Rachel L Kember1, Alison K Merikangas2, Shefali S Verma3, Anurag Verma3, Renae Judy4, Scott M Damrauer5, Marylyn D Ritchie6, Daniel J Rader7, Maja Bućan8. 1. Department of Psychiatry, University of Pennsylvania, Philadelphia, Pennsylvania; Mental Illness Research Education and Clinical Center, Corporal Michael J. Crescenz VA Medical Center, Philadelphia, Pennsylvania. Electronic address: rkember@pennmedicine.upenn.edu. 2. Department of Biomedical and Health Informatics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania. 3. Department of Genetics, University of Pennsylvania, Philadelphia, Pennsylvania. 4. Department of Surgery, University of Pennsylvania, Philadelphia, Pennsylvania. 5. Department of Surgery, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Surgery, Corporal Michael J. Crescenz VA Medical Center, Philadelphia, Pennsylvania. 6. Department of Genetics, University of Pennsylvania, Philadelphia, Pennsylvania; Institute for Biomedical Informatics, University of Pennsylvania, Philadelphia, Pennsylvania. 7. Department of Genetics, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania. 8. Department of Psychiatry, University of Pennsylvania, Philadelphia, Pennsylvania; Department of Genetics, University of Pennsylvania, Philadelphia, Pennsylvania.
Abstract
BACKGROUND: Prediction of disease risk is a key component of precision medicine. Common traits such as psychiatric disorders have a complex polygenic architecture, making the identification of a single risk predictor difficult. Polygenic risk scores (PRSs) denoting the sum of an individual's genetic liability for a disorder are a promising biomarker for psychiatric disorders, but they require evaluation in a clinical setting. METHODS: We developed PRSs for 6 psychiatric disorders (schizophrenia, bipolar disorder, major depressive disorder, cross disorder, attention-deficit/hyperactivity disorder, and anorexia nervosa) and 17 nonpsychiatric traits in more than 10,000 individuals from the Penn Medicine Biobank with accompanying electronic health records. We performed phenome-wide association analyses to test their association across disease categories. RESULTS: Four of the 6 psychiatric PRSs were associated with their primary phenotypes (odds ratios from 1.2 to 1.6). Cross-trait associations were identified both within the psychiatric domain and across trait domains. PRSs for coronary artery disease and years of education were significantly associated with psychiatric disorders, largely driven by an association with tobacco use disorder. CONCLUSIONS: We demonstrated that the genetic architecture of electronic health record-derived psychiatric diagnoses is similar to ascertained research cohorts from large consortia. Psychiatric PRSs are moderately associated with psychiatric diagnoses but are not yet clinically predictive in naïve patients. Cross-trait associations for these PRSs suggest a broader effect of genetic liability beyond traditional diagnostic boundaries. As identification of genetic markers increases, including PRSs alongside other clinical risk factors may enhance prediction of psychiatric disorders and associated conditions in clinical registries.
BACKGROUND: Prediction of disease risk is a key component of precision medicine. Common traits such as psychiatric disorders have a complex polygenic architecture, making the identification of a single risk predictor difficult. Polygenic risk scores (PRSs) denoting the sum of an individual's genetic liability for a disorder are a promising biomarker for psychiatric disorders, but they require evaluation in a clinical setting. METHODS: We developed PRSs for 6 psychiatric disorders (schizophrenia, bipolar disorder, major depressive disorder, cross disorder, attention-deficit/hyperactivity disorder, and anorexia nervosa) and 17 nonpsychiatric traits in more than 10,000 individuals from the Penn Medicine Biobank with accompanying electronic health records. We performed phenome-wide association analyses to test their association across disease categories. RESULTS: Four of the 6 psychiatric PRSs were associated with their primary phenotypes (odds ratios from 1.2 to 1.6). Cross-trait associations were identified both within the psychiatric domain and across trait domains. PRSs for coronary artery disease and years of education were significantly associated with psychiatric disorders, largely driven by an association with tobacco use disorder. CONCLUSIONS: We demonstrated that the genetic architecture of electronic health record-derived psychiatric diagnoses is similar to ascertained research cohorts from large consortia. Psychiatric PRSs are moderately associated with psychiatric diagnoses but are not yet clinically predictive in naïve patients. Cross-trait associations for these PRSs suggest a broader effect of genetic liability beyond traditional diagnostic boundaries. As identification of genetic markers increases, including PRSs alongside other clinical risk factors may enhance prediction of psychiatric disorders and associated conditions in clinical registries.
