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2. Genome-wide analyses of ADHD identify 27 risk loci, refine the genetic architecture and implicate several cognitive domains.

Author

Demontis, D., Walters, G.B., Athanasiadis, G., Walters, R., Therrien, K., Nielsen, T.T., Farajzadeh, L., Voloudakis, G., Bendl, J., Zeng, B., Zhang, W, Grove, J, Als, T.D., Duan, J., Satterstrom, F.K., Bybjerg-Grauholm, J., Bækved-Hansen, M., Gudmundsson, O.O., Magnusson, S.H., Baldursson, G., Davidsdottir, K., Haraldsdottir, G.S., Agerbo, E., Hoffman, G.E., Dalsgaard, S., Martin, J., Ribasés, M., Boomsma, D.I., Soler Artigas, M., Roth Mota, N., Howrigan, D., Medland, S.E., Zayats, T., Rajagopal, V.M., Nordentoft, M., Mors, O., Hougaard, D.M., Mortensen, P.B., Daly, M.J., Faraone, S.V, Stefansson, H., Roussos, P., Franke, B., Werge, T., Neale, B.M., Stefansson, K., Børglum, A.D., Demontis, D., Walters, G.B., Athanasiadis, G., Walters, R., Therrien, K., Nielsen, T.T., Farajzadeh, L., Voloudakis, G., Bendl, J., Zeng, B., Zhang, W, Grove, J, Als, T.D., Duan, J., Satterstrom, F.K., Bybjerg-Grauholm, J., Bækved-Hansen, M., Gudmundsson, O.O., Magnusson, S.H., Baldursson, G., Davidsdottir, K., Haraldsdottir, G.S., Agerbo, E., Hoffman, G.E., Dalsgaard, S., Martin, J., Ribasés, M., Boomsma, D.I., Soler Artigas, M., Roth Mota, N., Howrigan, D., Medland, S.E., Zayats, T., Rajagopal, V.M., Nordentoft, M., Mors, O., Hougaard, D.M., Mortensen, P.B., Daly, M.J., Faraone, S.V, Stefansson, H., Roussos, P., Franke, B., Werge, T., Neale, B.M., Stefansson, K., and Børglum, A.D.

Abstract

01 februari 2023, Item does not contain fulltext, Attention-deficit hyperactivity disorder (ADHD) is a prevalent neurodevelopmental disorder with a major genetic component. Here, we present a genome-wide association study meta-analysis of ADHD comprising 38,691 individuals with ADHD and 186,843 controls. We identified 27 genome-wide significant loci, highlighting 76 potential risk genes enriched among genes expressed particularly in early brain development. Overall, ADHD genetic risk was associated with several brain-specific neuronal subtypes and midbrain dopaminergic neurons. In exome-sequencing data from 17,896 individuals, we identified an increased load of rare protein-truncating variants in ADHD for a set of risk genes enriched with probable causal common variants, potentially implicating SORCS3 in ADHD by both common and rare variants. Bivariate Gaussian mixture modeling estimated that 84-98% of ADHD-influencing variants are shared with other psychiatric disorders. In addition, common-variant ADHD risk was associated with impaired complex cognition such as verbal reasoning and a range of executive functions, including attention.

Published
2023

3. High loading of polygenic risk in cases with chronic schizophrenia

Author

Meier, S M, Agerbo, E, Maier, R, Pedersen, C B, Lang, M, Grove, J, Hollegaard, M V, Demontis, D, Trabjerg, B B, Hjorthøj, C, Ripke, S, Degenhardt, F, Nöthen, M M, Rujescu, D, Maier, W, Werge, T, Mors, O, Hougaard, D M, Børglum, A D, Wray, N R, Rietschel, M, Nordentoft, M, Mortensen, P B, and Mattheisen, M

Published
2016
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4. Dissecting the Shared Genetic Architecture of Suicide Attempt, Psychiatric Disorders, and Known Risk Factors

Author

Mullins, N, Kang, J, Campos, A, Coleman, JR, Edwards, AC, Galfalvy, H, Levey, DF, Lori, A, Shabalin, A, Starnawska, A, Su, M-H, Watson, HJ, Adams, M, Awasthi, S, Ganda, M, Hafferty, JD, Hishimoto, A, Kim, M, Okazaki, S, Otsuka, I, Ripke, S, Ware, EB, Bergen, AW, Berrettini, WH, Bohus, M, Brandt, H, Chang, X, Chen, WJ, Chen, H-C, Crawford, S, Crow, S, DiBlasi, E, Duriez, P, Fernandez-Aranda, F, Fichter, MM, Gallinger, S, Glatt, SJ, Gorwood, P, Guo, Y, Hakonarson, H, Halmi, KA, Hwu, H-G, Jain, S, Jamain, S, Jimenez-Murcia, S, Johnson, C, Kaplan, AS, Kaye, WH, Keel, PK, Kennedy, JL, Klump, KL, Li, D, Liao, S-C, Lieb, K, Lilenfeld, L, Liu, C-M, Magistretti, PJ, Marshall, CR, Mitchell, JE, Monson, ET, Myers, RM, Pinto, D, Powers, A, Ramoz, N, Roepke, S, Rozanov, V, Scherer, SW, Schmahl, C, Sokolowski, M, Strober, M, Thornton, LM, Treasure, J, Tsuang, MT, Witt, SH, Woodside, DB, Yilmaz, Z, Zillich, L, Adolfsson, R, Agartz, I, Air, TM, Alda, M, Alfredsson, L, Andreassen, OA, Anjorin, A, Appadurai, V, Artigas, MS, Van der Auwera, S, Azevedo, MH, Bass, N, Bau, CHD, Baune, BT, Bellivier, F, Berger, K, Biernacka, JM, Bigdeli, TB, Binder, EB, Boehnke, M, Boks, MP, Bosch, R, Braff, DL, Bryant, R, Budde, M, Byrne, EM, Cahn, W, Casas, M, Castelao, E, Cervilla, JA, Chaumette, B, Cichon, S, Corvin, A, Craddock, N, Craig, D, Degenhardt, F, Djurovic, S, Edenberg, HJ, Fanous, AH, Foo, JC, Forstner, AJ, Frye, M, Fullerton, JM, Gatt, JM, Gejman, P, Giegling, I, Grabe, HJ, Green, MJ, Grevet, EH, Grigoroiu-Serbanescu, M, Gutierrez, B, Guzman-Parra, J, Hamilton, SP, Hamshere, ML, Hartmann, A, Hauser, J, Heilmann-Heimbach, S, Hoffmann, P, Ising, M, Jones, I, Jones, LA, Jonsson, L, Kahn, RS, Kelsoe, JR, Kendler, KS, Kloiber, S, Koenen, KC, Kogevinas, M, Konte, B, Krebs, M-O, Lander, M, Lawrence, J, Leboyer, M, Lee, PH, Levinson, DF, Liao, C, Lissowska, J, Lucae, S, Mayoral, F, McElroy, SL, McGrath, P, McGuffin, P, McQuillin, A, Medland, SE, Mehta, D, Melle, I, Milaneschi, Y, Mitchell, PB, Molina, E, Morken, G, Mortensen, PB, Mueller-Myhsok, B, Nievergelt, C, Nimgaonkar, V, Noethen, MM, O'Donovan, MC, Ophoff, RA, Owen, MJ, Pato, C, Pato, MT, Penninx, BWJH, Pimm, J, Pistis, G, Potash, JB, Power, RA, Preisig, M, Quested, D, Ramos-Quiroga, JA, Reif, A, Ribases, M, Richarte, V, Rietschel, M, Rivera, M, Roberts, A, Roberts, G, Rouleau, GA, Rovaris, DL, Rujescu, D, Sanchez-Mora, C, Sanders, AR, Schofield, PR, Schulze, TG, Scott, LJ, Serretti, A, Shi, J, Shyn, S, Sirignano, L, Sklar, P, Smeland, OB, Smoller, JW, Sonuga-Barke, EJS, Spalletta, G, Strauss, JS, Swiatkowska, B, Trzaskowski, M, Turecki, G, Vilar-Ribo, L, Vincent, JB, Voelzke, H, Walters, JTR, Weickert, CS, Weickert, TW, Weissman, MM, Williams, LM, Wray, NR, Zai, CC, Ashley-Koch, AE, Beckham, JC, Hauser, ER, Hauser, MA, Kimbrel, NA, Lindquist, JH, McMahon, B, Oslin, DW, Qin, X, Agerbo, E, Borglum, AD, Breen, G, Erlangsen, A, Esko, T, Gelernter, J, Hougaard, DM, Kessler, RC, Kranzler, HR, Li, QS, Martin, NG, McIntosh, AM, Mors, O, Nordentoft, M, Olsen, CM, Porteous, D, Ursano, RJ, Wasserman, D, Werge, T, Whiteman, DC, Bulik, CM, Coon, H, Demontis, D, Docherty, AR, Kuo, P-H, Lewis, CM, Mann, JJ, Renteria, ME, Smith, DJ, Stahl, EA, Stein, MB, Streit, F, Willour, V, Ruderfer, DM, Mullins, N, Kang, J, Campos, A, Coleman, JR, Edwards, AC, Galfalvy, H, Levey, DF, Lori, A, Shabalin, A, Starnawska, A, Su, M-H, Watson, HJ, Adams, M, Awasthi, S, Ganda, M, Hafferty, JD, Hishimoto, A, Kim, M, Okazaki, S, Otsuka, I, Ripke, S, Ware, EB, Bergen, AW, Berrettini, WH, Bohus, M, Brandt, H, Chang, X, Chen, WJ, Chen, H-C, Crawford, S, Crow, S, DiBlasi, E, Duriez, P, Fernandez-Aranda, F, Fichter, MM, Gallinger, S, Glatt, SJ, Gorwood, P, Guo, Y, Hakonarson, H, Halmi, KA, Hwu, H-G, Jain, S, Jamain, S, Jimenez-Murcia, S, Johnson, C, Kaplan, AS, Kaye, WH, Keel, PK, Kennedy, JL, Klump, KL, Li, D, Liao, S-C, Lieb, K, Lilenfeld, L, Liu, C-M, Magistretti, PJ, Marshall, CR, Mitchell, JE, Monson, ET, Myers, RM, Pinto, D, Powers, A, Ramoz, N, Roepke, S, Rozanov, V, Scherer, SW, Schmahl, C, Sokolowski, M, Strober, M, Thornton, LM, Treasure, J, Tsuang, MT, Witt, SH, Woodside, DB, Yilmaz, Z, Zillich, L, Adolfsson, R, Agartz, I, Air, TM, Alda, M, Alfredsson, L, Andreassen, OA, Anjorin, A, Appadurai, V, Artigas, MS, Van der Auwera, S, Azevedo, MH, Bass, N, Bau, CHD, Baune, BT, Bellivier, F, Berger, K, Biernacka, JM, Bigdeli, TB, Binder, EB, Boehnke, M, Boks, MP, Bosch, R, Braff, DL, Bryant, R, Budde, M, Byrne, EM, Cahn, W, Casas, M, Castelao, E, Cervilla, JA, Chaumette, B, Cichon, S, Corvin, A, Craddock, N, Craig, D, Degenhardt, F, Djurovic, S, Edenberg, HJ, Fanous, AH, Foo, JC, Forstner, AJ, Frye, M, Fullerton, JM, Gatt, JM, Gejman, P, Giegling, I, Grabe, HJ, Green, MJ, Grevet, EH, Grigoroiu-Serbanescu, M, Gutierrez, B, Guzman-Parra, J, Hamilton, SP, Hamshere, ML, Hartmann, A, Hauser, J, Heilmann-Heimbach, S, Hoffmann, P, Ising, M, Jones, I, Jones, LA, Jonsson, L, Kahn, RS, Kelsoe, JR, Kendler, KS, Kloiber, S, Koenen, KC, Kogevinas, M, Konte, B, Krebs, M-O, Lander, M, Lawrence, J, Leboyer, M, Lee, PH, Levinson, DF, Liao, C, Lissowska, J, Lucae, S, Mayoral, F, McElroy, SL, McGrath, P, McGuffin, P, McQuillin, A, Medland, SE, Mehta, D, Melle, I, Milaneschi, Y, Mitchell, PB, Molina, E, Morken, G, Mortensen, PB, Mueller-Myhsok, B, Nievergelt, C, Nimgaonkar, V, Noethen, MM, O'Donovan, MC, Ophoff, RA, Owen, MJ, Pato, C, Pato, MT, Penninx, BWJH, Pimm, J, Pistis, G, Potash, JB, Power, RA, Preisig, M, Quested, D, Ramos-Quiroga, JA, Reif, A, Ribases, M, Richarte, V, Rietschel, M, Rivera, M, Roberts, A, Roberts, G, Rouleau, GA, Rovaris, DL, Rujescu, D, Sanchez-Mora, C, Sanders, AR, Schofield, PR, Schulze, TG, Scott, LJ, Serretti, A, Shi, J, Shyn, S, Sirignano, L, Sklar, P, Smeland, OB, Smoller, JW, Sonuga-Barke, EJS, Spalletta, G, Strauss, JS, Swiatkowska, B, Trzaskowski, M, Turecki, G, Vilar-Ribo, L, Vincent, JB, Voelzke, H, Walters, JTR, Weickert, CS, Weickert, TW, Weissman, MM, Williams, LM, Wray, NR, Zai, CC, Ashley-Koch, AE, Beckham, JC, Hauser, ER, Hauser, MA, Kimbrel, NA, Lindquist, JH, McMahon, B, Oslin, DW, Qin, X, Agerbo, E, Borglum, AD, Breen, G, Erlangsen, A, Esko, T, Gelernter, J, Hougaard, DM, Kessler, RC, Kranzler, HR, Li, QS, Martin, NG, McIntosh, AM, Mors, O, Nordentoft, M, Olsen, CM, Porteous, D, Ursano, RJ, Wasserman, D, Werge, T, Whiteman, DC, Bulik, CM, Coon, H, Demontis, D, Docherty, AR, Kuo, P-H, Lewis, CM, Mann, JJ, Renteria, ME, Smith, DJ, Stahl, EA, Stein, MB, Streit, F, Willour, V, and Ruderfer, DM

Abstract

BACKGROUND: Suicide is a leading cause of death worldwide, and nonfatal suicide attempts, which occur far more frequently, are a major source of disability and social and economic burden. Both have substantial genetic etiology, which is partially shared and partially distinct from that of related psychiatric disorders. METHODS: We conducted a genome-wide association study (GWAS) of 29,782 suicide attempt (SA) cases and 519,961 controls in the International Suicide Genetics Consortium (ISGC). The GWAS of SA was conditioned on psychiatric disorders using GWAS summary statistics via multitrait-based conditional and joint analysis, to remove genetic effects on SA mediated by psychiatric disorders. We investigated the shared and divergent genetic architectures of SA, psychiatric disorders, and other known risk factors. RESULTS: Two loci reached genome-wide significance for SA: the major histocompatibility complex and an intergenic locus on chromosome 7, the latter of which remained associated with SA after conditioning on psychiatric disorders and replicated in an independent cohort from the Million Veteran Program. This locus has been implicated in risk-taking behavior, smoking, and insomnia. SA showed strong genetic correlation with psychiatric disorders, particularly major depression, and also with smoking, pain, risk-taking behavior, sleep disturbances, lower educational attainment, reproductive traits, lower socioeconomic status, and poorer general health. After conditioning on psychiatric disorders, the genetic correlations between SA and psychiatric disorders decreased, whereas those with nonpsychiatric traits remained largely unchanged. CONCLUSIONS: Our results identify a risk locus that contributes more strongly to SA than other phenotypes and suggest a shared underlying biology between SA and known risk factors that is not mediated by psychiatric disorders.

Published
2022

5. Identification of shared and differentiating genetic architecture for autism spectrum disorder, attention-deficit hyperactivity disorder and case subgroups

Author

Mattheisen, M., Grove, J, Als, T.D., Martin, J., Voloudakis, G., Meier, S., Demontis, D., Bendl, J., Walters, R., Carey, C.E., Rosengren, A., Strom, N.I., Hauberg, M.E., Zeng, B., Hoffman, G., Zhang, W, Bybjerg-Grauholm, J., Bækvad-Hansen, M., Agerbo, E., Cormand, B., Nordentoft, M., Werge, T., Mors, O., Hougaard, D.M., Buxbaum, J.D., Faraone, S.V, Franke, B., Dalsgaard, S., Mortensen, P.B., Robinson, E.B., Roussos, P., Neale, B.M., Daly, M.J., Børglum, A.D., Mattheisen, M., Grove, J, Als, T.D., Martin, J., Voloudakis, G., Meier, S., Demontis, D., Bendl, J., Walters, R., Carey, C.E., Rosengren, A., Strom, N.I., Hauberg, M.E., Zeng, B., Hoffman, G., Zhang, W, Bybjerg-Grauholm, J., Bækvad-Hansen, M., Agerbo, E., Cormand, B., Nordentoft, M., Werge, T., Mors, O., Hougaard, D.M., Buxbaum, J.D., Faraone, S.V, Franke, B., Dalsgaard, S., Mortensen, P.B., Robinson, E.B., Roussos, P., Neale, B.M., Daly, M.J., and Børglum, A.D.

Abstract

Item does not contain fulltext, Attention-deficit hyperactivity disorder (ADHD) and autism spectrum disorder (ASD) are highly heritable neurodevelopmental conditions, with considerable overlap in their genetic etiology. We dissected their shared and distinct genetic etiology by cross-disorder analyses of large datasets. We identified seven loci shared by the disorders and five loci differentiating them. All five differentiating loci showed opposite allelic directions in the two disorders and significant associations with other traits, including educational attainment, neuroticism and regional brain volume. Integration with brain transcriptome data enabled us to identify and prioritize several significantly associated genes. The shared genomic fraction contributing to both disorders was strongly correlated with other psychiatric phenotypes, whereas the differentiating portion was correlated most strongly with cognitive traits. Additional analyses revealed that individuals diagnosed with both ASD and ADHD were double-loaded with genetic predispositions for both disorders and showed distinctive patterns of genetic association with other traits compared with the ASD-only and ADHD-only subgroups. These results provide insights into the biological foundation of the development of one or both conditions and of the factors driving psychopathology discriminatively toward either ADHD or ASD.

