannes Schumacher, Markus Schwarz, Edward Scolnick, Laura J. Scott, Joseph A. Sergeant, Paul D. Shilling, Stanley I. Shyn, Jeremy M. Silverman, Pamela Sklar, Susan L. Slager, Susan L. Smalley, Johannes H. Smit, Erin N. Smith, Edmund J.S. Sonuga-Barke, David St Clair, Matthew State, Michael Steffens, Hans-Christoph Steinhausen, John S. Strauss, Jana Strohmaier, T. Scott Stroup, Patrick F. Sullivan, James Sutcliffe, Peter Szatmari, Szabocls Szelinger, Anita Thapar, Srinivasa Thirumalai, Robert C. Thompson, Alexandre A. Todorov, Federica Tozzi, Jens Treutlein, Jung-Ying Tzeng, Manfred Uhr, Edwin J.C.G. van den Oord, Gerard Van Grootheest, Jim Van Os, Astrid M. Vicente, Veronica J. Vieland, John B. Vincent, Peter M. Visscher, Christopher A. Walsh, Thomas H. Wassink, Stanley J. Watson, Lauren A. Weiss, Thomas Werge, Thomas F. Wienker, Durk Wiersma, Ellen M. Wijsman, Gonneke Willemsen, Nigel Williams, A. Jeremy Willsey, Stephanie H. Witt, Wei Xu, Allan H. Young, Timothy W. Yu, Stanley Zammit, Peter P. Zandi, Peng Zhang, Frans G. Zitman, Sebastian Zöllner, University of Zurich, Lee, S Hong, Epidemiology and Data Science, Psychiatry, EMGO - Mental health, NCA - Neurobiology of mental health, Human genetics, NCA - Brain mechanisms in health and disease, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, Biological Psychology, Neuroscience Campus Amsterdam - Neurobiology of Mental Health, Maier, Robert, Moser, Gerhard, Chen, Guo-Bo, Ripke, Stephan, Coryell, William, Potash, James B, Scheftner, William A, Shi, Jianxin, Weissman, Myrna M, Hultman, Christina M, Landen, Mikael, Levinson, Douglas F, Kendler, Kenneth S, Smoller, Jordan, Wray, Naomi R, Cross-Disorder Working Group of the Psychiatric Genomics Consortium, Oades, Robert D. (Beitragende*r), Génétique de l'autisme = Genetics of Autism (NPS-01), Neuroscience Paris Seine (NPS), Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut de Biologie Paris Seine (IBPS), Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Centre National de la Recherche Scientifique (CNRS)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Centre National de la Recherche Scientifique (CNRS)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut de Biologie Paris Seine (IBPS), Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Centre National de la Recherche Scientifique (CNRS)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Centre National de la Recherche Scientifique (CNRS)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS), University of St Andrews. School of Medicine, University of St Andrews. Institute of Behavioural and Neural Sciences, Neurosciences Paris Seine (NPS), Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Institut de Biologie Paris Seine (IBPS), Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Centre National de la Recherche Scientifique (CNRS)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Centre National de la Recherche Scientifique (CNRS)-Centre National de la Recherche Scientifique (CNRS)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Institut de Biologie Paris Seine (IBPS), Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Centre National de la Recherche Scientifique (CNRS)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Centre National de la Recherche Scientifique (CNRS)-Centre National de la Recherche Scientifique (CNRS), Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut de Biologie Paris Seine (IBPS), Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS)-Université Pierre et Marie Curie - Paris 6 (UPMC)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS)-Institut National de la Santé et de la Recherche Médicale (INSERM)-Centre National de la Recherche Scientifique (CNRS), ANS - Amsterdam Neuroscience, Adult Psychiatry, Child Psychiatry, Maier R., Moser G., Chen G.