Authors: David M Altshuler; Richard A Gibbs; Leena Peltonen; David M Altshuler; Richard A Gibbs; Leena Peltonen; Emmanouil Dermitzakis; Stephen F Schaffner; Fuli Yu; Leena Peltonen; Emmanouil Dermitzakis; Penelope E Bonnen; David M Altshuler; Richard A Gibbs; Paul I W de Bakker; Panos Deloukas; Stacey B Gabriel; Rhian Gwilliam; Sarah Hunt; Michael Inouye; Xiaoming Jia; Aarno Palotie; Melissa Parkin; Pamela Whittaker; Fuli Yu; Kyle Chang; Alicia Hawes; Lora R Lewis; Yanru Ren; David Wheeler; Richard A Gibbs; Donna Marie Muzny; Chris Barnes; Katayoon Darvishi; Matthew Hurles; Joshua M Korn; Kati Kristiansson; Charles Lee; Steven A McCarrol; James Nemesh; Emmanouil Dermitzakis; Alon Keinan; Stephen B Montgomery; Samuela Pollack; Alkes L Price; Nicole Soranzo; Penelope E Bonnen; Richard A Gibbs; Claudia Gonzaga-Jauregui; Alon Keinan; Alkes L Price; Fuli Yu; Verneri Anttila; Wendy Brodeur; Mark J Daly; Stephen Leslie; Gil McVean; Loukas Moutsianas; Huy Nguyen; Stephen F Schaffner; Qingrun Zhang; Mohammed J R Ghori; Ralph McGinnis; William McLaren; Samuela Pollack; Alkes L Price; Stephen F Schaffner; Fumihiko Takeuchi; Sharon R Grossman; Ilya Shlyakhter; Elizabeth B Hostetter; Pardis C Sabeti; Clement A Adebamowo; Morris W Foster; Deborah R Gordon; Julio Licinio; Maria Cristina Manca; Patricia A Marshall; Ichiro Matsuda; Duncan Ngare; Vivian Ota Wang; Deepa Reddy; Charles N Rotimi; Charmaine D Royal; Richard R Sharp; Changqing Zeng; Lisa D Brooks; Jean E McEwen Journal: Nature Date: 2010-09-02 Impact factor: 49.962
Authors: Amanda B Zheutlin; Jessica Dennis; Richard Karlsson Linnér; Arden Moscati; Nicole Restrepo; Peter Straub; Douglas Ruderfer; Victor M Castro; Chia-Yen Chen; Tian Ge; Laura M Huckins; Alexander Charney; H Lester Kirchner; Eli A Stahl; Christopher F Chabris; Lea K Davis; Jordan W Smoller Journal: Am J Psychiatry Date: 2019-08-16 Impact factor: 18.112
Authors: Sayantan Das; Lukas Forer; Sebastian Schönherr; Carlo Sidore; Adam E Locke; Alan Kwong; Scott I Vrieze; Emily Y Chew; Shawn Levy; Matt McGue; David Schlessinger; Dwight Stambolian; Po-Ru Loh; William G Iacono; Anand Swaroop; Laura J Scott; Francesco Cucca; Florian Kronenberg; Michael Boehnke; Gonçalo R Abecasis; Christian Fuchsberger Journal: Nat Genet Date: 2016-08-29 Impact factor: 38.330
Authors: Katherine L Musliner; Preben B Mortensen; John J McGrath; Nis P Suppli; David M Hougaard; Jonas Bybjerg-Grauholm; Marie Bækvad-Hansen; Ole Andreassen; Carsten B Pedersen; Marianne G Pedersen; Ole Mors; Merete Nordentoft; Anders D Børglum; Thomas Werge; Esben Agerbo Journal: JAMA Psychiatry Date: 2019-05-01 Impact factor: 21.596
Authors: Ditte Demontis; Raymond K Walters; Joanna Martin; Manuel Mattheisen; Thomas D Als; Esben Agerbo; Gísli Baldursson; Rich Belliveau; Jonas Bybjerg-Grauholm; Marie Bækvad-Hansen; Felecia Cerrato; Kimberly Chambert; Claire Churchhouse; Ashley Dumont; Nicholas Eriksson; Michael Gandal; Jacqueline I Goldstein; Katrina L Grasby; Jakob Grove; Olafur O Gudmundsson; Christine S Hansen; Mads Engel Hauberg; Mads V Hollegaard; Daniel P Howrigan; Hailiang Huang; Julian B Maller; Alicia R Martin; Nicholas G Martin; Jennifer Moran; Jonatan Pallesen; Duncan S Palmer; Carsten Bøcker Pedersen; Marianne Giørtz Pedersen; Timothy Poterba; Jesper Buchhave Poulsen; Stephan Ripke; Elise B Robinson; F Kyle Satterstrom; Hreinn Stefansson; Christine Stevens; Patrick Turley; G Bragi Walters; Hyejung Won; Margaret J Wright; Ole A Andreassen; Philip Asherson; Christie L Burton; Dorret I Boomsma; Bru Cormand; Søren Dalsgaard; Barbara Franke; Joel Gelernter; Daniel