Published
2022

9. Assessment of Bidirectional Relationships Between Physical Activity and Depression Among Adults A 2-Sample Mendelian Randomization Study

Author

Choi, K.W., Chen, C.Y., Stein, M.B., Klimentidis, Y.C., Wang, M.J., Koenen, K.C., Smoller, J.W., Wray, N.R., Ripke, S., Mattheisen, M., Trzaskowski, M., Byrne, E.M., Abdellaoui, A., Adams, M.J., Agerbo, E., Air, T., Andlauer, T.F.M., Bacanu, S.A., Baekvad-Hansen, M., Beekman, A.T.F., Bigdeli, T.B., Binder, E.B., Blackwood, D.H.R., Bryois, J., Buttenschon, H.N., Bybjerg-Grauholm, J., Cai, N., Castelao, E., Hvarregaard, J., Christensen, J.H., Clarke, T.K., Coleman, J.R.I., Colodro-Conde, L., Couvy-Duchesne, B., Craddock, N., Crawford, G.E., Davies, G., Deary, I.J., Degenhardt, F., Derks, E.M., Direk, N., Dolan, C.V., Dunn, E.C., Eley, T.C., Escott-Price, V., Kiadeh, F.F.H., Finucane, H.K., Forstner, A.J., Frank, J., Gaspar, H.A., Gill, M., Goes, F.S., Gordon, S.D., Grove, J., Hall, L.S., Hansen, C.S., Hansen, T.F., Herms, S., Hickie, I.B., Hoffmann, P., Homuth, G., Horn, C., Hottenga, J.J., Hougaard, D.M., Ising, M., Jansen, R., Jorgenson, E., Knowles, J.A., Kohane, I.S., Kraft, J., Kretzschmar, W., Krogh, J., Kutalik, Z., Li, Y.H., Lind, P.A., MacIntyre, D.J., MacKinnon, D.F., Maier, R.M., Marchini, J., McGrath, P., McGuffin, P., Medland, S.E., Mehta, D., Middeldorp, C.M., Mihailov, E., Milaneschi, Y., Milani, L., Mondimore, F.M., Montgomery, G.W., Mostafavi, S., Mullins, N., Nauck, M., Ng, B., Nivard, M.G., Nyholt, D.R., O'Reilly, P.F., Oskarsson, H., Owen, M.J., Painter, J.N., Pedersen, C.B., Pedersen, M.G., Peterson, R.E., Pettersson, E., Peyrot, W.J., Pistis, G., Posthuma, D., Quiroz, J.A., Qvist, P., Rice, J.P., Riley, B.P., Rivera, M., Saeed, S., Schoevers, R., Schulte, E.C., Shen, L., Shi, J.X., Shyn, S.I., Sigurdsson, E., Sinnamon, G.C.B., Smit, J.H., Smith, D.J., Stefansson, H., Steinberg, S., Streit, F., Strohmaier, J., Tansey, K.E., Teismann, H., Teumer, A., Thompson, W., Thomson, P.A., Thorgeirsson, T.E., Traylor, M., Treutlein, J., Trubetskoy, V., Uitterlinden, A.G., Umbricht, D., Auwera, S. van der, Hemert, A.M. van, Viktorin, A., Visscher, P.M., Wang, Y.P., Webb, B.T., Weinsheimer, S.M., Wellmann, J., Willemsen, G., Witt, S.H., Wu, Y., Xi, H.L.S., Yang, J., Zhang, F.T., Arolt, V., Baune, B.T., Berger, K., Boomsma, D.I., Cichon, S., Dannlowski, U., Geus, E.J.C. de, DePaulo, J.R., Domenici, E., Domschke, K., Esko, T., Grabe, H.J., Hamilton, S.P., Hayward, C., Heath, A.C., Kendler, K.S., Kloiber, S., Lewis, G., Li, Q.Q.S., Lucae, S., Madden, P.A.F., Magnusson, P.K., Martin, N.G., McIntosh, A.M., Metspalu, A., Mors, O., Mortensen, P.B., Nordentoft, M., Nothen, M.M., O'Donovan, M.C., Paciga, S.A., Pedersen, N.L., Penninx, B.W.J.H., Perlis, R.H., Porteous, D.J., Potash, J.B., Preisig, M., Rietschel, M., Schaefer, C., Schulze, T.G., Stefansson, K., Tiemeier, H., Uher, R., Volzke, H., Weissman, M.M., Werge, T., Lewis, C.M., Levinson, D.F., Breen, G., Borglum, A.D., Sullivan, P.F., Major Depressive Disorder Working, Epidemiology, Internal Medicine, Child and Adolescent Psychiatry / Psychology, Psychiatry, Biological Psychology, APH - Methodology, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Health Behaviors & Chronic Diseases, APH - Personalized Medicine, Complex Trait Genetics, Amsterdam Neuroscience - Complex Trait Genetics, APH - Mental Health, and Adult Psychiatry

Subjects
Adult, DISORDER, medicine.medical_specialty, Genome-wide association study, EXERCISE, CAUSALITY, 03 medical and health sciences, 0302 clinical medicine, SDG 3 - Good Health and Well-being, PEOPLE, Internal medicine, Accelerometry, Mendelian randomization, SCHIZOPHRENIA, Humans, Medicine, ANXIETY, Exercise, RISK, Depressive Disorder, Major, business.industry, Case-control study, SEDENTARY BEHAVIOR, Mendelian Randomization Analysis, Odds ratio, ASSOCIATION, Protective Factors, medicine.disease, 030227 psychiatry, Psychiatry and Mental health, Sample size determination, Case-Control Studies, Meta-analysis, Major depressive disorder, Self Report, business, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract

Importance: Increasing evidence shows that physical activity is associated with reduced risk for depression, pointing to a potential modifiable target for prevention. However, the causality and direction of this association are not clear; physical activity may protect against depression, and/or depression may result in decreased physical activity.Objective: To examine bidirectional relationships between physical activity and depression using a genetically informed method for assessing potential causal inference.Design, Setting, and Participants: This 2-sample mendelian randomization (MR) used independent top genetic variants associated with 2 physical activity phenotypes-self-reported (n = 377 234) and objective accelerometer-based (n = 91 084)-and with major depressive disorder (MDD) (n = 143 265) as genetic instruments from the largest available, nonoverlapping genome-wide association studies (GWAS). GWAS were previously conducted in diverse observational cohorts, including the UK Biobank (for physical activity) and participating studies in the Psychiatric Genomics Consortium (for MDD) among adults of European ancestry. Mendelian randomization estimates from each genetic instrument were combined using inverse variance weighted meta-analysis, with alternate methods (eg, weighted median, MR Egger, MR-Pleiotropy Residual Sum and Outlier [PRESSO]) and multiple sensitivity analyses to assess horizontal pleiotropy and remove outliers. Data were analyzed from May 10 through July 31, 2018.Main Outcomes and Measures: MDD and physical activity.Results: GWAS summary data were available for a combined sample size of 611 583 adult participants. Mendelian randomization evidence suggested a protective relationship between accelerometer-based activity and MDD (odds ratio [OR], 0.74 for MDD per 1-SD increase in mean acceleration; 95% CI, 0.59-0.92; P = .006). In contrast, there was no statistically significant relationship between MDD and accelerometer-based activity (β = -0.08 in mean acceleration per MDD vs control status; 95% CI, -0.47 to 0.32; P = .70). Furthermore, there was no significant relationship between self-reported activity and MDD (OR, 1.28 for MDD per 1-SD increase in metabolic-equivalent minutes of reported moderate-to-vigorous activity; 95% CI, 0.57-3.37; P = .48), or between MDD and self-reported activity (β = 0.02 per MDD in standardized metabolic-equivalent minutes of reported moderate-to-vigorous activity per MDD vs control status; 95% CI, -0.008 to 0.05; P = .15).Conclusions and Relevance: Using genetic instruments identified from large-scale GWAS, robust evidence supports a protective relationship between objectively assessed-but not self-reported-physical activity and the risk for MDD. Findings point to the importance of objective measurement of physical activity in epidemiologic studies of mental health and support the hypothesis that enhancing physical activity may be an effective prevention strategy for depression.

Published
2019
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12. Genome-wide association study of more than 40,000 bipolar disorder cases provides new insights into the underlying biology

Author

Mullins, N. Forstner, A.J. O’Connell, K.S. Coombes, B. Coleman, J.R.I. Qiao, Z. Als, T.D. Bigdeli, T.B. Børte, S. Bryois, J. Charney, A.W. Drange, O.K. Gandal, M.J. Hagenaars, S.P. Ikeda, M. Kamitaki, N. Kim, M. Krebs, K. Panagiotaropoulou, G. Schilder, B.M. Sloofman, L.G. Steinberg, S. Trubetskoy, V. Winsvold, B.S. Won, H.-H. Abramova, L. Adorjan, K. Agerbo, E. Al Eissa, M. Albani, D. Alliey-Rodriguez, N. Anjorin, A. Antilla, V. Antoniou, A. Awasthi, S. Baek, J.H. Bækvad-Hansen, M. Bass, N. Bauer, M. Beins, E.C. Bergen, S.E. Birner, A. Bøcker Pedersen, C. Bøen, E. Boks, M.P. Bosch, R. Brum, M. Brumpton, B.M. Brunkhorst-Kanaan, N. Budde, M. Bybjerg-Grauholm, J. Byerley, W. Cairns, M. Casas, M. Cervantes, P. Clarke, T.-K. Cruceanu, C. Cuellar-Barboza, A. Cunningham, J. Curtis, D. Czerski, P.M. Dale, A.M. Dalkner, N. David, F.S. Degenhardt, F. Djurovic, S. Dobbyn, A.L. Douzenis, A. Elvsåshagen, T. Escott-Price, V. Ferrier, I.N. Fiorentino, A. Foroud, T.M. Forty, L. Frank, J. Frei, O. Freimer, N.B. Frisén, L. Gade, K. Garnham, J. Gelernter, J. Giørtz Pedersen, M. Gizer, I.R. Gordon, S.D. Gordon-Smith, K. Greenwood, T.A. Grove, J. Guzman-Parra, J. Ha, K. Haraldsson, M. Hautzinger, M. Heilbronner, U. Hellgren, D. Herms, S. Hoffmann, P. Holmans, P.A. Huckins, L. Jamain, S. Johnson, J.S. Kalman, J.L. Kamatani, Y. Kennedy, J.L. Kittel-Schneider, S. Knowles, J.A. Kogevinas, M. Koromina, M. Kranz, T.M. Kranzler, H.R. Kubo, M. Kupka, R. Kushner, S.A. Lavebratt, C. Lawrence, J. Leber, M. Lee, H.-J. Lee, P.H. Levy, S.E. Lewis, C. Liao, C. Lucae, S. Lundberg, M. MacIntyre, D.J. Magnusson, S.H. Maier, W. Maihofer, A. Malaspina, D. Maratou, E. Martinsson, L. Mattheisen, M. McCarroll, S.A. McGregor, N.W. McGuffin, P. McKay, J.D. Medeiros, H. Medland, S.E. Millischer, V. Montgomery, G.W. Moran, J.L. Morris, D.W. Mühleisen, T.W. O’Brien, N. O’Donovan, C. Olde Loohuis, L.M. Oruc, L. Papiol, S. Pardiñas, A.F. Perry, A. Pfennig, A. Porichi, E. Potash, J.B. Quested, D. Raj, T. Rapaport, M.H. DePaulo, J.R. Regeer, E.J. Rice, J.P. Rivas, F. Rivera, M. Roth, J. Roussos, P. Ruderfer, D.M. Sánchez-Mora, C. Schulte, E.C. Senner, F. Sharp, S. Shilling, P.D. Sigurdsson, E. Sirignano, L. Slaney, C. Smeland, O.B. Smith, D.J. Sobell, J.L. Søholm Hansen, C. Soler Artigas, M. Spijker, A.T. Stein, D.J. Strauss, J.S. Świątkowska, B. Terao, C. Thorgeirsson, T.E. Toma, C. Tooney, P. Tsermpini, E.-E. Vawter, M.P. Vedder, H. Walters, J.T.R. Witt, S.H. Xi, S. Xu, W. Yang, J.M.K. Young, A.H. Young, H. Zandi, P.P. Zhou, H. Zillich, L. Adolfsson, R. Agartz, I. Alda, M. Alfredsson, L. Babadjanova, G. Backlund, L. Baune, B.T. Bellivier, F. Bengesser, S. Berrettini, W.H. Blackwood, D.H.R. Boehnke, M. Børglum, A.D. Breen, G. Carr, V.J. Catts, S. Corvin, A. Craddock, N. Dannlowski, U. Dikeos, D. Esko, T. Etain, B. Ferentinos, P. Frye, M. Fullerton, J.M. Gawlik, M. Gershon, E.S. Goes, F.S. Green, M.J. Grigoroiu-Serbanescu, M. Hauser, J. Henskens, F. Hillert, J. Hong, K.S. Hougaard, D.M. Hultman, C.M. Hveem, K. Iwata, N. Jablensky, A.V. Jones, I. Jones, L.A. Kahn, R.S. Kelsoe, J.R. Kirov, G. Landén, M. Leboyer, M. Lewis, C.M. Li, Q.S. Lissowska, J. Lochner, C. Loughland, C. Martin, N.G. Mathews, C.A. Mayoral, F. McElroy, S.L. McIntosh, A.M. McMahon, F.J. Melle, I. Michie, P. Milani, L. Mitchell, P.B. Morken, G. Mors, O. Mortensen, P.B. Mowry, B. Müller-Myhsok, B. Myers, R.M. Neale, B.M. Nievergelt, C.M. Nordentoft, M. Nöthen, M.M. O’Donovan, M.C. Oedegaard, K.J. Olsson, T. Owen, M.J. Paciga, S.A. Pantelis, C. Pato, C. Pato, M.T. Patrinos, G.P. Perlis, R.H. Posthuma, D. Ramos-Quiroga, J.A. Reif, A. Reininghaus, E.Z. Ribasés, M. Rietschel, M. Ripke, S. Rouleau, G.A. Saito, T. Schall, U. Schalling, M. Schofield, P.R. Schulze, T.G. Scott, L.J. Scott, R.J. Serretti, A. Shannon Weickert, C. Smoller, J.W. Stefansson, H. Stefansson, K. Stordal, E. Streit, F. Sullivan, P.F. Turecki, G. Vaaler, A.E. Vieta, E. Vincent, J.B. Waldman, I.D. Weickert, T.W. Werge, T. Wray, N.R. Zwart, J.-A. Biernacka, J.M. Nurnberger, J.I. Cichon, S. Edenberg, H.J. Stahl, E.A. McQuillin, A. Di Florio, A. Ophoff, R.A. Andreassen, O.A. HUNT All-In Psychiatry

Abstract

Bipolar disorder is a heritable mental illness with complex etiology. We performed a genome-wide association study of 41,917 bipolar disorder cases and 371,549 controls of European ancestry, which identified 64 associated genomic loci. Bipolar disorder risk alleles were enriched in genes in synaptic signaling pathways and brain-expressed genes, particularly those with high specificity of expression in neurons of the prefrontal cortex and hippocampus. Significant signal enrichment was found in genes encoding targets of antipsychotics, calcium channel blockers, antiepileptics and anesthetics. Integrating expression quantitative trait locus data implicated 15 genes robustly linked to bipolar disorder via gene expression, encoding druggable targets such as HTR6, MCHR1, DCLK3 and FURIN. Analyses of bipolar disorder subtypes indicated high but imperfect genetic correlation between bipolar disorder type I and II and identified additional associated loci. Together, these results advance our understanding of the biological etiology of bipolar disorder, identify novel therapeutic leads and prioritize genes for functional follow-up studies. © 2021, The Author(s), under exclusive licence to Springer Nature America, Inc.

Published
2021

13. Sex-Dependent Shared and Nonshared Genetic Architecture Across Mood and Psychotic Disorders

Author

Blokland, GAM, Grove, J, Chen, CY, Cotsapas, C, Tobet, S, Handa, R, Ripke, S, Neale, BM, Corvin, A, Walters, JTR, Farh, KH, Holmans, PA, Lee, P, Bulik-Sullivan, B, Collier, DA, Huang, H, Pers, TH, Agartz, I, Agerbo, E, Albus, M, Alexander, M, Amin, F, Bacanu, SA, Begemann, M, Belliveau, RA, Bene, J, Bergen, SE, Bevilacqua, E, Bigdeli, TB, Black, DW, Bruggeman, R, Buccola, NG, Buckner, RL, Byerley, W, Cahn, W, Cai, G, Campion, D, Cantor, RM, Carr, VJ, Carrera, N, Catts, SV, Chambert, KD, Chan, RCK, Chen, RYL, Chen, EYH, Cheng, W, Cheung, EFC, Chong, SA, Cloninger, CR, Cohen, D, Cohen, N, Cormican, P, Craddock, N, Crowley, JJ, Curtis, D, Davidson, M, Davis, KL, Degenhardt, F, Del Favero, J, Demontis, D, Dikeos, D, Dinan, T, Djurovic, S, Donohoe, G, Drapeau, E, Duan, J, Dudbridge, F, Durmishi, N, Eichhammer, P, Eriksson, J, Escott-Price, V, Essioux, L, Fanous, AH, Farrell, MS, Frank, J, Franke, L, Freedman, R, Freimer, NB, Friedl, M, Friedman, JI, Fromer, M, Genovese, G, Georgieva, L, Giegling, I, Giusti-Rodríguez, P, Godard, S, Goldstein, JI, Golimbet, V, Gopal, S, Gratten, J, de Haan, L, Hammer, C, Hamshere, ML, Hansen, M, Hansen, T, Haroutunian, V, Hartmann, AM, Henskens, FA, Herms, S, Hirschhorn, JN, Blokland, GAM, Grove, J, Chen, CY, Cotsapas, C, Tobet, S, Handa, R, Ripke, S, Neale, BM, Corvin, A, Walters, JTR, Farh, KH, Holmans, PA, Lee, P, Bulik-Sullivan, B, Collier, DA, Huang, H, Pers, TH, Agartz, I, Agerbo, E, Albus, M, Alexander, M, Amin, F, Bacanu, SA, Begemann, M, Belliveau, RA, Bene, J, Bergen, SE, Bevilacqua, E, Bigdeli, TB, Black, DW, Bruggeman, R, Buccola, NG, Buckner, RL, Byerley, W, Cahn, W, Cai, G, Campion, D, Cantor, RM, Carr, VJ, Carrera, N, Catts, SV, Chambert, KD, Chan, RCK, Chen, RYL, Chen, EYH, Cheng, W, Cheung, EFC, Chong, SA, Cloninger, CR, Cohen, D, Cohen, N, Cormican, P, Craddock, N, Crowley, JJ, Curtis, D, Davidson, M, Davis, KL, Degenhardt, F, Del Favero, J, Demontis, D, Dikeos, D, Dinan, T, Djurovic, S, Donohoe, G, Drapeau, E, Duan, J, Dudbridge, F, Durmishi, N, Eichhammer, P, Eriksson, J, Escott-Price, V, Essioux, L, Fanous, AH, Farrell, MS, Frank, J, Franke, L, Freedman, R, Freimer, NB, Friedl, M, Friedman, JI, Fromer, M, Genovese, G, Georgieva, L, Giegling, I, Giusti-Rodríguez, P, Godard, S, Goldstein, JI, Golimbet, V, Gopal, S, Gratten, J, de Haan, L, Hammer, C, Hamshere, ML, Hansen, M, Hansen, T, Haroutunian, V, Hartmann, AM, Henskens, FA, Herms, S, and Hirschhorn, JN