-B., Ripke S., Coryell W., Potash J.B., Scheftner W.A., Shi J., Weissman M.M., Hultman C.M., Landen M., Levinson D.F., Kendler K.S., Smoller J.W., Wray N.R., Lee S.H., Absher D., Agartz I., Akil H., Amin F., Andreassen O.A., Anjorin A., Anney R., Arking D.E., Asherson P., Azevedo M.H., Backlund L., Badner J.A., Bailey A.J., Banaschewski T., Barchas J.D., Barnes M.R., Barrett T.B., Bass N., Battaglia A., Bauer M., Bayes M., Bellivier F., Bergen S.E., Berrettini W., Betancur C., Bettecken T., Biederman J., Binder E.B., Black D.W., Blackwood D.H.R., Bloss C.S., Boehnke M., Boomsma D.I., Breen G., Breuer R., Bruggeman R., Buccola N.G., Buitelaar J.K., Bunney W.E., Buxbaum J.D., Byerley W.F., Caesar S., Cahn W., Cantor R.M., Casas M., Chakravarti A., Chambert K., Choudhury K., Cichon S., Robert Cloninger C., Collier D.A., Cook E.H., Coon H., Cormand B., Cormican P., Corvin A., Coryell W.H., Craddock N., Craig D.W., Craig I.W., Crosbie J., Cuccaro M.L., Curtis D., Czamara D., Daly M.J., Datta S., Dawson G., Day R., De Geus E.J., Degenhardt F., Devlin B., Djurovic S., Donohoe G.J., Doyle A.E., Duan J., Dudbridge F., Duketis E., Ebstein R.P., Edenberg H.J., Elia J., Ennis S., Etain B., Fanous A., Faraone S.V., Farmer A.E., Nicol Ferrier I., Flickinger M., Fombonne E., Foroud T., Frank J., Franke B., Fraser C., Freedman R., Freimer N.B., Freitag C.M., Friedl M., Frisen L., Gallagher L., Gejman P.V., Georgieva L., Gershon E.S., Geschwind D.H., Giegling I., Gill M., Gordon S.D., Gordon-Smith K., Green E.K., Greenwood T.A., Grice D.E., Gross M., Grozeva D., Guan W., Gurling H., De Haan L., Haines J.L., Hakonarson H., Hallmayer J., Hamilton S.P., Hamshere M.L., Hansen T.F., Hartmann A.M., Hautzinger M., Heath A.C., Henders A.K., Herms S., Hickie I.B., Hipolito M., Hoefels S., Holmans P.A., Holsboer F., Hoogendijk W.J., Hottenga J.-J., Hus V., Ingason A., Ising M., Jamain S., Jones I., Jones L., Kahler A.K., Kahn R.S., Kandaswamy R., Keller M.C., Kelsoe J.R., Kennedy J.L., Kenny E., Kent L., Kim Y., Kirov G.K., Klauck S.M., Klei L., Knowles J.A., Kohli M.A., Koller D.L., Konte B., Korszun A., Krabbendam L., Krasucki R., Kuntsi J., Kwan P., Langstrom N., Lathrop M., Lawrence J., Lawson W.B., Leboyer M., Ledbetter D.H., Lee P.H., Lencz T., Lesch K.-P., Lewis C.M., Li J., Lichtenstein P., Lieberman J.A., Lin D.-Y., Linszen D.H., Liu C., Lohoff F.W., Loo S.K., Lord C., Lowe J.K., Lucae S., MacIntyre D.J., Madden P.A.F., Maestrini E., Magnusson P.K.E., Mahon P.B., Maier W., Malhotra A.K., Mane S.M., Martin C.L., Martin N.G., Mattheisen M., Matthews K., Mattingsdal M., McCarroll S.A., McGhee K.A., McGough J.J., McGrath P.J., McGuffin P., McInnis M.G., McIntosh A., McKinney R., McLean A.W., McMahon F.J., McMahon W.M., McQuillin A., Medeiros H., Medland S.E., Meier S., Melle I., Meng F., Meyer J., Middeldorp C.M., Middleton L., Milanova V., Miranda A., Monaco A.P., Montgomery G.W., Moran J.L., Moreno-De-Luca D., Morken G., Morris D.W., Morrow E.M., Moskvina V., Mowry B.J., Muglia P., Muhleisen T.W., Muller-Myhsok B., Murtha M., Myers R.M., Myin-Germeys I., Neale B.M., Nelson S.F., Nievergelt C.M., Nikolov I., Nimgaonkar V., Nolen W.A., Nothen M.M., Nurnberger J.I., Nwulia E.A., Nyholt D.R., O'Donovan