Geschwind; Hakon Hakonarson; Jan Haavik; Henry R Kranzler; Jonna Kuntsi; Kate Langley; Klaus-Peter Lesch; Christel Middeldorp; Andreas Reif; Luis Augusto Rohde; Panos Roussos; Russell Schachar; Pamela Sklar; Edmund J S Sonuga-Barke; Patrick F Sullivan; Anita Thapar; Joyce Y Tung; Irwin D Waldman; Sarah E Medland; Kari Stefansson; Merete Nordentoft; David M Hougaard; Thomas Werge; Ole Mors; Preben Bo Mortensen; Mark J Daly; Stephen V Faraone; Anders D Børglum; Benjamin M Neale Journal: Nat Genet Date: 2018-11-26 Impact factor: 38.330
Authors: Joshua C Denny; Lisa Bastarache; Marylyn D Ritchie; Robert J Carroll; Raquel Zink; Jonathan D Mosley; Julie R Field; Jill M Pulley; Andrea H Ramirez; Erica Bowton; Melissa A Basford; David S Carrell; Peggy L Peissig; Abel N Kho; Jennifer A Pacheco; Luke V Rasmussen; David R Crosslin; Paul K Crane; Jyotishman Pathak; Suzette J Bielinski; Sarah A Pendergrass; Hua Xu; Lucia A Hindorff; Rongling Li; Teri A Manolio; Christopher G Chute; Rex L Chisholm; Eric B Larson; Gail P Jarvik; Murray H Brilliant; Catherine A McCarty; Iftikhar J Kullo; Jonathan L Haines; Dana C Crawford; Daniel R Masys; Dan M Roden Journal: Nat Biotechnol Date: 2013-12 Impact factor: 54.908
Authors: Christopher C Chang; Carson C Chow; Laurent Cam Tellier; Shashaank Vattikuti; Shaun M Purcell; James J Lee Journal: Gigascience Date: 2015-02-25 Impact factor: 6.524
Authors: Shaun M Purcell; Naomi R Wray; Jennifer L Stone; Peter M Visscher; Michael C O'Donovan; Patrick F Sullivan; Pamela Sklar Journal: Nature Date: 2009-07-01 Impact factor: 49.962
Authors: Christopher Hübel; Héléna A Gaspar; Jonathan R I Coleman; Hilary Finucane; Kirstin L Purves; Ken B Hanscombe; Inga Prokopenko; Mariaelisa Graff; Julius S Ngwa; Tsegaselassie Workalemahu; Paul F O'Reilly; Cynthia M Bulik; Gerome Breen Journal: Am J Med Genet B Neuropsychiatr Genet Date: 2018-12-28 Impact factor: 3.568
Authors: Emily E Hartwell; Alison K Merikangas; Shefali S Verma; Marylyn D Ritchie; Henry R Kranzler; Rachel L Kember Journal: Addict Biol Date: 2021-10-05 Impact factor: 4.093
Authors: Peter Zhukovsky; Michael Wainberg; Milos Milic; Shreejoy J Tripathy; Benoit H Mulsant; Daniel Felsky; Aristotle N Voineskos Journal: Proc Natl Acad Sci U S A Date: 2022-06-01 Impact factor: 12.779
Authors: Lotta-Katrin Pries; Jim van Os; Margreet Ten Have; Ron de Graaf; Saskia van Dorsselaer; Maarten Bak; Bochao D Lin; Kristel R van Eijk; Gunter Kenis; Alexander Richards; Michael C O'Donovan; Jurjen J Luykx; Bart P F Rutten; Sinan Guloksuz Journal: JAMA Psychiatry Date: 2020-12-01 Impact factor: 21.596
Authors: Flavio De Angelis; Frank R Wendt; Gita A Pathak; Daniel S Tylee; Aranyak Goswami; Joel Gelernter; Renato Polimanti Journal: Transl Psychiatry Date: 2021-11-13 Impact factor: 6.222
Authors: Daniel J Lee; Ryan Hausler; Anh N Le; Gregory Kelly; Jacquelyn Powers; James Ding; Emily Feld; Heena Desai; Casey Morrison; Abigail Doucette; Peter Gabriel; Regeneron Genetics Center; Renae L Judy; Joellen Weaver; Rachel Kember; Scott M Damrauer; Daniel J Rader; Susan M Domchek; Vivek Narayan; Lauren E Schwartz; Kara N Maxwell Journal: Eur Urol Date: 2021-10-25 Impact factor: 24.267
Authors: Maria Niarchou; Julia M Sealock; Peter Straub; Sandra Sanchez-Roige; James S Sutcliffe; Lea K Davis Journal: Am J Med Genet B Neuropsychiatr Genet Date: 2022-07-15 Impact factor: 3.358
Authors: Lotta-Katrin Pries; Gamze Erzin; Jim van Os; Margreet Ten Have; Ron de Graaf; Saskia van Dorsselaer; Maarten Bak; Bart P F Rutten; Sinan Guloksuz Journal: Schizophr Bull Date: 2021-03-16 Impact factor: 9.306