Abstract

Background: Sex differences in incidence and/or presentation of schizophrenia (SCZ), major depressive disorder (MDD), and bipolar disorder (BIP) are pervasive. Previous evidence for shared genetic risk and sex differences in brain abnormalities across disorders suggest possible shared sex-dependent genetic risk. Methods: We conducted the largest to date genome-wide genotype-by-sex (G×S) interaction of risk for these disorders using 85,735 cases (33,403 SCZ, 19,924 BIP, and 32,408 MDD) and 109,946 controls from the PGC (Psychiatric Genomics Consortium) and iPSYCH. Results: Across disorders, genome-wide significant single nucleotide polymorphism–by-sex interaction was detected for a locus encompassing NKAIN2 (rs117780815, p = 3.2 × 10−8), which interacts with sodium/potassium-transporting ATPase (adenosine triphosphatase) enzymes, implicating neuronal excitability. Three additional loci showed evidence (p < 1 × 10−6) for cross-disorder G×S interaction (rs7302529, p = 1.6 × 10−7; rs73033497, p = 8.8 × 10−7; rs7914279, p = 6.4 × 10−7), implicating various functions. Gene-based analyses identified G×S interaction across disorders (p = 8.97 × 10−7) with transcriptional inhibitor SLTM. Most significant in SCZ was a MOCOS gene locus (rs11665282, p = 1.5 × 10−7), implicating vascular endothelial cells. Secondary analysis of the PGC-SCZ dataset detected an interaction (rs13265509, p = 1.1 × 10−7) in a locus containing IDO2, a kynurenine pathway enzyme with immunoregulatory functions implicated in SCZ, BIP, and MDD. Pathway enrichment analysis detected significant G×S interaction of genes regulating vascular endothelial growth factor receptor signaling in MDD (false discovery rate-corrected p < .05). Conclusions: In the largest genome-wide G×S analysis of mood and psychotic disorders to date, there was substantial genetic overlap between the sexes. However, significant sex-dependent effects were enriched for genes related to neuronal development and immune and vascular functio

Published
2021

14. Bipolar multiplex families have an increased burden of common risk variants for psychiatric disorders

Author

Andlauer, TFM, Guzman-Parra, J, Streit, F, Strohmaier, J, González, MJ, Gil Flores, S, Cabaleiro Fabeiro, FJ, del Río Noriega, F, Perez, FP, Haro González, J, Orozco Diaz, G, de Diego-Otero, Y, Moreno-Küstner, B, Auburger, G, Degenhardt, F, Heilmann-Heimbach, S, Herms, S, Hoffmann, P, Frank, J, Foo, JC, Treutlein, J, Witt, SH, Cichon, S, Kogevinas, M, Stahl, EA, Breen, G, Forstner, AJ, McQuillin, A, Ripke, S, Trubetskoy, V, Mattheisen, M, Wang, Y, Coleman, JRI, Gaspar, HA, de Leeuw, CA, Steinberg, S, Pavlides, JMW, Trzaskowski, M, Pers, TH, Holmans, PA, Abbott, L, Agerbo, E, Akil, H, Albani, D, Alliey-Rodriguez, N, Als, TD, Anjorin, A, Antilla, V, Awasthi, S, Badner, JA, Bækvad-Hansen, M, Barchas, JD, Bass, N, Bauer, M, Belliveau, R, Bergen, SE, Pedersen, CB, Bøen, E, Boks, M, Boocock, J, Budde, M, Bunney, W, Burmeister, M, Bybjerg-Grauholm, J, Byerley, W, Casas, M, Cerrato, F, Cervantes, P, Chambert, K, Charney, AW, Chen, D, Churchhouse, C, Clarke, TK, Coryell, W, Craig, DW, Cruceanu, C, Czerski, PM, Dale, AM, de Jong, S, Del-Favero, J, DePaulo, JR, Djurovic, S, Dobbyn, AL, Dumont, A, Elvsåshagen, T, Escott-Price, V, Fan, CC, Fischer, SB, Flickinger, M, Foroud, TM, Forty, L, Fraser, C, Freimer, NB, Frisén, L, Gade, K, Gage, D, Garnham, J, Giambartolomei, C, Andlauer, TFM, Guzman-Parra, J, Streit, F, Strohmaier, J, González, MJ, Gil Flores, S, Cabaleiro Fabeiro, FJ, del Río Noriega, F, Perez, FP, Haro González, J, Orozco Diaz, G, de Diego-Otero, Y, Moreno-Küstner, B, Auburger, G, Degenhardt, F, Heilmann-Heimbach, S, Herms, S, Hoffmann, P, Frank, J, Foo, JC, Treutlein, J, Witt, SH, Cichon, S, Kogevinas, M, Stahl, EA, Breen, G, Forstner, AJ, McQuillin, A, Ripke, S, Trubetskoy, V, Mattheisen, M, Wang, Y, Coleman, JRI, Gaspar, HA, de Leeuw, CA, Steinberg, S, Pavlides, JMW, Trzaskowski, M, Pers, TH, Holmans, PA, Abbott, L, Agerbo, E, Akil, H, Albani, D, Alliey-Rodriguez, N, Als, TD, Anjorin, A, Antilla, V, Awasthi, S, Badner, JA, Bækvad-Hansen, M, Barchas, JD, Bass, N, Bauer, M, Belliveau, R, Bergen, SE, Pedersen, CB, Bøen, E, Boks, M, Boocock, J, Budde, M, Bunney, W, Burmeister, M, Bybjerg-Grauholm, J, Byerley, W, Casas, M, Cerrato, F, Cervantes, P, Chambert, K, Charney, AW, Chen, D, Churchhouse, C, Clarke, TK, Coryell, W, Craig, DW, Cruceanu, C, Czerski, PM, Dale, AM, de Jong, S, Del-Favero, J, DePaulo, JR, Djurovic, S, Dobbyn, AL, Dumont, A, Elvsåshagen, T, Escott-Price, V, Fan, CC, Fischer, SB, Flickinger, M, Foroud, TM, Forty, L, Fraser, C, Freimer, NB, Frisén, L, Gade, K, Gage, D, Garnham, J, and Giambartolomei, C

Abstract

Multiplex families with a high prevalence of a psychiatric disorder are often examined to identify rare genetic variants with large effect sizes. In the present study, we analysed whether the risk for bipolar disorder (BD) in BD multiplex families is influenced by common genetic variants. Furthermore, we investigated whether this risk is conferred mainly by BD-specific risk variants or by variants also associated with the susceptibility to schizophrenia or major depression. In total, 395 individuals from 33 Andalusian BD multiplex families (166 BD, 78 major depressive disorder, 151 unaffected) as well as 438 subjects from an independent, BD case/control cohort (161 unrelated BD, 277 unrelated controls) were analysed. Polygenic risk scores (PRS) for BD, schizophrenia (SCZ), and major depression were calculated and compared between the cohorts. Both the familial BD cases and unaffected family members had higher PRS for all three psychiatric disorders than the independent controls, with BD and SCZ being significant after correction for multiple testing, suggesting a high baseline risk for several psychiatric disorders in the families. Moreover, familial BD cases showed significantly higher BD PRS than unaffected family members and unrelated BD cases. A plausible hypothesis is that, in multiplex families with a general increase in risk for psychiatric disease, BD development is attributable to a high burden of common variants that confer a specific risk for BD. The present analyses demonstrated that common genetic risk variants for psychiatric disorders are likely to contribute to the high incidence of affective psychiatric disorders in the multiplex families. However, the PRS explained only part of the observed phenotypic variance, and rare variants might have also contributed to disease development.

Published
2021

15. Genome-wide association study of more than 40,000 bipolar disorder cases provides new insights into the underlying biology

Author

Mullins, N, Forstner, AJ, O'Connell, KS, Coombes, B, Coleman, JR, Qiao, Z, Als, TD, Bigdeli, TB, Borte, S, Bryois, J, Charney, AW, Drange, OK, Gandal, MJ, Hagenaars, SP, Ikeda, M, Kamitaki, N, Kim, M, Krebs, K, Panagiotaropoulou, G, Schilder, BM, Sloofman, LG, Steinberg, S, Trubetskoy, V, Winsvold, BS, Won, H-H, Abramova, L, Adorjan, K, Agerbo, E, Al Eissa, M, Albani, D, Alliey-Rodriguez, N, Anjorin, A, Antilla, V, Antoniou, A, Awasthi, S, Baek, JH, Baekvad-Hansen, M, Bass, N, Bauer, M, Beins, EC, Bergen, SE, Birner, A, Pedersen, CB, Boen, E, Boks, MP, Bosch, R, Brum, M, Brumpton, BM, Brunkhorst-Kanaan, N, Budde, M, Bybjerg-Grauholm, J, Byerley, W, Cairns, M, Casas, M, Cervantes, P, Clarke, T-K, Cruceanu, C, Cuellar-Barboza, A, Cunningham, J, Curtis, D, Czerski, PM, Dale, AM, Dalkner, N, David, FS, Degenhardt, F, Djurovic, S, Dobbyn, AL, Douzenis, A, Elvsashagen, T, Escott-Price, V, Ferrier, IN, Fiorentino, A, Foroud, TM, Forty, L, Frank, J, Frei, O, Freimer, NB, Frisen, L, Gade, K, Garnham, J, Gelernter, J, Pedersen, MG, Gizer, IR, Gordon, SD, Gordon-Smith, K, Greenwood, TA, Grove, J, Guzman-Parra, J, Ha, K, Haraldsson, M, Hautzinger, M, Heilbronner, U, Hellgren, D, Herms, S, Hoffmann, P, Holmans, PA, Huckins, L, Jamain, S, Johnson, JS, Kalman, JL, Kamatani, Y, Kennedy, JL, Kittel-Schneider, S, Knowles, JA, Kogevinas, M, Koromina, M, Kranz, TM, Kranzler, HR, Kubo, M, Kupka, R, Kushner, SA, Lavebratt, C, Lawrence, J, Leber, M, Lee, H-J, Lee, PH, Levy, SE, Lewis, C, Liao, C, Lucae, S, Lundberg, M, MacIntyre, DJ, Maier, W, Maihofer, A, Malaspina, D, Maratou, E, Martinsson, L, Mattheisen, M, McCarroll, SA, McGregor, NW, McGuffin, P, McKay, JD, Medeiros, H, Medland, SE, Millischer, V, Montgomery, GW, Moran, JL, Morris, DW, Muhleisen, TW, O'Brien, N, O'Donovan, C, Loohuis, LMO, Oruc, L, Papiol, S, Pardinas, AF, Perry, A, Pfennig, A, Porichi, E, Potash, JB, Quested, D, Raj, T, Rapaport, MH, DePaulo, JR, Regeer, EJ, Rice, JP, Rivas, F, Rivera, M, Roth, J, Roussos, P, Ruderfer, DM, Sanchez-Mora, C, Schulte, EC, Senner, F, Sharp, S, Shilling, PD, Sigurdsson, E, Sirignano, L, Slaney, C, Smeland, OB, Sobell, JL, Hansen, CS, Artigas, MS, Spijker, AT, Stein, DJ, Strauss, JS, Swiatkowska, B, Terao, C, Thorgeirsson, TE, Toma, C, Tooney, P, Tsermpini, E-E, Vawter, MP, Vedder, H, Walters, JTR, Witt, SH, Xi, S, Xu, W, Yang, JMK, Young, AH, Young, H, Zandi, PP, Zhou, H, Zillich, L, Adolfsson, R, Agartz, I, Alda, M, Alfredsson, L, Babadjanova, G, Backlund, L, Baune, BT, Bellivier, F, Bengesser, S, Berrettini, WH, Blackwood, DHR, Boehnke, M, Borglum, AD, Breen, G, Carr, VJ, Catts, S, Corvin, A, Craddock, N, Dannlowski, U, Dikeos, D, Esko, T, Etain, B, Ferentinos, P, Frye, M, Fullerton, JM, Gawlik, M, Gershon, ES, Goes, F, Green, MJ, Grigoroiu-Serbanescu, M, Hauser, J, Henskens, F, Hillert, J, Hong, KS, Hougaard, DM, Hultman, CM, Hveem, K, Iwata, N, Jablensky, A, Jones, I, Jones, LA, Kahn, RS, Kelsoe, JR, Kirov, G, Landen, M, Leboyer, M, Lewis, CM, Li, QS, Lissowska, J, Lochner, C, Loughland, C, Martin, NG, Mathews, CA, Mayoral, F, McElroy, SL, McIntosh, AM, McMahon, FJ, Melle, I, Michie, P, Milani, L, Mitchell, PB, Morken, G, Mors, O, Mortensen, PB, Mowry, B, Muller-Myhsok, B, Myers, RM, Neale, BM, Nievergelt, CM, Nordentoft, M, Nothen, MM, ODonovan, MC, Oedegaard, KJ, Olsson, T, Owen, MJ, Paciga, SA, Pantelis, C, Pato, C, Pato, MT, Patrinos, GP, Perlis, RH, Posthuma, D, Ramos-Quiroga, JA, Reif, A, Reininghaus, EZ, Ribases, M, Rietschel, M, Ripke, S, Rouleau, GA, Saito, T, Schall, U, Schalling, M, Schofield, PR, Schulze, TG, Scott, LJ, Scott, RJ, Serretti, A, Weickert, CS, Smoller, JW, Stefansson, H, Stefansson, K, Stordal, E, Streit, F, Sullivan, PF, Turecki, G, Vaaler, AE, Vieta, E, Vincent, JB, Waldman, ID, Weickert, TW, Werge, T, Wray, NR, Zwart, J, Biernacka, JM, Nurnberger, J, Cichon, S, Edenberg, HJ, Stahl, EA, McQuillin, A, Di Florio, A, Ophoff, RA, Andreassen, OA, Mullins, N, Forstner, AJ, O'Connell, KS, Coombes, B, Coleman, JR, Qiao, Z, Als, TD, Bigdeli, TB, Borte, S, Bryois, J, Charney, AW, Drange, OK, Gandal, MJ, Hagenaars, SP, Ikeda, M, Kamitaki, N, Kim, M, Krebs, K, Panagiotaropoulou, G, Schilder, BM, Sloofman, LG, Steinberg, S, Trubetskoy, V, Winsvold, BS, Won, H-H, Abramova, L, Adorjan, K, Agerbo, E, Al Eissa, M, Albani, D, Alliey-Rodriguez, N, Anjorin, A, Antilla, V, Antoniou, A, Awasthi, S, Baek, JH, Baekvad-Hansen, M, Bass, N, Bauer, M, Beins, EC, Bergen, SE, Birner, A, Pedersen, CB, Boen, E, Boks, MP, Bosch, R, Brum, M, Brumpton, BM, Brunkhorst-Kanaan, N, Budde, M, Bybjerg-Grauholm, J, Byerley, W, Cairns, M, Casas, M, Cervantes, P, Clarke, T-K, Cruceanu, C, Cuellar-Barboza, A, Cunningham, J, Curtis, D, Czerski, PM, Dale, AM, Dalkner, N, David, FS, Degenhardt, F, Djurovic, S, Dobbyn, AL, Douzenis, A, Elvsashagen, T, Escott-Price, V, Ferrier, IN, Fiorentino, A, Foroud, TM, Forty, L, Frank, J, Frei, O, Freimer, NB, Frisen, L, Gade, K, Garnham, J, Gelernter, J, Pedersen, MG, Gizer, IR, Gordon, SD, Gordon-Smith, K, Greenwood, TA, Grove, J, Guzman-Parra, J, Ha, K, Haraldsson, M, Hautzinger, M, Heilbronner, U, Hellgren, D, Herms, S, Hoffmann, P, Holmans, PA, Huckins, L, Jamain, S, Johnson, JS, Kalman, JL, Kamatani, Y, Kennedy, JL, Kittel-Schneider, S, Knowles, JA, Kogevinas, M, Koromina, M, Kranz, TM, Kranzler, HR, Kubo, M, Kupka, R, Kushner, SA, Lavebratt, C, Lawrence, J, Leber, M, Lee, H-J, Lee, PH, Levy, SE, Lewis, C, Liao, C, Lucae, S, Lundberg, M, MacIntyre, DJ, Maier, W, Maihofer, A, Malaspina, D, Maratou, E, Martinsson, L, Mattheisen, M, McCarroll, SA, McGregor, NW, McGuffin, P, McKay, JD, Medeiros, H, Medland, SE, Millischer, V, Montgomery, GW, Moran, JL, Morris, DW, Muhleisen, TW, O'Brien, N, O'Donovan, C, Loohuis, LMO, Oruc, L, Papiol, S, Pardinas, AF, Perry, A, Pfennig, A, Porichi, E, Potash, JB, Quested, D, Raj, T, Rapaport, MH, DePaulo, JR, Regeer, EJ, Rice, JP, Rivas, F, Rivera, M, Roth, J, Roussos, P, Ruderfer, DM, Sanchez-Mora, C, Schulte, EC, Senner, F, Sharp, S, Shilling, PD, Sigurdsson, E, Sirignano, L, Slaney, C, Smeland, OB, Sobell, JL, Hansen, CS, Artigas, MS, Spijker, AT, Stein, DJ, Strauss, JS, Swiatkowska, B, Terao, C, Thorgeirsson, TE, Toma, C, Tooney, P, Tsermpini, E-E, Vawter, MP, Vedder, H, Walters, JTR, Witt, SH, Xi, S, Xu, W, Yang, JMK, Young, AH, Young, H, Zandi, PP, Zhou, H, Zillich, L, Adolfsson, R, Agartz, I, Alda, M, Alfredsson, L, Babadjanova, G, Backlund, L, Baune, BT, Bellivier, F, Bengesser, S, Berrettini, WH, Blackwood, DHR, Boehnke, M, Borglum, AD, Breen, G, Carr, VJ, Catts, S, Corvin, A, Craddock, N, Dannlowski, U, Dikeos, D, Esko, T, Etain, B, Ferentinos, P, Frye, M, Fullerton, JM, Gawlik, M, Gershon, ES, Goes, F, Green, MJ, Grigoroiu-Serbanescu, M, Hauser, J, Henskens, F, Hillert, J, Hong, KS, Hougaard, DM, Hultman, CM, Hveem, K, Iwata, N, Jablensky, A, Jones, I, Jones, LA, Kahn, RS, Kelsoe, JR, Kirov, G, Landen, M, Leboyer, M, Lewis, CM, Li, QS, Lissowska, J, Lochner, C, Loughland, C, Martin, NG, Mathews, CA, Mayoral, F, McElroy, SL, McIntosh, AM, McMahon, FJ, Melle, I, Michie, P, Milani, L, Mitchell, PB, Morken, G, Mors, O, Mortensen, PB, Mowry, B, Muller-Myhsok, B, Myers, RM, Neale, BM, Nievergelt, CM, Nordentoft, M, Nothen, MM, ODonovan, MC, Oedegaard, KJ, Olsson, T, Owen, MJ, Paciga, SA, Pantelis, C, Pato, C, Pato, MT, Patrinos, GP, Perlis, RH, Posthuma, D, Ramos-Quiroga, JA, Reif, A, Reininghaus, EZ, Ribases, M, Rietschel, M, Ripke, S, Rouleau, GA, Saito, T, Schall, U, Schalling, M, Schofield, PR, Schulze, TG, Scott, LJ, Scott, RJ, Serretti, A, Weickert, CS, Smoller, JW, Stefansson, H, Stefansson, K, Stordal, E, Streit, F, Sullivan, PF, Turecki, G, Vaaler, AE, Vieta, E, Vincent, JB, Waldman, ID, Weickert, TW, Werge, T, Wray, NR, Zwart, J, Biernacka, JM, Nurnberger, J, Cichon, S, Edenberg, HJ, Stahl, EA, McQuillin, A, Di Florio, A, Ophoff, RA, and Andreassen, OA