M.C., O'Dushlaine C., Oades R.D., Olincy A., Oliveira G., Olsen L., Ophoff R.A., Osby U., Owen M.J., Palotie A., Parr J.R., Paterson A.D., Pato C.N., Pato M.T., Penninx B.W., Pergadia M.L., Pericak-Vance M.A., Perlis R.H., Pickard B.S., Pimm J., Piven J., Posthuma D., Poustka F., Propping P., Purcell S.M., Puri V., Quested D.J., Quinn E.M., Ramos-Quiroga J.A., Rasmussen H.B., Raychaudhuri S., Rehnstrom K., Reif A., Ribases M., Rice J.P., Rietschel M., Roeder K., Roeyers H., Rossin L., Rothenberger A., Rouleau G., Ruderfer D., Rujescu D., Sanders A.R., Sanders S.J., Santangelo S.L., Schachar R., Schalling M., Schatzberg A.F., Schellenberg G.D., Scherer S.W., Schork N.J., Schulze T.G., Schumacher J., Schwarz M., Scolnick E., Scott L.J., Sergeant J.A., Shilling P.D., Shyn S.I., Silverman J.M., Sklar P., Slager S.L., Smalley S.L., Smit J.H., Smith E.N., Sonuga-Barke E.J.S., St Clair D., State M., Steffens M., Steinhausen H.-C., Strauss J.S., Strohmaier J., Scott Stroup T., Sullivan P.F., Sutcliffe J., Szatmari P., Szelinger S., Thapar A., Thirumalai S., Thompson R.C., Todorov A.A., Tozzi F., Treutlein J., Tzeng J.-Y., Uhr M., van den Oord E.J.C.G., Van Grootheest G., Van Os J., Vicente A.M., Vieland V.J., Vincent J.B., Visscher P.M., Walsh C.A., Wassink T.H., Watson S.J., Weiss L.A., Werge T., Wienker T.F., Wiersma D., Wijsman E.M., Willemsen G., Williams N., Jeremy Willsey A., Witt S.H., Xu W., Young A.H., Yu T.W., Zammit S., Zandi P.P., Zhang P., Zitman F.G., and Zollner S.

Subjects
Netherlands Twin Register (NTR), Multifactorial Inheritance, Multivariate analysis, Bipolar Disorder, genome annotation, Medizin, R Medicine (General), Medical and Health Sciences, Genome-wide association studies, 0302 clinical medicine, 2.5 Research design and methodologies (aetiology), GWAS, Genetics(clinical), Aetiology, Multivariate Analysi, Genetics (clinical), Genetics & Heredity, bipolar disorder, 0303 health sciences, education.field_of_study, Depression, Mental Disorders, Single Nucleotide, 3rd-DAS, Biological Sciences, 10058 Department of Child and Adolescent Psychiatry, Serious Mental Illness, Psychiatric Disorders, 3. Good health, Mental Health, Schizophrenia, Mental Disorder, Linear Model, Major depressive disorder, [SDV.NEU]Life Sciences [q-bio]/Neurons and Cognition [q-bio.NC], Risk assessment, Human, medicine.medical_specialty, 2716 Genetics (clinical), Genetics, Medical, Population, SNP, 610 Medicine & health, QH426 Genetics, Best linear unbiased prediction, Polymorphism, Single Nucleotide, Risk Assessment, 03 medical and health sciences, 1311 Genetics, Medical, Report, medicine, Genetics, Humans, Bipolar disorder, Genetic Testing, Polymorphism, education, Psychiatry, QH426, 030304 developmental biology, Depressive Disorder, Depressive Disorder, Major, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], business.industry, Cross-Disorder Working Group of the Psychiatric Genomics Consortium, Prevention, Human Genome, Major, medicine.disease, genetic risk prediction, R1, Brain Disorders, schizophrenia, Sample size determination, Perturbações do Desenvolvimento Infantil e Saúde Mental, Multivariate Analysis, Linear Models, business, depressive disorders, 030217 neurology & neurosurgery
Abstract

Cross-Disorder Working Group of the Psychiatric Genomics Consortium - Vicente A.M. Acessível em: http://www.ncbi.nlm.nih.gov/pmc/articles/pmid/25640677/ 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

Published
2015
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