Abstract

Bipolar disorder is a heritable mental illness with complex etiology. We performed a genome-wide association study of 41,917 bipolar disorder cases and 371,549 controls of European ancestry, which identified 64 associated genomic loci. Bipolar disorder risk alleles were enriched in genes in synaptic signaling pathways and brain-expressed genes, particularly those with high specificity of expression in neurons of the prefrontal cortex and hippocampus. Significant signal enrichment was found in genes encoding targets of antipsychotics, calcium channel blockers, antiepileptics and anesthetics. Integrating expression quantitative trait locus data implicated 15 genes robustly linked to bipolar disorder via gene expression, encoding druggable targets such as HTR6, MCHR1, DCLK3 and FURIN. Analyses of bipolar disorder subtypes indicated high but imperfect genetic correlation between bipolar disorder type I and II and identified additional associated loci. Together, these results advance our understanding of the biological etiology of bipolar disorder, identify novel therapeutic leads and prioritize genes for functional follow-up studies.

Published
2021

16. Classical Human Leukocyte Antigen Alleles and C4 Haplotypes Are Not Significantly Associated With Depression

Author

Glanville, KP, Coleman, JR, Hanscombe, KB, Euesden, J, Choi, SW, Purves, KL, Breen, G, Air, TM, Andlauer, TFM, Baune, BT, Binder, EB, Blackwood, DHR, Boomsma, D, Buttenschon, HN, Colodro-Conde, L, Dannlowski, U, Direk, N, Dunn, EC, Forstner, AJ, de Geus, EJC, Grabe, HJ, Hamilton, SP, Jones, I, Jones, LA, Knowles, JA, Kutalik, Z, Levinson, DF, Lewis, G, Lind, PA, Lucae, S, Magnusson, PK, McGuffin, P, McIntosh, AM, Milaneschi, Y, Mors, O, Mostafavi, S, Mueller-Myhsok, B, Pedersen, NL, Penninx, BWJH, Potash, JB, Preisig, M, Ripke, S, Shi, J, Shyn, S, Smoller, JW, Streit, F, Sullivan, PF, Tiemeier, H, Uher, R, Van der Auwera, S, Weissman, MM, O'Reilly, PF, Lewis, CM, Wray, NR, Mattheisen, M, Trzaskowski, M, Byrne, EM, Abdellaoui, A, Adams, MJ, Agerbo, E, Bacanu, S-A, Baekvad-Hansen, M, Beekman, ATF, Bigdeli, TB, Bryois, J, Bybjerg-Grauholm, J, Cai, N, Castelao, E, Christensen, JH, Clarke, T-K, Couvy-Duchesne, B, Craddock, N, Crawford, GE, Davies, G, Deary, IJ, Degenhardt, F, Derks, EM, Dolan, C, Eley, TC, Escott-Price, V, Kiadeh, FFH, Finucane, HK, Foo, JC, Frank, J, Gaspar, HA, Gill, M, Goes, FS, Gordon, SD, Grove, J, Hall, LS, Hansen, CS, Hansen, TF, Herms, S, Hickie, IB, Hoffmann, P, Homuth, G, Horn, C, Hottenga, J-J, Hougaard, DM, Howard, DM, Ising, M, Jansen, R, Jorgenson, E, Kohane, IS, Kraft, J, Kretzschmar, WW, Li, Y, MacIntyre, DJ, MacKinnon, DF, Maier, RM, Maier, W, Marchini, J, Mbarek, H, McGrath, P, Medland, SE, Mehta, D, Middeldorp, CM, Mihailov, E, Milani, L, Mondimore, FM, Montgomery, GW, Mullins, N, Nauck, M, Ng, B, Nivard, MG, Nyholt, DR, Oskarsson, H, Owen, MJ, Painter, JN, Pedersen, CB, Pedersen, MG, Peterson, RE, Pettersson, E, Peyrot, WJ, Pistis, G, Posthuma, D, Quiroz, JA, Qvist, P, Rice, JP, Riley, BP, Rivera, M, Mirza, SS, Schoevers, R, Schulte, EC, Shen, L, Sigurdsson, E, Sinnamon, GCB, Smit, JH, Smith, DJ, Stefansson, H, Steinberg, S, Strohmaier, J, Tansey, KE, Teismann, H, Teumer, A, Thompson, W, Thomson, PA, Thorgeirsson, TE, Traylor, M, Treutlein, J, Trubetskoy, V, Uitterlinden, AG, Umbricht, D, van Hemert, AM, Viktorin, A, Visscher, PM, Wang, Y, Webb, BT, Weinsheimer, SM, Wellmann, J, Willemsen, G, Witt, SH, Wu, Y, Xi, HS, Yang, J, Zhang, F, Arolt, V, Berger, K, Cichon, S, DePaulo, JR, Domenici, E, Domschke, K, Esko, T, Hayward, C, Heath, AC, Kendler, KS, Kloiber, S, Li, QS, Madden, PAF, Martin, NG, Metspalu, A, Mortensen, PB, Nordentoft, M, Noethen, MM, O'Donovan, MC, Paciga, SA, Perlis, RH, Porteous, DJ, Rietschel, M, Schaefer, C, Schulze, TG, Stefansson, K, Voelzke, H, Werge, T, Borglum, AD, Glanville, KP, Coleman, JR, Hanscombe, KB, Euesden, J, Choi, SW, Purves, KL, Breen, G, Air, TM, Andlauer, TFM, Baune, BT, Binder, EB, Blackwood, DHR, Boomsma, D, Buttenschon, HN, Colodro-Conde, L, Dannlowski, U, Direk, N, Dunn, EC, Forstner, AJ, de Geus, EJC, Grabe, HJ, Hamilton, SP, Jones, I, Jones, LA, Knowles, JA, Kutalik, Z, Levinson, DF, Lewis, G, Lind, PA, Lucae, S, Magnusson, PK, McGuffin, P, McIntosh, AM, Milaneschi, Y, Mors, O, Mostafavi, S, Mueller-Myhsok, B, Pedersen, NL, Penninx, BWJH, Potash, JB, Preisig, M, Ripke, S, Shi, J, Shyn, S, Smoller, JW, Streit, F, Sullivan, PF, Tiemeier, H, Uher, R, Van der Auwera, S, Weissman, MM, O'Reilly, PF, Lewis, CM, Wray, NR, Mattheisen, M, Trzaskowski, M, Byrne, EM, Abdellaoui, A, Adams, MJ, Agerbo, E, Bacanu, S-A, Baekvad-Hansen, M, Beekman, ATF, Bigdeli, TB, Bryois, J, Bybjerg-Grauholm, J, Cai, N, Castelao, E, Christensen, JH, Clarke, T-K, Couvy-Duchesne, B, Craddock, N, Crawford, GE, Davies, G, Deary, IJ, Degenhardt, F, Derks, EM, Dolan, C, Eley, TC, Escott-Price, V, Kiadeh, FFH, Finucane, HK, Foo, JC, Frank, J, Gaspar, HA, Gill, M, Goes, FS, Gordon, SD, Grove, J, Hall, LS, Hansen, CS, Hansen, TF, Herms, S, Hickie, IB, Hoffmann, P, Homuth, G, Horn, C, Hottenga, J-J, Hougaard, DM, Howard, DM, Ising, M, Jansen, R, Jorgenson, E, Kohane, IS, Kraft, J, Kretzschmar, WW, Li, Y, MacIntyre, DJ, MacKinnon, DF, Maier, RM, Maier, W, Marchini, J, Mbarek, H, McGrath, P, Medland, SE, Mehta, D, Middeldorp, CM, Mihailov, E, Milani, L, Mondimore, FM, Montgomery, GW, Mullins, N, Nauck, M, Ng, B, Nivard, MG, Nyholt, DR, Oskarsson, H, Owen, MJ, Painter, JN, Pedersen, CB, Pedersen, MG, Peterson, RE, Pettersson, E, Peyrot, WJ, Pistis, G, Posthuma, D, Quiroz, JA, Qvist, P, Rice, JP, Riley, BP, Rivera, M, Mirza, SS, Schoevers, R, Schulte, EC, Shen, L, Sigurdsson, E, Sinnamon, GCB, Smit, JH, Smith, DJ, Stefansson, H, Steinberg, S, Strohmaier, J, Tansey, KE, Teismann, H, Teumer, A, Thompson, W, Thomson, PA, Thorgeirsson, TE, Traylor, M, Treutlein, J, Trubetskoy, V, Uitterlinden, AG, Umbricht, D, van Hemert, AM, Viktorin, A, Visscher, PM, Wang, Y, Webb, BT, Weinsheimer, SM, Wellmann, J, Willemsen, G, Witt, SH, Wu, Y, Xi, HS, Yang, J, Zhang, F, Arolt, V, Berger, K, Cichon, S, DePaulo, JR, Domenici, E, Domschke, K, Esko, T, Hayward, C, Heath, AC, Kendler, KS, Kloiber, S, Li, QS, Madden, PAF, Martin, NG, Metspalu, A, Mortensen, PB, Nordentoft, M, Noethen, MM, O'Donovan, MC, Paciga, SA, Perlis, RH, Porteous, DJ, Rietschel, M, Schaefer, C, Schulze, TG, Stefansson, K, Voelzke, H, Werge, T, and Borglum, AD

Abstract

BACKGROUND: The prevalence of depression is higher in individuals with autoimmune diseases, but the mechanisms underlying the observed comorbidities are unknown. Shared genetic etiology is a plausible explanation for the overlap, and in this study we tested whether genetic variation in the major histocompatibility complex (MHC), which is associated with risk for autoimmune diseases, is also associated with risk for depression. METHODS: We fine-mapped the classical MHC (chr6: 29.6-33.1 Mb), imputing 216 human leukocyte antigen (HLA) alleles and 4 complement component 4 (C4) haplotypes in studies from the Psychiatric Genomics Consortium Major Depressive Disorder Working Group and the UK Biobank. The total sample size was 45,149 depression cases and 86,698 controls. We tested for association between depression status and imputed MHC variants, applying both a region-wide significance threshold (3.9 × 10-6) and a candidate threshold (1.6 × 10-4). RESULTS: No HLA alleles or C4 haplotypes were associated with depression at the region-wide threshold. HLA-B*08:01 was associated with modest protection for depression at the candidate threshold for testing in HLA genes in the meta-analysis (odds ratio = 0.98, 95% confidence interval = 0.97-0.99). CONCLUSIONS: We found no evidence that an increased risk for depression was conferred by HLA alleles, which play a major role in the genetic susceptibility to autoimmune diseases, or C4 haplotypes, which are strongly associated with schizophrenia. These results suggest that any HLA or C4 variants associated with depression either are rare or have very modest effect sizes.

Published
2020

17. Genome-wide gene-environment analyses of major depressive disorder and reported lifetime traumatic experiences in UK Biobank

Author

Coleman, JRI, Peyrot, WJ, Purves, KL, Davis, KAS, Rayner, C, Choi, SW, Hubel, C, Gaspar, HA, Kan, C, Van der Auwera, S, Adams, MJ, Lyall, DM, Choi, KW, Dunn, EC, Vassos, E, Danese, A, Maughan, B, Grabe, HJ, Lewis, CM, O'Reilly, PF, McIntosh, AM, Smith, DJ, Wray, NR, Hotopf, M, Eley, TC, Breen, G, Ripke, S, Mattheisen, M, Trzaskowski, M, Byrne, EM, Abdellaoui, A, Agerbo, E, Air, TM, Andlauer, TFM, Bacanu, S-A, Baekvad-Hansen, M, Beekman, ATF, Bigdeli, TB, Binder, EB, Bryois, J, Buttenschon, HN, Bybjerg-Grauholm, J, Cai, N, Castelao, E, Christensen, JH, Clarke, T-K, Colodro-Conde, L, Couvy-Duchesne, B, Craddock, N, Crawford, GE, Davies, G, Deary, IJ, Degenhardt, F, Derks, EM, Direk, N, Dolan, CV, Escott-Price, V, Kiadeh, FFH, Finucane, HK, Foo, JC, Forstner, AJ, Frank, J, Gill, M, Goes, FS, Gordon, SD, Grove, J, Hall, LS, Hansen, CS, Hansen, TF, Herms, S, Hickie, IB, Hoffmann, P, Homuth, G, Horn, C, Hottenga, J-J, Hougaard, DM, Howard, DM, Ising, M, Jansen, R, Jones, I, Jones, LA, Jorgenson, E, Knowles, JA, Kohane, IS, Kraft, J, Kretzschmar, WW, Kutalik, Z, Li, Y, Lind, PA, MacIntyre, DJ, MacKinnon, DF, Maier, RM, Maier, W, Marchini, J, Mbarek, H, McGrath, P, McGuffin, P, Medland, SE, Mehta, D, Middeldorp, CM, Mihailov, E, Milaneschi, Y, Milani, L, Mondimore, FM, Montgomery, GW, Mostafavi, S, Mullins, N, Nauck, M, Ng, B, Nivard, MG, Nyholt, DR, Oskarsson, H, Owen, MJ, Painter, JN, Pedersen, CB, Pedersen, MG, Peterson, RE, Pettersson, E, Pistis, G, Posthuma, D, Quiroz, JA, Qvist, P, Rice, JP, Riley, BP, Rivera, M, Mirza, SS, Schoevers, R, Schulte, EC, Shen, L, Shi, J, Shyn, SI, Sigurdsson, E, Sinnamon, GCB, Smit, JH, Stefansson, H, Steinberg, S, Streit, F, Strohmaier, J, Tansey, KE, Teismann, H, Teumer, A, Thompson, W, Thomson, PA, Thorgeirsson, TE, Traylor, M, Treutlein, J, Trubetskoy, V, Uitterlinden, AG, Umbricht, D, van Hemert, AM, Viktorin, A, Visscher, PM, Wang, Y, Webb, BT, Weinsheimer, SM, Wellmann, J, Willemsen, G, Witt, SH, Wu, Y, Xi, HS, Yang, J, Zhang, F, Arolt, V, Baune, BT, Berger, K, Boomsma, DI, Cichon, S, Dannlowski, U, de Geus, EJC, DePaulo, JR, Domenici, E, Domschke, K, Esko, T, Hamilton, SP, Hayward, C, Heath, AC, Kendler, KS, Kloiber, S, Lewis, G, Li, QS, Lucae, S, Madden, PAF, Magnusson, PK, Martin, NG, Metspalu, A, Mors, O, Mortensen, PB, Mueller-Myhsok, B, Nordentoft, M, Noethen, MM, O'Donovan, MC, Paciga, SA, Pedersen, NL, Penninx, BWJH, Perlis, RH, Porteous, DJ, Potash, JB, Preisig, M, Rietschel, M, Schaefer, C, Schulze, TG, Smoller, JW, Stefansson, K, Tiemeier, H, Uher, R, Volzke, H, Weissman, MM, Werge, T, Levinson, DF, Borglum, AD, Sullivan, PF, Coleman, JRI, Peyrot, WJ, Purves, KL, Davis, KAS, Rayner, C, Choi, SW, Hubel, C, Gaspar, HA, Kan, C, Van der Auwera, S, Adams, MJ, Lyall, DM, Choi, KW, Dunn, EC, Vassos, E, Danese, A, Maughan, B, Grabe, HJ, Lewis, CM, O'Reilly, PF, McIntosh, AM, Smith, DJ, Wray, NR, Hotopf, M, Eley, TC, Breen, G, Ripke, S, Mattheisen, M, Trzaskowski, M, Byrne, EM, Abdellaoui, A, Agerbo, E, Air, TM, Andlauer, TFM, Bacanu, S-A, Baekvad-Hansen, M, Beekman, ATF, Bigdeli, TB, Binder, EB, Bryois, J, Buttenschon, HN, Bybjerg-Grauholm, J, Cai, N, Castelao, E, Christensen, JH, Clarke, T-K, Colodro-Conde, L, Couvy-Duchesne, B, Craddock, N, Crawford, GE, Davies, G, Deary, IJ, Degenhardt, F, Derks, EM, Direk, N, Dolan, CV, Escott-Price, V, Kiadeh, FFH, Finucane, HK, Foo, JC, Forstner, AJ, Frank, J, Gill, M, Goes, FS, Gordon, SD, Grove, J, Hall, LS, Hansen, CS, Hansen, TF, Herms, S, Hickie, IB, Hoffmann, P, Homuth, G, Horn, C, Hottenga, J-J, Hougaard, DM, Howard, DM, Ising, M, Jansen, R, Jones, I, Jones, LA, Jorgenson, E, Knowles, JA, Kohane, IS, Kraft, J, Kretzschmar, WW, Kutalik, Z, Li, Y, Lind, PA, MacIntyre, DJ, MacKinnon, DF, Maier, RM, Maier, W, Marchini, J, Mbarek, H, McGrath, P, McGuffin, P, Medland, SE, Mehta, D, Middeldorp, CM, Mihailov, E, Milaneschi, Y, Milani, L, Mondimore, FM, Montgomery, GW, Mostafavi, S, Mullins, N, Nauck, M, Ng, B, Nivard, MG, Nyholt, DR, Oskarsson, H, Owen, MJ, Painter, JN, Pedersen, CB, Pedersen, MG, Peterson, RE, Pettersson, E, Pistis, G, Posthuma, D, Quiroz, JA, Qvist, P, Rice, JP, Riley, BP, Rivera, M, Mirza, SS, Schoevers, R, Schulte, EC, Shen, L, Shi, J, Shyn, SI, Sigurdsson, E, Sinnamon, GCB, Smit, JH, Stefansson, H, Steinberg, S, Streit, F, Strohmaier, J, Tansey, KE, Teismann, H, Teumer, A, Thompson, W, Thomson, PA, Thorgeirsson, TE, Traylor, M, Treutlein, J, Trubetskoy, V, Uitterlinden, AG, Umbricht, D, van Hemert, AM, Viktorin, A, Visscher, PM, Wang, Y, Webb, BT, Weinsheimer, SM, Wellmann, J, Willemsen, G, Witt, SH, Wu, Y, Xi, HS, Yang, J, Zhang, F, Arolt, V, Baune, BT, Berger, K, Boomsma, DI, Cichon, S, Dannlowski, U, de Geus, EJC, DePaulo, JR, Domenici, E, Domschke, K, Esko, T, Hamilton, SP, Hayward, C, Heath, AC, Kendler, KS, Kloiber, S, Lewis, G, Li, QS, Lucae, S, Madden, PAF, Magnusson, PK, Martin, NG, Metspalu, A, Mors, O, Mortensen, PB, Mueller-Myhsok, B, Nordentoft, M, Noethen, MM, O'Donovan, MC, Paciga, SA, Pedersen, NL, Penninx, BWJH, Perlis, RH, Porteous, DJ, Potash, JB, Preisig, M, Rietschel, M, Schaefer, C, Schulze, TG, Smoller, JW, Stefansson, K, Tiemeier, H, Uher, R, Volzke, H, Weissman, MM, Werge, T, Levinson, DF, Borglum, AD, and Sullivan, PF

Abstract

Depression is more frequent among individuals exposed to traumatic events. Both trauma exposure and depression are heritable. However, the relationship between these traits, including the role of genetic risk factors, is complex and poorly understood. When modelling trauma exposure as an environmental influence on depression, both gene-environment correlations and gene-environment interactions have been observed. The UK Biobank concurrently assessed Major Depressive Disorder (MDD) and self-reported lifetime exposure to traumatic events in 126,522 genotyped individuals of European ancestry. We contrasted genetic influences on MDD stratified by reported trauma exposure (final sample size range: 24,094-92,957). The SNP-based heritability of MDD with reported trauma exposure (24%) was greater than MDD without reported trauma exposure (12%). Simulations showed that this is not confounded by the strong, positive genetic correlation observed between MDD and reported trauma exposure. We also observed that the genetic correlation between MDD and waist circumference was only significant in individuals reporting trauma exposure (rg = 0.24, p = 1.8 × 10-7 versus rg = -0.05, p = 0.39 in individuals not reporting trauma exposure, difference p = 2.3 × 10-4). Our results suggest that the genetic contribution to MDD is greater when reported trauma is present, and that a complex relationship exists between reported trauma exposure, body composition, and MDD.

Published
2020

18. Gestational age, birth weight, and the risk of hyperkinetic disorder

Author

Linnet, K.M., Wisborg, K., Agerbo, E., Secher, N.J., Thomsen, P.H., and Henriksen, T.B.

Subjects
Gestational age -- Health aspects, Gestational age -- Research, Birth size -- Health aspects, Birth size -- Research, Birth weight -- Health aspects, Birth weight -- Research, Attention-deficit hyperactivity disorder -- Risk factors, Attention-deficit hyperactivity disorder -- Research
Published
2006

26. Comorbidity within mental disorders: a comprehensive analysis based on 145 990 survey respondents from 27 countries

Author

McGrath, J. J., primary, Lim, C. C. W., additional, Plana-Ripoll, O., additional, Holtz, Y., additional, Agerbo, E., additional, Momen, N. C., additional, Mortensen, P. B., additional, Pedersen, C. B., additional, Abdulmalik, J., additional, Aguilar-Gaxiola, S., additional, Al-Hamzawi, A., additional, Alonso, J., additional, Bromet, E. J., additional, Bruffaerts, R., additional, Bunting, B., additional, de Almeida, J. M. C., additional, de Girolamo, G., additional, De Vries, Y. A., additional, Florescu, S., additional, Gureje, O., additional, Haro, J. M., additional, Harris, M. G., additional, Hu, C., additional, Karam, E. G., additional, Kawakami, N., additional, Kiejna, A., additional, Kovess-Masfety, V., additional, Lee, S., additional, Mneimneh, Z., additional, Navarro-Mateu, F., additional, Orozco, R., additional, Posada-Villa, J., additional, Roest, A. M., additional, Saha, S., additional, Scott, K. M., additional, Stagnaro, J. C., additional, Stein, D. J., additional, Torres, Y., additional, Viana, M. C., additional, Ziv, Y., additional, Kessler, R. C., additional, and de Jonge, P., additional

Published
2020
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30. Identification of common genetic risk variants for autism spectrum disorder

Author

Grove, J., Ripke, S., Als, T.D., Mattheisen, M., Walters, R.K., Won, H., Pallesen, J., Agerbo, E., Andreassen, O.A., Anney, R., Awashti, S., Belliveau, R., Bettella, F., Buxbaum, J.D., Bybjerg-Grauholm, J., Baekvad-Hansen, M., Cerrato, F., Chambert, K., Christensen, J.H., Churchhouse, C., Dellenvall, K., Demontis, D., Rubeis, S. de, Devlin, B., Djurovic, S., Dumont, A.L., Goldstein, J.I., Hansen, C.S., Hauberg, M.E., Hollegaard, M.V., Hope, S., Howrigan, D.P., Huang, H., Hultman, C.M., Klei, L., Maller, J., Martin, J., Martin, A.R., Moran, J.L., Nyegaard, M., Naeland, T., Palmer, D.S., Palotie, A., Pedersen, C.B., Pedersen, M.G., dPoterba, T., Poulsen, J.B., St Pourcain, B., Qvist, P., Rehnstrom, K., Reichenberg, A., Reichert, J., Robinson, E.B., Roeder, K., Roussos, P., Saemundsen, E., Sandin, S., Satterstrom, F.K., Smith, G.D., Stefansson, H., Steinberg, S., Stevens, C.R., Sullivan, P.F., Turley, P., Walters, G.B., Xu, X.Y., Stefansson, K., Geschwind, D.H., Nordentoft, M., Hougaard, D.M., Werge, T., Mors, O., Mortensen, P.B., Neale, B.M., Daly, M.J., Borglum, A.D., Wray, N.R., Trzaskowski, M., Byrne, E.M., Abdellaoui, A., Adams, M.J., Air, T.M., Andlauer, T.F.M., Bacanu, S.A., Beekman, A.T.F., Bigdeli, T.B., Binder, E.B., Blackwood, D.H.R., Bryois, J., Buttenschon, H.N., Cai, N., Castelao, E., Clarke, T.K., Coleman, J.R.I., Colodro-Conde, L., Couvy-Duchesne, B., Craddock, N., Crawford, G.E., Davies, G., Deary, I.J., Degenhardt, F., Derks, E.M., Direk, N., Dolan, C.V., Dunn, E.C., Eley, T.C., Escott-Price, V., Kiadeh, F.F.H., Finucane, H.K., Forstner, A.J., Frank, J., Gaspar, H.A., Gill, M., Goes, F.S., Gordon, S.D., Hall, L.S., Hansen, T.F., Herms, S., Hickie, I.B., Hoffmann, P., Homuth, G., Horn, C., Hottenga, J.J., Ising, M., Jansen, R., Jorgenson, E., Knowles, J.A., Kohane, I.S., Kraft, J., Kretzschmar, W.W., Krogh, J., Kutalik, Z., Li, Y., Lind, P.A., MacIntyre, D.J., MacKinnon, D.F., Maier, R.M., Maier, W., Marchini, J., Mbarek, H., McGrath, P., McGuffin, P., Medland, S.E., Mehta, D., Middeldorp, C.M., Mihailov, E., Milaneschi, Y., Milani, L., Mondimore, F.M., Montgomery, G.W., Mostafavi, S., Mullins, N., Nauck, M., Ng, B., Nivard, M.G., Nyholt, D.R., O'Reilly, P.F., Oskarsson, H., Owen, M.J., Painter, J.N., Peterson, R.E., Pettersson, E., Peyrot, W.J., Pistis, G., Posthuma, D., Quiroz, J.A., Rice, J.P., Riley, B.P., Rivera, M., Mirza, S.S., Schoevers, R., Schulte, E.C., Shen, L., Shi, J.X., Shyn, S.I., Sigurdsson, E., Sinnamon, G.C.B., Smit, J.H., Smith, D.J., Streit, F., Strohmaier, J., Tansey, K.E., Teismann, H., Teumer, A., Thompson, W., Thomson, P.A., Thorgeirsson, T.E., Traylor, M., Treutlein, J., Trubetskoy, V., Uitterlinden, A.G., Umbricht, D., Auwera, S. van der, Hemert, A.M. van, Viktorin, A., Visscher, P.M., Wang, Y.P., Webb, B.T., Weinsheimer, S.M., Wellmann, J., Willemsen, G., Witt, S.H., Wu, Y., Xi, H.S., Yang, J., Zhang, F.T., Arolt, V., Baune, B.T., Berger, K., Boomsma, D.I., Cichon, S., Dannlowski, U., Geus, E.J.C. de, DePaulo, J.R., Domenici, E., Domschke, K., Esko, T., Grabe, H.J., Hamilton, S.P., Hayward, C., Heath, A.C., Kendler, K.S., Kloiber, S., Lewis, G., Li, Q.S., Lucae, S., Madden, P.A.F., Magnusson, P.K., Martin, N.G., McIntosh, A.M., Metspalu, A., Muller-Myhsok, B., Nothen, M.M., O'Donovan, M.C., Paciga, S.A., Pedersen, N.L., Penninx, B.W.J.H., Perlis, R.H., Porteous, D.J., Potash, J.B., Preisig, M., Rietschel, M., Schaefer, C., Schulze, T.G., Smoller, J.W., Tiemeier, H., Uher, R., Volzke, H., Weissman, M.M., Lewis, C.M., Levinson, D.F., Breen, G., Agee, M., Alipanahi, B., Auton, A., Bell, R.K., Bryc, K., Elson, S.L., Fontanillas, P., Furlotte, N.A., Hromatka, B.S., Huber, K.E., Kleinman, A., Litterman, N.K., McIntyre, M.H., Mountain, J.L., Noblin, E.S., Northover, C.A.M., Pitts, S.J., Sathirapongsasuti, J.F., Sazonova, O.V., Shelton, J.F., Shringarpure, S., Tung, J.Y., Vacic, V., Wilson, C.H., Psychiat Genomics Consortium, BUPGEN, 23andMe Re, Biological Psychology, APH - Methodology, APH - Health Behaviors & Chronic Diseases, APH - Personalized Medicine, APH - Mental Health, Complex Trait Genetics, Amsterdam Neuroscience - Complex Trait Genetics, Adult Psychiatry, Psychiatry, Human genetics, Amsterdam Reproduction & Development (AR&D), VU University medical center, APH - Digital Health, Aarno Palotie / Principal Investigator, Institute for Molecular Medicine Finland, Genomics of Neurological and Neuropsychiatric Disorders, Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Perceptual and Cognitive Neuroscience (PCN), Clinical Cognitive Neuropsychiatry Research Program (CCNP), Autism Spectrum Disorders Working Group of The Psychiatric Genomics Consortium, BUPGEN, Major Depressive Disorder Working Group of the Psychiatric Genomics Consortium, Me Research Team, Epidemiology, and Child and Adolescent Psychiatry / Psychology

Subjects
Male, Netherlands Twin Register (NTR), Multifactorial Inheritance, Autism Spectrum Disorder, Denmark, LD SCORE REGRESSION, LOCI, Genome-wide association study, DE-NOVO, 0302 clinical medicine, Polymorphism (computer science), Risk Factors, SYNAPTIC PLASTICITY, CELL-SURFACE, Child, Genetics, 0303 health sciences, HERITABILITY, Genetic Predisposition to Disease/genetics, 1184 Genetics, developmental biology, physiology, Polymorphism, Single Nucleotide/genetics, Phenotype, 3. Good health, Schizophrenia, Autism spectrum disorder, Child, Preschool, Genome-Wide Association Study/methods, Female, SIMONS SIMPLEX COLLECTION, Adolescent, Biology, NEURITE OUTGROWTH, Polymorphism, Single Nucleotide, behavioral disciplines and activities, Article, 03 medical and health sciences, mental disorders, medicine, Humans, Genetic Predisposition to Disease, GENOME-WIDE ASSOCIATION, SDG 2 - Zero Hunger, Multifactorial Inheritance/genetics, METAANALYSIS, 030304 developmental biology, Case-control study, Heritability, medicine.disease, Autism Spectrum Disorder/genetics, Case-Control Studies, 3111 Biomedicine, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract

Published in final edited form as: Nat Genet. 2019 March ; 51(3): 431–444. doi:10.1038/s41588-019-0344-8., Autism spectrum disorder (ASD) is a highly heritable and heterogeneous group of neurodevelopmental phenotypes diagnosed in more than 1% of children. Common genetic variants contribute substantially to ASD susceptibility, but to date no individual variants have been robustly associated with ASD. With a marked sample size increase from a unique Danish population resource, we report a genome-wide association meta-analysis of 18,381 ASD cases and 27,969 controls that identifies five genome-wide significant loci. Leveraging GWAS results from three phenotypes with significantly overlapping genetic architectures (schizophrenia, major depression, and educational attainment), seven additional loci shared with other traits are identified at equally strict significance levels. Dissecting the polygenic architecture, we find both quantitative and qualitative polygenic heterogeneity across ASD subtypes. These results highlight biological insights, particularly relating to neuronal function and corticogenesis and establish that GWAS performed at scale will be much more productive in the near term in ASD., The iPSYCH project is funded by the Lundbeck Foundation (grant numbers R102-A9118 and R155-2014-1724) and the universities and university hospitals of Aarhus and Copenhagen. Genotyping of iPSYCH and PGC samples was supported by grants from the Lundbeck Foundation, the Stanley Foundation, the Simons Foundation (SFARI 311789 to MJD), and NIMH (5U01MH094432–02 to MJD). The Danish National Biobank resource was supported by the Novo Nordisk Foundation. Data handling and analysis on the GenomeDK HPC facility was supported by NIMH (1U01MH109514–01 to M O’Donovan and ADB). High-performance computer capacity for handling and statistical analysis of iPSYCH data on the GenomeDK HPC facility was provided by the Centre for Integrative Sequencing, iSEQ, Aarhus University, Denmark (grant to ADB). Drs. S De Rubeis and JD Buxbaum were supported by NIH grants MH097849 (to JDB) and MH111661 (to JDB), and by the Seaver Foundation (to SDR and JDB). Dr J Martin was supported by the Wellcome Trust (grant no: 106047). O. Andreassen received funding from Research Council of Norway (#213694, #223273, #248980, #248778), Stiftelsen KG Jebsen and South-East Norway Health Authority. We thank the research participants and employees of 23andMe for making this work possible.

Published
2019
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31. Evidence for increased genetic risk load for major depression in patients assigned to electroconvulsive therapy

Author

Foo, J.C., Streit, F., Frank, J., Witt, S.H., Treutlein, J., Baune, B.T., Moebus, S., Jockel, K.H., Forstner, A.J., Nothen, M.M., Rietschel, M., Sartorius, A., Kranaster, L., Wray, N.R., Ripke, S., Mattheisen, M., Trzaskowski, M., Byrne, E.M., Abdellaoui, A., Adams, M.J., Agerbo, E., Air, T.M., Andlauer, T.F.M., Bacanu, S.A., Baekvad-Hansen, M., Beekman, A.T.F., Bigdeli, T.B., Binder, E.B., Blackwood, D.H.R., Bryois, J., Buttenschon, H.N., Bybjerg-Grauholm, J., Cai, N., Castelao, E., Christensen, J.H., Clarke, T.K., Coleman, J.R.I., Colodro-Conde, L., Couvy-Duchesne, B., Craddock, N., Crawford, G.E., Davies, G., Deary, I.J., Degenhardt, F., Derks, E.M., Direk, N., Dolan, C.V., Dunn, E.C., Eley, T.C., Escott-Price, V., Kiadeh, F.F.H., Finucane, H.K., Gaspar, H.A., Gill, M., Goes, F.S., Gordon, S.D., Grove, J., Hall, L.S., Hansen, C.S., Hansen, T.F., Herms, S., Hickie, I.B., Hoffmann, P., Homuth, G., Horn, C., Hottenga, J.J., Hougaard, D.M., Ising, M., Jansen, R., Jones, I., Jones, L.A., Jorgenson, E., Knowles, J.A., Kohane, I.S., Kraft, J., Kretzschmar, W.W., Krogh, J., Kutalik, Z., Li, Y.H., Lind, P.A., MacIntyre, D.J., MacKinnon, D.F., Maier, R.M., Maier, W., Marchini, J., Mbarek, H., McGrath, P., McGuffin, P., Medland, S.E., Mehta, D., Middeldorp, C.M., Mihailov, E., Milaneschi, Y., Milani, L., Mondimore, F.M., Montgomery, G.W., Mostafavi, S., Mullins, N., Nauck, M., Ng, B., Nivard, M.G., Nyholt, D.R., O'Reilly, P.F., Oskarsson, H., Owen, M.J., Painter, J.N., Pedersen, C.B., Pedersen, M.G., Peterson, R.E., Pettersson, E., Peyrot, W.J., Pistis, G., Posthuma, D., Quiroz, J.A., Qvist, P., Rice, J.P., Riley, B.P., Rivera, M., Mirza, S.S., Schoevers, R., Schulte, E.C., Shen, L., Shi, J.X., Shyn, S.I., Sigurdsson, E., Sinnamon, G.C.B., Smit, J.H., Smith, D.J., Stefansson, H., Steinberg, S., Strohmaier, J., Tansey, K.E., Teismann, H., Teumer, A., Thompson, W., Thomson, P.A., Thorgeirsson, T.E., Traylor, M., Trubetskoy, V., Uitterlinden, A.G., Umbricht, D., Auwera, S. van der, Hemert, A.M. van, Viktorin, A., Visscher, P.M., Wang, Y., Webb, B.T., Weinsheimer, S.M., Wellmann, J., Willemsen, G., Wu, Y., Xi, H.L.S., Yang, J., Zhang, F.T., Arolt, V., Berger, K., Boomsma, D.I., Cichon, S., Dannlowski, U., Geus, E.J.C. de, DePaulo, J.R., Domenici, E., Domschke, K., Esko, T., Grabe, H.J., Hamilton, S.P., Hayward, C., Heath, A.C., Kendler, K.S., Kloiber, S., Lewis, G., Li, Q.Q.S., Lucae, S., Madden, P.A.F., Magnusson, P.K., Martin, N.G., McIntosh, A.M., Metspalu, A., Mors, O., Mortensen, P.B., Muller-Myhsok, B., Nordentoft, M., O'Donovan, M.C., Paciga, S.A., Pedersen, N.L., Penninx, B.W.J.H., Perlis, R.H., Porteous, D.J., Potash, J.B., Preisig, M., Schaefer, C., Schulze, T.G., Smoller, J.W., Stefansson, K., Tiemeier, H., Uher, R., Voelzke, H., Weissman, M.M., Werge, T., Lewis, C.M., Levinson, D.F., Breen, G., Borglum, A.D., Sullivan, P.F., and Major Depressive Disorder Worki

Subjects
treatment-resistance, polygenic risk scores, depression, major depression, electroconvulsive therapy
Abstract

Electroconvulsive therapy (ECT) is the treatment of choice for severe and treatment-resistantdepression; disorder severity and unfavorable treatment outcomes are shown to be influencedby an increased genetic burden for major depression (MD). Here, we tested whether ECT assign-ment and response/nonresponse are associated with an increased genetic burden for majordepression (MD) using polygenic risk score (PRS), which summarize the contribution of disease-related common risk variants. Fifty-one psychiatric inpatients suffering from a major depressiveepisode underwent ECT. MD-PRS were calculated for these inpatients and a separatepopulation-based sample (n = 3,547 healthy; n = 426 self-reported depression) based on sum-mary statistics from the Psychiatric Genomics Consortium MDD-working group (Cases:n = 59,851; Controls: n = 113,154). MD-PRS explained a significant proportion of disease statusbetween ECT patients and healthy controls (p = .022, R2 = 1.173%); patients showed higherMD-PRS. MD-PRS in population-based depression self-reporters were intermediate betweenECT patients and controls (n.s.). Significant associations between MD-PRS and ECT response(50% reduction in Hamilton depression rating scale scores) were not observed. Our findings indi-cate that ECT cohorts show an increased genetic burden for MD and are consistent with thehypothesis that treatment-resistant MD patients represent a subgroup with an increased geneticrisk for MD. Larger samples are needed to better substantiate these findings.

Published
2019

32. Discovery of the first genome-wide significant risk loci for attention deficit/hyperactivity disorder

Author

Demontis, D, Walters, R, Martin, J, Mattheisen, M, Als, T, Agerbo, E, Baldursson, G, Belliveau, R, Bybjerg-Grauholm, J, Baekvad-Hansen, M, Cerrato, F, Chambert, K, Churchhouse, C, Dumont, A, Eriksson, N, Gandal, M, Goldstein, J, Grasby, K, Grove, J, Gudmundsson, O, Hansen, C, Hauberg, M, Hollegaard, M, Howrigan, D, Huang, H, Maller, J, Martin, A, Martin, N, Moran, J, Pallesen, J, Palmer, D, Pedersen, C, Pedersen, M, Poterba, T, Poulsen, J, Ripke, S, Robinson, E, Satterstrom, F, Stefansson, H, Stevens, C, Turley, P, Walters, G, Won, H, Wright, M, Andreassen, O, Asherson, P, Burton, C, Boomsma, D, Cormand, B, Dalsgaard, S, Franke, B, Gelernter, J, Geschwind, D, Hakonarson, H, Haavik, J, Kranzler, H, Kuntsi, J, Langley, K, Lesch, K, Middeldorp, C, Reif, A, Rohde, L, Roussos, P, Schachar, R, Sklar, P, Sonuga-Barke, E, Sullivan, P, Thapar, A, Tung, J, Waldman, I, Medland, S, Stefansson, K, Nordentoft, M, Hougaard, D, Werge, T, Mors, O, Mortensen, P, Daly, M, Faraone, S, Borglum, A, Neale, B, Albayrak, O, Anney, R, Arranz, M, Banaschewski, T, Bau, C, Biederman, J, Buitelaar, J, Casas, M, Charach, A, Crosbie, J, Dempfle, A, Doyle, A, Ebstein, R, Elia, J, Freitag, C, Focker, M, Gill, M, Grevet, E, Hawi, Z, Hebebrand, J, Herpertz-Dahlmann, B, Hervas, A, Hinney, A, Hohmann, S, Holmans, P, Hutz, M, Ickowitz, A, Johansson, S, Kent, L, Kittel-Schneider, S, Lambregts-Rommelse, N, Lehmkuhl, G, Loo, S, McGough, J, Meyer, J, Mick, E, Middletion, F, Miranda, A, Mota, N, Mulas, F, Mulligan, A, Nelson, F, Nguyen, T, Oades, R, O'Donovan, M, Owen, M, Palmason, H, Ramos-Quiroga, J, Renner, T, Ribases, M, Rietschel, M, Rivero, O, Romanos, J, Romanos, M, Rothenberger, A, Royers, H, Sanchez-Mora, C, Scherag, A, Schimmelmann, B, Schafer, H, Sergeant, J, Sinzig, J, Smalley, S, Steinhausen, H, Thompson, M, Todorov, A, Vasquez, A, Walitza, S, Wang, Y, Warnke, A, Williams, N, Witt, S, Yang, L, Zayats, T, Zhang-James, Y, Smith, G, Davies, G, Ehli, E, Evans, D, Fedko, I, Greven, C, Groen-Blokhuis, M, Guxens, M, Hammerschlag, A, Hartman, C, Heinrich, J, Hottenga, J, Hudziak, J, Jugessur, A, Kemp, J, Krapohl, E, Murcia, M, Myhre, R, Nolte, I, Nyholt, D, Ormel, J, Ouwens, K, Pappa, I, Pennell, C, Plomin, R, Ring, S, Standl, M, Stergiakouli, E, St Pourcain, B, Stoltenberg, C, Sunyer, J, Thiering, E, Tiemeier, H, Tiesler, C, Timpson, N, Trzaskowski, M, van der Most, P, Vilor-Tejedor, N, Wang, C, Whitehouse, A, Zhao, H, Agee, M, Alipanahi, B, Auton, A, Bell, R, Bryc, K, Elson, S, Fontanillas, P, Furlotte, N, Hinds, D, Hromatka, B, Huber, K, Kleinman, A, Litterman, N, McIntyre, M, Mountain, J, Northover, C, Pitts, S, Sathirapongsasuti, J, Sazonova, O, Shelton, J, Shringarpure, S, Tian, C, Vacic, V, Wilson, C, ADHD Working Grp Psychiat Genomics, Early Lifecourse Genetic, 23andMe Res Team, Institute for Molecular Medicine Finland, Centre of Excellence in Complex Disease Genetics, Psychiatrie & Neuropsychologie, RS: MHeNs - R3 - Neuroscience, Psychiatry, ADHD Working Group of the Psychiatric Genomics Consortium (PGC), 23andme Research Team, University of St Andrews. Cellular Medicine Division, University of St Andrews. Institute of Behavioural and Neural Sciences, University of St Andrews. School of Medicine, Child and Adolescent Psychiatry / Psychology, Erasmus MC other, Interdisciplinary Centre Psychopathology and Emotion regulation (ICPE), Life Course Epidemiology (LCE), Clinical Neuropsychology, Biological Psychology, APH - Health Behaviors & Chronic Diseases, APH - Mental Health, Amsterdam Neuroscience - Mood, Anxiety, Psychosis, Stress & Sleep, APH - Personalized Medicine, Clinical Child and Family Studies, LEARN! - Child rearing, and APH - Methodology

Subjects
Netherlands Twin Register (NTR), Male, Trastorns per dèficit d'atenció amb hiperactivitat en els infants, LD SCORE REGRESSION, Medizin, Genome-wide association study, US CHILDREN, Genoma humà, Attention deficit disorder with hyperactivity in children, Medical and Health Sciences, Cohort Studies, 0302 clinical medicine, 2.1 Biological and endogenous factors, POLYGENIC RISK, Aetiology, Child, IDENTIFIES 11, SEXUAL-BEHAVIOR, Early Lifecourse & Genetic Epidemiology (EAGLE) Consortium, Pediatric, 0303 health sciences, education.field_of_study, Genome, Genetic Predisposition to Disease/genetics, 1184 Genetics, developmental biology, physiology, Brain, 3rd-DAS, Single Nucleotide, Biological Sciences, Polymorphism, Single Nucleotide/genetics, 3. Good health, Mental Health, Meta-analysis, Child, Preschool, Genetic Loci/genetics, Genome-Wide Association Study/methods, Trastorns per dèficit d'atenció amb hiperactivitat en els adults, Attention Deficit Disorder (ADD), Female, Attention Deficit Disorder with Hyperactivity/genetics, RC0321 Neuroscience. Biological psychiatry. Neuropsychiatry, SDG 4 - Quality Education, Clinical psychology, Risk, Adolescent, DEFICIT HYPERACTIVITY DISORDER, Concordance, Population, PROVIDES INSIGHTS, QH426 Genetics, Biology, Quantitative trait locus, Brain/physiology, Polymorphism, Single Nucleotide, 23andMe Research Team, behavioral disciplines and activities, Gene Expression Regulation/genetics, Article, 150 000 MR Techniques in Brain Function, GENETIC ARCHITECTURE, 03 medical and health sciences, All institutes and research themes of the Radboud University Medical Center, Clinical Research, Behavioral and Social Science, mental disorders, medicine, Genetics, Attention deficit hyperactivity disorder, Humans, Genetic Predisposition to Disease, Polymorphism, education, Preschool, QH426, 030304 developmental biology, Neurodevelopmental disorders Donders Center for Medical Neuroscience [Radboudumc 7], ASSOCIATION METAANALYSIS, Prevention, Human Genome, Case-control study, MAJOR DEPRESSION, medicine.disease, Attention Deficit Hyperactivity Disorder (ADHD), Genetic architecture, Brain Disorders, ADHD Working Group of the Psychiatric Genomics Consortium, Gene Expression Regulation, Attention Deficit Disorder with Hyperactivity, Genetic Loci, RC0321, Attention deficit disorder with hyperactivity in adults, 3111 Biomedicine, 030217 neurology & neurosurgery, Genome-Wide Association Study, Developmental Biology
Abstract

Attention deficit/hyperactivity disorder (ADHD) is a highly heritable childhood behavioral disorder affecting 5% of children and 2.5% of adults. Common genetic variants contribute substantially to ADHD susceptibility, but no variants have been robustly associated with ADHD. We report a genome-wide association meta-analysis of 20,183 individuals diagnosed with ADHD and 35,191 controls that identifies variants surpassing genome-wide significance in 12 independent loci, finding important new information about the underlying biology of ADHD. Associations are enriched in evolutionarily constrained genomic regions and loss-of-function intolerant genes and around brain-expressed regulatory marks. Analyses of three replication studies: a cohort of individuals diagnosed with ADHD, a self-reported ADHD sample and a meta-analysis of quantitative measures of ADHD symptoms in the population, support these findings while highlighting study-specific differences on genetic overlap with educational attainment. Strong concordance with GWAS of quantitative population measures of ADHD symptoms supports that clinical diagnosis of ADHD is an extreme expression of continuous heritable traits. Postprint

Published
2019
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35. Genome-wide association study identifies 30 loci associated with bipolar disorder

Author

Stahl, EA, Breen, G, Forstner, AJ, McQuillin, A, Ripke, S, Trubetskoy, V, Mattheisen, M, Wang, Y, Coleman, JRI, Gaspar, HA, de Leeuw, CA, Steinberg, S, Pavlides, JMW, Trzaskowski, M, Byrne, EM, Pers, TH, Holmans, PA, Richards, AL, Abbott, L, Agerbo, E, Akil, H, Albani, D, Alliey-Rodriguez, N, Als, TD, Anjorin, A, Antilla, V, Awasthi, S, Badner, JA, Bækvad-Hansen, M, Barchas, JD, Bass, N, Bauer, M, Belliveau, R, Bergen, SE, Pedersen, CB, Bøen, E, Boks, MP, Boocock, J, Budde, M, Bunney, W, Burmeister, M, Bybjerg-Grauholm, J, Byerley, W, Casas, M, Cerrato, F, Cervantes, P, Chambert, K, Charney, AW, Chen, D, Churchhouse, C, Clarke, TK, Coryell, W, Craig, DW, Cruceanu, C, Curtis, D, Czerski, PM, Dale, AM, de Jong, S, Degenhardt, F, Del-Favero, J, DePaulo, JR, Djurovic, S, Dobbyn, AL, Dumont, A, Elvsåshagen, T, Escott-Price, V, Fan, CC, Fischer, SB, Flickinger, M, Foroud, TM, Forty, L, Frank, J, Fraser, C, Freimer, NB, Frisén, L, Gade, K, Gage, D, Garnham, J, Giambartolomei, C, Pedersen, MG, Goldstein, J, Gordon, SD, Gordon-Smith, K, Green, EK, Green, MJ, Greenwood, TA, Grove, J, Guan, W, Guzman-Parra, J, Hamshere, ML, Hautzinger, M, Heilbronner, U, Herms, S, Hipolito, M, Hoffmann, P, Holland, D, Huckins, L, Jamain, S, Johnson, JS, Juréus, A, Stahl, EA, Breen, G, Forstner, AJ, McQuillin, A, Ripke, S, Trubetskoy, V, Mattheisen, M, Wang, Y, Coleman, JRI, Gaspar, HA, de Leeuw, CA, Steinberg, S, Pavlides, JMW, Trzaskowski, M, Byrne, EM, Pers, TH, Holmans, PA, Richards, AL, Abbott, L, Agerbo, E, Akil, H, Albani, D, Alliey-Rodriguez, N, Als, TD, Anjorin, A, Antilla, V, Awasthi, S, Badner, JA, Bækvad-Hansen, M, Barchas, JD, Bass, N, Bauer, M, Belliveau, R, Bergen, SE, Pedersen, CB, Bøen, E, Boks, MP, Boocock, J, Budde, M, Bunney, W, Burmeister, M, Bybjerg-Grauholm, J, Byerley, W, Casas, M, Cerrato, F, Cervantes, P, Chambert, K, Charney, AW, Chen, D, Churchhouse, C, Clarke, TK, Coryell, W, Craig, DW, Cruceanu, C, Curtis, D, Czerski, PM, Dale, AM, de Jong, S, Degenhardt, F, Del-Favero, J, DePaulo, JR, Djurovic, S, Dobbyn, AL, Dumont, A, Elvsåshagen, T, Escott-Price, V, Fan, CC, Fischer, SB, Flickinger, M, Foroud, TM, Forty, L, Frank, J, Fraser, C, Freimer, NB, Frisén, L, Gade, K, Gage, D, Garnham, J, Giambartolomei, C, Pedersen, MG, Goldstein, J, Gordon, SD, Gordon-Smith, K, Green, EK, Green, MJ, Greenwood, TA, Grove, J, Guan, W, Guzman-Parra, J, Hamshere, ML, Hautzinger, M, Heilbronner, U, Herms, S, Hipolito, M, Hoffmann, P, Holland, D, Huckins, L, Jamain, S, Johnson, JS, and Juréus, A

Abstract

Bipolar disorder is a highly heritable psychiatric disorder. We performed a genome-wide association study (GWAS) including 20,352 cases and 31,358 controls of European descent, with follow-up analysis of 822 variants with P < 1 × 10 −4 in an additional 9,412 cases and 137,760 controls. Eight of the 19 variants that were genome-wide significant (P < 5 × 10 −8 ) in the discovery GWAS were not genome-wide significant in the combined analysis, consistent with small effect sizes and limited power but also with genetic heterogeneity. In the combined analysis, 30 loci were genome-wide significant, including 20 newly identified loci. The significant loci contain genes encoding ion channels, neurotransmitter transporters and synaptic components. Pathway analysis revealed nine significantly enriched gene sets, including regulation of insulin secretion and endocannabinoid signaling. Bipolar I disorder is strongly genetically correlated with schizophrenia, driven by psychosis, whereas bipolar II disorder is more strongly correlated with major depressive disorder. These findings address key clinical questions and provide potential biological mechanisms for bipolar disorder.

Published
2019

36. Bipolar multiplex families have an increased burden of common risk variants for psychiatric disorders

Author

Andlauer, T.F.M. (Till F. M.), Guzman-Parra, J. (Jose), Streit, F. (Fabian), Strohmaier, J. (Jana), González, M.J. (Maria José), Gil Flores, S. (Susana), Cabaleiro Fabeiro, F.J. (Francisco J.), del Río Noriega, F. (Francisco), Perez, F.P. (Fermin Perez), Haro González, J. (Jesus), Orozco Diaz, G. (Guillermo), Diego, Y. (Yolanda) de, Moreno-Küstner, B. (Berta), Auburger, G. (Georg), Degenhardt, F. (Franziska), Heilmann-Heimbach, S. (Stefanie), Herms, S. (Stefan), Hoffmann, P. (Per), Frank, J. (Josef), Foo, J.C. (Jerome C.), Treutlein, J. (Jens), Witt, S.H. (Stephanie H), Cichon, S. (Sven), Kogevinas, M. (Manolis), Stahl, E.A. (Eli A), Breen, G. (Gerome), Forstner, A.J. (Andreas J), McQuillin, A. (Andrew), Ripke, S. (Stephan), Trubetskoy, V. (Vassily), Mattheisen, M. (Manuel), Wang, Y. (Yunpeng), Coleman, J.R.I. (Jonathan R I), Gaspar, H.A. (Héléna A), Leeuw, C. (Christiaan) de, Steinberg, S. (Stacy), Pavlides, J.M.W. (Jennifer M Whitehead), Trzaskowski, M. (Maciej), Pers, T.H. (Tune H), Holmans, P.A. (Peter A.), Abbott, L. (Liam), Agerbo, E. (Esben), Akil, H. (Huda), Albani, D. (Diego), Alliey-Rodriguez, N. (Ney), Als, T.D. (Thomas D), Anjorin, A. (Adebayo), Antilla, V. (Verneri), Awasthi, S. (Swapnil), Badner, J.A. (Judith A), Bækvad-Hansen, M. (Marie), Barchas, J.D. (Jack D), Bass, N. (Nicholas), Bauer, M. (Michael), Belliveau, R.A. (Richard A.), Bergen, S.E. (Sarah), Pedersen, C.B. (C.), Bøen, E. (Erlend), Boks, M.P.M. (Marco), Boocock, J. (James), Budde, M. (Monika), Bunney, W.E. (William E), Burmeister, M., Bybjerg-Grauholm, J. (Jonas), Byerley, W.F. (William F), Casas, M. (Miquel), Cerrato, F. (Felecia), Cervantes, P. (Pablo), Chambert, K. (Kimberly), Charney, A.W. (Alexander W), Chen, D. (Danfeng), Churchhouse, C. (Claire), Clarke, T.-K. (Toni-Kim), Coryell, W.H. (William H), Craig, D.W. (David W), Cruceanu, C. (Cristiana), Czerski, P.M., Dale, A.M. (Anders), de Jong, S. (Simone), Del-Favero, J. (Jurgen), DePaulo, J.R. (J Raymond), Djurovic, S. (Srdjan), Dobbyn, A.L. (Amanda L), Dumont, A. (Ashley), Elvsåshagen, T. (Torbjørn), Escott-Price, V. (Valentina), Fan, C.C. (Chun Chieh), Fischer, S.B. (Sascha B), Flickinger, M. (Matthew), Foroud, T.M. (Tatiana M), Forty, L. (Liz), Fraser, C. (Christine), Luben, R.N. (Robert), Frisén, L. (Louise), Gade, K. (Katrin), Gage, D. (Diane), Garnham, J. (Julie), Giambartolomei, C. (Claudia), Pedersen, M.G. (Marianne Giørtz), Goldstein, J.I. (Jacqueline), Gordon, S.D. (Scott D), Gordon-Smith, K. (Katherine), Green, E.K. (Elaine K), Green, M.J. (Melissa J), Greenwood, T.A. (Tiffany A), Grove, J. (Jakob), Guan, W. (Weihua), Parra, J.G. (José Guzman), Hamshere, M.L. (Marian), Hautzinger, M. (Martin), Heilbronner, U. (Urs), Hipolito, M. (Maria), Holland, D. (Dominic), Huckins, L. (Laura), Jamain, S. (Stéphane), Johnson, J.S. (Jessica S), Juréus, A. (Anders), Kandaswamy, R. (Radhika), Karlsson, R. (Robert), Kennedy, J.L. (James L), Kittel-Schneider, S. (Sarah), Knowles, J.A. (James A), Koller, A.C. (Anna C), Kupka, R.W. (Ralph ), Lavebratt, C. (Catharina), Lawrence, J. (Jacob), Lawson, W.B. (William B), Leber, I. (Isabelle), Lee, P.H. (Phil H), Levy, S.E. (Shawn E), Li, J.Z. (Jun Z), Liu, C. (Chunyu), Lucae, S. (Susanne), Maaser, A. (Anna), Macintyre, D.J. (Donald J), Mahon, P.B. (Pamela B), Maier, W. (Wolfgang), Martinsson, L. (Lina), McCarroll, S.A. (Steve), McGuffin, P. (Peter), Mcinnis, M.G. (Melvin G), McKay, J.D. (James D), Medeiros, H. (Helena), Medland, S.E. (Sarah E), Meng, F. (Fan), Milani, L. (Lili), Montgomery, G.W. (Grant W), Morris, D.W. (Derek W), Mühleisen, T.W. (Thomas W), Mullins, N. (Niamh), Nguyen, H. (Hoang), Nievergelt, C.M. (Caroline M), Adolfsson, A.N. (Annelie Nordin), Nwulia, E.A. (Evaristus A), O’Donovan, C. (Claire), Loohuis, L.M.O. (Loes M Olde), Ori, A.P.S. (Anil P S), Oruc, L. (Lilijana), Ösby, U. (Urban), Perlis, R.H. (Roy H), Perry, A. (Amy), Pfennig, A. (Andrea), Potash, J.B. (James B), Purcell, S.M. (Shaun M), Regeer, E.J. (Eline Janet), Reif, A. (Andreas), Reinbold, C.S. (Céline S), Rice, J.P. (John), Richards, A. (Alex), Rivas, F. (Fabio), Rivera, M. (Margarita), Roussos, A. (Alexandra), Ruderfer, D. (Douglas), Ryu, J. (Julie), Sánchez-Mora, C. (Cristina), Schatzberg, A.F. (Alan F), Scheftner, W.A. (William A), Schork, N.J. (Nicholas), Weickert, C.S. (Cynthia Shannon), Shehktman, T. (Tatyana), Shilling, P.D. (Paul D), Sigurdsson, E. (Engilbert), Slaney, C. (Claire), Smeland, O.B. (Olav B), Sobell, J.L. (Janet L), Hansen, C.S. (Christine Søholm), Spijker, A.T. (Anne T), Clair, D.S., Steffens, M. (Michael), Strauss, J.S. (John S), Szelinger, S. (Szabolcs), Thompson, R.C. (Robert C), EThorgeirsson, T. (Thorgeir), Vedde, H. (Helmut), Wang, W. (Weiqing), Watson, S.J. (Stanley J), Weickert, T.W. (Thomas W), Xi, S. (Simon), Xu, W. (Wei), Young, A.H. (Allan H), Zandi, P.P. (Peter P), Zhang, P. (Ping), Zöllner, S. (Sebastian), Adolfsson, R., Agartz, I. (Ingrid), Alda, M. (Martin), Backlund, L. (Lena), Baune, B.T. (Bernhard T), Bellivier, F. (Frank), Berrettini, W. (Wade), Biernacka, J.M. (Joanna M), Blackwood, D.H.R. (Douglas), Boehnke, M. (Michael), Børglum, A.D. (Anders D), Corvin, A. (Aiden), Craddock, N. (Nicholas), Daly, M.J. (Mark), Dannlowski, U. (Udo), Esko, T. (Tõnu), Etain, B. (Bruno), Frye, M.A. (Mark A), Fullerton, J.M. (Janice M), Gershon, E.S. (Elliot S), Gill, M. (Michael), Goes, F. (Fernando), Grigoroiu-Serbanescu, M. (Maria), Hauser, J. (J.), Hougaard, D.M. (David M), Hultman, C.M. (Christina), Jones, I. (Ian), Jones, L.A. (Lisa A), Kahn, R. (René), Kirov, G. (George), Landén, M. (Mikael), Leboyer, M. (Marion), Lewis, C.M. (Cathryn), Li, Q.S. (Qingqin S), Lissowska, J. (Jolanta), Martin, N.G. (Nicholas), Mayoral, F. (Fermin), McElroy, S.L. (Susan L), McIntosh, A.M. (Andrew), Mcmahon, F.J. (Francis J), Melle, I. (Ingrid), Metspalu, A. (Andres), Mitchell, P.B. (Philip B), Morken, G. (Gunnar), Mors, O. (Ole), Mortensen, P.B. (Preben Bo), Müller-Myhsok, B. (Bertram), Myers, R.H. (Richard), Neale, B.M. (Benjamin), Nimgaonkar, V. (Vishwajit), Nordentoft, M. (Merete), Nöthen, M.M. (Markus), O’Donovan, M.C. (Michael C), Oedegaard, K.J. (Ketil J), Owen, M.J. (Michael J), Paciga, S.A. (Sara A), Pato, C. (Carlos), Posthuma, D. (Danielle), Ramos-Quiroga, J.A. (Josep Antoni), Ribasés, M. (Marta), Rietschel, M. (Marcella), Rouleau, G.A. (Guy A), Schalling, M. (Martin), Schofield, P.R. (Peter R), Schulze, T.G. (Thomas G), Serretti, A. (Alessandro), Smoller, J.W., Stefansson, H. (Hreinn), Zwart, J-A. (John-Anker), Stordal, E. (Eystein), Sullivan, P.F. (Patrick F), Turecki, G. (Gustavo), Vaaler, A.E. (Arne E), Vieta, E. (Eduard), Vincent, J.B. (John B), Werge, T.M. (Thomas), Nurnberger, J.I. (John I), Wray, N.R. (Naomi), Florio, A.D. (Arianna Di), Edenberg, H.J. (Howard), Ophoff, R.A. (Roel), Scott, L.J. (Laura J), Andreassen, O.A. (Ole), Kelsoe, J.R. (John), Sklar, P. (Pamela), Wray, N.R. (Naomi R), Byrne, E.M. (Enda), Abdellaoui, A. (Abdel), Adams, M.J. (Mark J), Air, T.M. (Tracy M), Bacanu, S.A. (Silviu), Beekman, A.T.F. (Aartjan), Bigdeli, T.B. (Tim B), Binder, E.B. (Elisabeth), Bryois, J. (Julien), Buttenschøn, H.N. (Henriette N), Cai, N. (Na), Castelao, E. (Enrique), Christensen, J.H. (Jane Hvarregaard), Clarke, T.-K., Colodro-Conde, L. (Lucía), Couvy-Duchesne, B. (Baptiste), Craddock, N.J. (Nick), Crawford, G.E. (Gregory E), Davies, G. (Gail), Deary, I.J. (Ian J), Degenhardt, F., Derks, E.M. (Eske M), Direk, N. (Nese), Dolan, C.V. (Conor), Dunn, E.C. (Erin C.), Eley, T.C. (T.), Kiadeh, F.F.H. (Farnush Farhadi Hassan), Finucane, H.K. (Hilary K), Foo, J.C. (Jerome C), Goes, F.S. (Fernando S), Gordon, S.D. (Scott D.), Hall, L.S. (Lynsey S), Hansen, T.F. (Thomas F), Hickie, I.B. (Ian), Homuth, G. (Georg), Horn, C. (Carsten), Hottenga, J.J. (Jouke Jan), Hougaard, D.M. (David), Howard, D.M. (David M), Ising, M. (Marcus), Jansen, R. (Rick), Jones, I., Jones, L. (Louisa), Jorgenson, E. (Eric), Kohane, I.S. (Isaac S), Kraft, J. (Julia), Kretzschmar, W.W. (Warren W.), Kutalik, Z. (Zoltán), Li, Y. (Yihan), Lind, P.A. (Penelope), MacIntyre, D.J. (Donald J), MacKinnon, D.F. (Dean F), Maier, R.M. (Robert M), Marchini, J. (Jonathan), Mbarek, H., McGrath, P. (Patrick), Mcguffin, P. (Peter), Medland, S.E. (Sarah), Mehta, D. (Divya), Middeldorp, C.M. (Christel M), Mihailov, E. (Evelin), Milaneschi, Y. (Yuri), Mondimore, F.M. (Francis M), Montgomery, G.W. (Grant), Mostafavi, S. (Sara), Nauck, M. (Matthias), Ng, B. (Bernard), Nivard, M. (Michel), Nyholt, D.R. (Dale), O’Reilly, P.F. (Paul F), Oskarsson, H. (Hogni), Owen, M.J. (Michael), Painter, J.N. (Jodie N.), Pedersen, C.B. (Carsten Bøcker), Peterson, R.E. (Roseann E), Pettersson, E. (Erik), Peyrot, W.J. (Wouter ), Pistis, G. (Giorgio), Quiroz, J.A. (Jorge A), Qvist, P. (Per), Rice, J.P. (John P), Riley, B.P. (Brien P.), Mirza, S.S. (Saira), Schoevers, R. (Robert), Schulte, E.C. (Eva C), Shen, L. (Li), Shi, J. (Jianxin), Shyn, S.I. (Stanley I), Sinnamon, G.C.B. (Grant C B), Smith, A.V. (Davey), Smith, D.J. (Daniel J), Tansey, K.E., Teismann, H. (Henning), Teumer, A. (Alexander), Thompson, W.K. (Wesley K.), Thomson, P.A. (Pippa A), Thorgeirsson, T.E. (Thorgeir E), Traylor, M. (Matthew), Uitterlinden, A.G. (André), Umbricht, D. (Daniel), Van der Auwera, S. (Sandra), van Hemert, A.M. (Albert M), Viktorin, A. (Alexander), Visscher, P.M. (Peter M), Webb, B.T. (Bradley T.), Weinsheimer, S.M. (Shantel Marie), Wellmann, J. (Jürgen), Willemsen, G.A.H.M. (Gonneke), Wu, Y. (Yang), Xi, H.S. (Hualin S), Yang, J. (Joanna), Zhang, F. (Futao), Arolt, V. (Volker), Baune, B.T., Berger, K. (Klaus), Boomsma, D.I. (Dorret), Geus, E.J.C. (Eco) de, Domenici, E. (Enrico), Domschke, K. (Katharina), Grabe, H.J. (Hans Jörgen), Hamilton, S.P. (Steven P), Hayward, C. (Caroline), Heath, A.C. (Andrew), Jablensky, A. (Assen), Kloiber, S. (Stefan), Lewis, G., Madden, P.A. (Pamela), Magnusson, P.K. (Patrik), Martin, N.G. (Nicholas G), McIntosh, A.M. (Andrew M), Mors, O., Müller-Myhsok, B. (B.), Nöthen, M.M. (Markus M), Pedersen, N.L. (Nancy), Penninx, B.W.J.H. (Brenda), Porteous, D.J. (David J.), Preisig, M. (Martin), Schaefer, C. (Catherine), Smoller, J.W. (Jordan W), Stefansson, K. (Kari), Tiemeier, H.W. (Henning), Uher, R. (Rudolf), Völzke, H. (Henry), Weissman, M.M., Werge, T. (Thomas), Lewis, C.M. (Cathryn M), Levinson, D.F. (Douglas F.), Borglum, A.D. (Anders), Sullivan, P.F. (Patrick), Mayoral, F. (Fermín), Muller-Myhsok, B. (B.), Forstner, A.J. (Andreas J.), Nöthen, M.M. (Markus M.), Andlauer, T.F.M. (Till F. M.), Guzman-Parra, J. (Jose), Streit, F. (Fabian), Strohmaier, J. (Jana), González, M.J. (Maria José), Gil Flores, S. (Susana), Cabaleiro Fabeiro, F.J. (Francisco J.), del Río Noriega, F. (Francisco), Perez, F.P. (Fermin Perez), Haro González, J. (Jesus), Orozco Diaz, G. (Guillermo), Diego, Y. (Yolanda) de, Moreno-Küstner, B. (Berta), Auburger, G. (Georg), Degenhardt, F. (Franziska), Heilmann-Heimbach, S. (Stefanie), Herms, S. (Stefan), Hoffmann, P. (Per), Frank, J. (Josef), Foo, J.C. (Jerome C.), Treutlein, J. (Jens), Witt, S.H. (Stephanie H), Cichon, S. (Sven), Kogevinas, M. (Manolis), Stahl, E.A. (Eli A), Breen, G. (Gerome), Forstner, A.J. (Andreas J), McQuillin, A. (Andrew), Ripke, S. (Stephan), Trubetskoy, V. (Vassily), Mattheisen, M. (Manuel), Wang, Y. (Yunpeng), Coleman, J.R.I. (Jonathan R I), Gaspar, H.A. (Héléna A), Leeuw, C. (Christiaan) de, Steinberg, S. (Stacy), Pavlides, J.M.W. (Jennifer M Whitehead), Trzaskowski, M. (Maciej), Pers, T.H. (Tune H), Holmans, P.A. (Peter A.), Abbott, L. (Liam), Agerbo, E. (Esben), Akil, H. (Huda), Albani, D. (Diego), Alliey-Rodriguez, N. (Ney), Als, T.D. (Thomas D), Anjorin, A. (Adebayo), Antilla, V. (Verneri), Awasthi, S. (Swapnil), Badner, J.A. (Judith A), Bækvad-Hansen, M. (Marie), Barchas, J.D. (Jack D), Bass, N. (Nicholas), Bauer, M. (Michael), Belliveau, R.A. (Richard A.), Bergen, S.E. (Sarah), Pedersen, C.B. (C.), Bøen, E. (Erlend), Boks, M.P.M. (Marco), Boocock, J. (James), Budde, M. (Monika), Bunney, W.E. (William E), Burmeister, M., Bybjerg-Grauholm, J. (Jonas), Byerley, W.F. (William F), Casas, M. (Miquel), Cerrato, F. (Felecia), Cervantes, P. (Pablo), Chambert, K. (Kimberly), Charney, A.W. (Alexander W), Chen, D. (Danfeng), Churchhouse, C. (Claire), Clarke, T.-K. (Toni-Kim), Coryell, W.H. (William H), Craig, D.W. (David W), Cruceanu, C. (Cristiana), Czerski, P.M., Dale, A.M. (Anders), de Jong, S. (Simone), Del-Favero, J. (Jurgen), DePaulo, J.R. (J Raymond), Djurovic, S. (Srdjan), Dobbyn, A.L. (Amanda L), Dumont, A. (Ashley), Elvsåshagen, T. (Torbjørn), Escott-Price, V. (Valentina), Fan, C.C. (Chun Chieh), Fischer, S.B. (Sascha B), Flickinger, M. (Matthew), Foroud, T.M. (Tatiana M), Forty, L. (Liz), Fraser, C. (Christine), Luben, R.N. (Robert), Frisén, L. (Louise), Gade, K. (Katrin), Gage, D. (Diane), Garnham, J. (Julie), Giambartolomei, C. (Claudia), Pedersen, M.G. (Marianne Giørtz), Goldstein, J.I. (Jacqueline), Gordon, S.D. (Scott D), Gordon-Smith, K. (Katherine), Green, E.K. (Elaine K), Green, M.J. (Melissa J), Greenwood, T.A. (Tiffany A), Grove, J. (Jakob), Guan, W. (Weihua), Parra, J.G. (José Guzman), Hamshere, M.L. (Marian), Hautzinger, M. (Martin), Heilbronner, U. (Urs), Hipolito, M. (Maria), Holland, D. (Dominic), Huckins, L. (Laura), Jamain, S. (Stéphane), Johnson, J.S. (Jessica S), Juréus, A. (Anders), Kandaswamy, R. (Radhika), Karlsson, R. (Robert), Kennedy, J.L. (James L), Kittel-Schneider, S. (Sarah), Knowles, J.A. (James A), Koller, A.C. (Anna C), Kupka, R.W. (Ralph ), Lavebratt, C. (Catharina), Lawrence, J. (Jacob), Lawson, W.B. (William B), Leber, I. (Isabelle), Lee, P.H. (Phil H), Levy, S.E. (Shawn E), Li, J.Z. (Jun Z), Liu, C. (Chunyu), Lucae, S. (Susanne), Maaser, A. (Anna), Macintyre, D.J. (Donald J), Mahon, P.B. (Pamela B), Maier, W. (Wolfgang), Martinsson, L. (Lina), McCarroll, S.A. (Steve), McGuffin, P. (Peter), Mcinnis, M.G. (Melvin G), McKay, J.D. (James D), Medeiros, H. (Helena), Medland, S.E. (Sarah E), Meng, F. (Fan), Milani, L. (Lili), Montgomery, G.W. (Grant W), Morris, D.W. (Derek W), Mühleisen, T.W. (Thomas W), Mullins, N. (Niamh), Nguyen, H. (Hoang), Nievergelt, C.M. (Caroline M), Adolfsson, A.N. (Annelie Nordin), Nwulia, E.A. (Evaristus A), O’Donovan, C. (Claire), Loohuis, L.M.O. (Loes M Olde), Ori, A.P.S. (Anil P S), Oruc, L. (Lilijana), Ösby, U. (Urban), Perlis, R.H. (Roy H), Perry, A. (Amy), Pfennig, A. (Andrea), Potash, J.B. (James B), Purcell, S.M. (Shaun M), Regeer, E.J. (Eline Janet), Reif, A. (Andreas), Reinbold, C.S. (Céline S), Rice, J.P. (John), Richards, A. (Alex), Rivas, F. (Fabio), Rivera, M. (Margarita), Roussos, A. (Alexandra), Ruderfer, D. (Douglas), Ryu, J. (Julie), Sánchez-Mora, C. (Cristina), Schatzberg, A.F. (Alan F), Scheftner, W.A. (William A), Schork, N.J. (Nicholas), Weickert, C.S. (Cynthia Shannon), Shehktman, T. (Tatyana), Shilling, P.D. (Paul D), Sigurdsson, E. (Engilbert), Slaney, C. (Claire), Smeland, O.B. (Olav B), Sobell, J.L. (Janet L), Hansen, C.S. (Christine Søholm), Spijker, A.T. (Anne T), Clair, D.S., Steffens, M. (Michael), Strauss, J.S. (John S), Szelinger, S. (Szabolcs), Thompson, R.C. (Robert C), EThorgeirsson, T. (Thorgeir), Vedde, H. (Helmut), Wang, W. (Weiqing), Watson, S.J. (Stanley J), Weickert, T.W. (Thomas W), Xi, S. (Simon), Xu, W. (Wei), Young, A.H. (Allan H), Zandi, P.P. (Peter P), Zhang, P. (Ping), Zöllner, S. (Sebastian), Adolfsson, R., Agartz, I. (Ingrid), Alda, M. (Martin), Backlund, L. (Lena), Baune, B.T. (Bernhard T), Bellivier, F. (Frank), Berrettini, W. (Wade), Biernacka, J.M. (Joanna M), Blackwood, D.H.R. (Douglas), Boehnke, M. (Michael), Børglum, A.D. (Anders D), Corvin, A. (Aiden), Craddock, N. (Nicholas), Daly, M.J. (Mark), Dannlowski, U. (Udo), Esko, T. (Tõnu), Etain, B. (Bruno), Frye, M.A. (Mark A), Fullerton, J.M. (Janice M), Gershon, E.S. (Elliot S), Gill, M. (Michael), Goes, F. (Fernando), Grigoroiu-Serbanescu, M. (Maria), Hauser, J. (J.), Hougaard, D.M. (David M), Hultman, C.M. (Christina), Jones, I. (Ian), Jones, L.A. (Lisa A), Kahn, R. (René), Kirov, G. (George), Landén, M. (Mikael), Leboyer, M. (Marion), Lewis, C.M. (Cathryn), Li, Q.S. (Qingqin S), Lissowska, J. (Jolanta), Martin, N.G. (Nicholas), Mayoral, F. (Fermin), McElroy, S.L. (Susan L), McIntosh, A.M. (Andrew), Mcmahon, F.J. (Francis J), Melle, I. (Ingrid), Metspalu, A. (Andres), Mitchell, P.B. (Philip B), Morken, G. (Gunnar), Mors, O. (Ole), Mortensen, P.B. (Preben Bo), Müller-Myhsok, B. (Bertram), Myers, R.H. (Richard), Neale, B.M. (Benjamin), Nimgaonkar, V. (Vishwajit), Nordentoft, M. (Merete), Nöthen, M.M. (Markus), O’Donovan, M.C. (Michael C), Oedegaard, K.J. (Ketil J), Owen, M.J. (Michael J), Paciga, S.A. (Sara A), Pato, C. (Carlos), Posthuma, D. (Danielle), Ramos-Quiroga, J.A. (Josep Antoni), Ribasés, M. (Marta), Rietschel, M. (Marcella), Rouleau, G.A. (Guy A), Schalling, M. (Martin), Schofield, P.R. (Peter R), Schulze, T.G. (Thomas G), Serretti, A. (Alessandro), Smoller, J.W., Stefansson, H. (Hreinn), Zwart, J-A. (John-Anker), Stordal, E. (Eystein), Sullivan, P.F. (Patrick F), Turecki, G. (Gustavo), Vaaler, A.E. (Arne E), Vieta, E. (Eduard), Vincent, J.B. (John B), Werge, T.M. (Thomas), Nurnberger, J.I. (John I), Wray, N.R. (Naomi), Florio, A.D. (Arianna Di), Edenberg, H.J. (Howard), Ophoff, R.A. (Roel), Scott, L.J. (Laura J), Andreassen, O.A. (Ole), Kelsoe, J.R. (John), Sklar, P. (Pamela), Wray, N.R. (Naomi R), Byrne, E.M. (Enda), Abdellaoui, A. (Abdel), Adams, M.J. (Mark J), Air, T.M. (Tracy M), Bacanu, S.A. (Silviu), Beekman, A.T.F. (Aartjan), Bigdeli, T.B. (Tim B), Binder, E.B. (Elisabeth), Bryois, J. (Julien), Buttenschøn, H.N. (Henriette N), Cai, N. (Na), Castelao, E. (Enrique), Christensen, J.H. (Jane Hvarregaard), Clarke, T.-K., Colodro-Conde, L. (Lucía), Couvy-Duchesne, B. (Baptiste), Craddock, N.J. (Nick), Crawford, G.E. (Gregory E), Davies, G. (Gail), Deary, I.J. (Ian J), Degenhardt, F., Derks, E.M. (Eske M), Direk, N. (Nese), Dolan, C.V. (Conor), Dunn, E.C. (Erin C.), Eley, T.C. (T.), Kiadeh, F.F.H. (Farnush Farhadi Hassan), Finucane, H.K. (Hilary K), Foo, J.C. (Jerome C), Goes, F.S. (Fernando S), Gordon, S.D. (Scott D.), Hall, L.S. (Lynsey S), Hansen, T.F. (Thomas F), Hickie, I.B. (Ian), Homuth, G. (Georg), Horn, C. (Carsten), Hottenga, J.J. (Jouke Jan), Hougaard, D.M. (David), Howard, D.M. (David M), Ising, M. (Marcus), Jansen, R. (Rick), Jones, I., Jones, L. (Louisa), Jorgenson, E. (Eric), Kohane, I.S. (Isaac S), Kraft, J. (Julia), Kretzschmar, W.W. (Warren W.), Kutalik, Z. (Zoltán), Li, Y. (Yihan), Lind, P.A. (Penelope), MacIntyre, D.J. (Donald J), MacKinnon, D.F. (Dean F), Maier, R.M. (Robert M), Marchini, J. (Jonathan), Mbarek, H., McGrath, P. (Patrick), Mcguffin, P. (Peter), Medland, S.E. (Sarah), Mehta, D. (Divya), Middeldorp, C.M. (Christel M), Mihailov, E. (Evelin), Milaneschi, Y. (Yuri), Mondimore, F.M. (Francis M), Montgomery, G.W. (Grant), Mostafavi, S. (Sara), Nauck, M. (Matthias), Ng, B. (Bernard), Nivard, M. (Michel), Nyholt, D.R. (Dale), O’Reilly, P.F. (Paul F), Oskarsson, H. (Hogni), Owen, M.J. (Michael), Painter, J.N. (Jodie N.), Pedersen, C.B. (Carsten Bøcker), Peterson, R.E. (Roseann E), Pettersson, E. (Erik), Peyrot, W.J. (Wouter ), Pistis, G. (Giorgio), Quiroz, J.A. (Jorge A), Qvist, P. (Per), Rice, J.P. (John P), Riley, B.P. (Brien P.), Mirza, S.S. (Saira), Schoevers, R. (Robert), Schulte, E.C. (Eva C), Shen, L. (Li), Shi, J. (Jianxin), Shyn, S.I. (Stanley I), Sinnamon, G.C.B. (Grant C B), Smith, A.V. (Davey), Smith, D.J. (Daniel J), Tansey, K.E., Teismann, H. (Henning), Teumer, A. (Alexander), Thompson, W.K. (Wesley K.), Thomson, P.A. (Pippa A), Thorgeirsson, T.E. (Thorgeir E), Traylor, M. (Matthew), Uitterlinden, A.G. (André), Umbricht, D. (Daniel), Van der Auwera, S. (Sandra), van Hemert, A.M. (Albert M), Viktorin, A. (Alexander), Visscher, P.M. (Peter M), Webb, B.T. (Bradley T.), Weinsheimer, S.M. (Shantel Marie), Wellmann, J. (Jürgen), Willemsen, G.A.H.M. (Gonneke), Wu, Y. (Yang), Xi, H.S. (Hualin S), Yang, J. (Joanna), Zhang, F. (Futao), Arolt, V. (Volker), Baune, B.T., Berger, K. (Klaus), Boomsma, D.I. (Dorret), Geus, E.J.C. (Eco) de, Domenici, E. (Enrico), Domschke, K. (Katharina), Grabe, H.J. (Hans Jörgen), Hamilton, S.P. (Steven P), Hayward, C. (Caroline), Heath, A.C. (Andrew), Jablensky, A. (Assen), Kloiber, S. (Stefan), Lewis, G., Madden, P.A. (Pamela), Magnusson, P.K. (Patrik), Martin, N.G. (Nicholas G), McIntosh, A.M. (Andrew M), Mors, O., Müller-Myhsok, B. (B.), Nöthen, M.M. (Markus M), Pedersen, N.L. (Nancy), Penninx, B.W.J.H. (Brenda), Porteous, D.J. (David J.), Preisig, M. (Martin), Schaefer, C. (Catherine), Smoller, J.W. (Jordan W), Stefansson, K. (Kari), Tiemeier, H.W. (Henning), Uher, R. (Rudolf), Völzke, H. (Henry), Weissman, M.M., Werge, T. (Thomas), Lewis, C.M. (Cathryn M), Levinson, D.F. (Douglas F.), Borglum, A.D. (Anders), Sullivan, P.F. (Patrick), Mayoral, F. (Fermín), Muller-Myhsok, B. (B.), Forstner, A.J. (Andreas J.), and Nöthen, M.M. (Markus M.)

Abstract

Multiplex families with a high prevalence of a psychiatric disorder are often examined to identify rare genetic variants with large effect sizes. In the present study, we analysed whether the risk for bipolar disorder (BD) in BD multiplex families is influenced by common genetic variants. Furthermore, we investigated whether this risk is conferred mainly by BD-specific risk variants or by variants also associated with the susceptibility to schizophrenia or major depression. In total, 395 individuals from 33 Andalusian BD multiplex families (166 BD, 78 major depressive disorder, 151 unaffected) as well as 438 subjects from an independent, BD case/control cohort (161 unrelated BD, 277 unrelated controls) were analysed. Polygenic risk scores (PRS) for BD, schizophrenia (SCZ), and major depression were calculated and compared between the cohorts. Both the familial BD cases and unaffected family members had higher PRS for all three psychiatric disorders than the independent controls, with BD and SCZ being significant after correction for multiple testing, suggesting a high baseline risk for several psychiatric disorders in the families. Moreover, familial BD cases showed significantly higher BD PRS than unaffected family members and unrelated BD cases. A plausible hypothesis is that, in multiplex families with a general increase in risk for psychiatric disease, BD development is attributable to a high burden of common variants that confer a specific risk for BD. The present analyses demonstrated that common genetic risk variants for psychiatric disorders are likely to contribute to the high incidence of affective psychiatric disorders in the multiplex families. However, the PRS explained only part of the observed phenotypic variance, and rare variants might have also contributed to disease development.

Published
2019
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37. Classical Human Leukocyte Antigen Alleles and C4 Haplotypes Are Not Significantly Associated With Depression

Author

Glanville, K.P. (Kylie P.), Coleman, J.R.I. (Jonathan R.I.), Hanscombe, K.B. (Ken B.), Euesden, J. (Jack), Choi, S.W. (Shing Wan), Purves, K.L. (Kirstin L.), Breen, G. (Gerome), Air, T.M. (Tracy M.), Andlauer, T.F.M. (Till F.M.), Baune, B.T., Binder, E.B. (Elisabeth), Blackwood, D.H.R. (Douglas), Boomsma, D.I. (Dorret), Buttenschøn, H.N. (Henriette N.), Colodro-Conde, L. (Lucía), Dannlowski, U. (Udo), Direk, N. (Nese), Dunn, E.C. (Erin C.), Forstner, A.J. (Andreas J.), Geus, E.J.C. (Eco) de, Grabe, H.J. (Hans Jörgen), Hamilton, S.P. (Steven P), Jones, I., Jones, L. (Louisa), Knowles, J.A. (James A), Kutalik, Z. (Zoltán), Levinson, D.F. (Douglas F.), Lewis, G., Lind, P.A. (Penelope), Lucae, S. (Susanne), Magnusson, P.K. (Patrik), McGuffin, P. (Peter), McIntosh, A.M. (Andrew), Milaneschi, Y. (Yuri), Mors, O., Mostafavi, S. (Sara), Müller-Myhsok, B. (B.), Pedersen, N.L. (Nancy), Penninx, B.W.J.H. (Brenda), Potash, J.B. (James B), Preisig, M. (Martin), Ripke, S. (Stephan), Shi, J. (Jianxin), Shyn, S.I. (Stanley I), Smoller, J.W., Streit, F. (Fabian), Sullivan, P.F. (Patrick), Tiemeier, H.W. (Henning), Uher, R. (Rudolf), Van der Auwera, S. (Sandra), Weissman, M.M., Wray, N.R. (Naomi), Mattheisen, M. (Manuel), Trzaskowski, M. (Maciej), Byrne, E.M. (Enda), Abdellaoui, A. (Abdel), Adams, M.J. (Mark J.), Agerbo, E. (Esben), Bacanu, S.A. (Silviu), Bækvad-Hansen, M. (Marie), Beekman, A.T.F. (Aartjan), Bigdeli, T.B. (Tim B.), Bryois, J. (Julien), Bybjerg-Grauholm, J. (Jonas), Cai, N. (Na), Castelao, E. (Enrique), Christensen, J.H. (Jane Hvarregaard), Clarke, T.-K., Couvy-Duchesne, B. (Baptiste), Craddock, N.J. (Nick), Crawford, G.E. (Gregory E.), Davies, G. (Gail), Deary, I.J. (Ian J.), Degenhardt, F., Derks, E.M. (Eske), Dolan, C.V. (Conor), Eley, T.C. (T.), Escott-Price, V. (Valentina), Hassan Kiadeh, F.F. (Farnush Farhadi), Finucane, H.K. (Hilary K.), Foo, J.C. (Jerome C.), Frank, J. (Josef), Gaspar, H.A. (Héléna A.), Gill, M. (Michael), Goes, F.S. (Fernando S.), Gordon, S.D. (Scott D.), Grove, J. (Jakob), Hall, L.S. (Lynsey S.), Hansen, C.S. (Christine Søholm), Hansen, T.F. (Thomas F.), Herms, S. (Stefan), Hickie, I.B. (Ian), Hoffmann, P. (Per), Homuth, G. (Georg), Horn, C. (Carsten), Hottenga, J.J. (Jouke Jan), Hougaard, D.M. (David), Howard, D.M. (David M.), Ising, M. (Marcus), Jansen, R. (Rick), Jorgenson, E. (Eric), Kohane, I.S. (Isaac S.), Kraft, J. (Julia), Kretzschmar, W.W. (Warren W.), Li, Y. (Yihan), Macintyre, D.J. (Donald J), MacKinnon, D.F. (Dean F.), Maier, R.M. (Robert M.), Maier, W. (Wolfgang), Marchini, J. (Jonathan), Mbarek, H., McGrath, P. (Patrick), Medland, S.E. (Sarah), Mehta, D. (Divya), Middeldorp, C.M. (Christel), Mihailov, E. (Evelin), Milani, L. (Lili), Mondimore, F.M. (Francis M.), Montgomery, G.W. (Grant), Mullins, N. (Niamh), Nauck, M. (Matthias), Ng, B. (Bernard), Nivard, M. (Michel), Nyholt, D.R. (Dale), O'Reilly, P.F. (Paul), Oskarsson, H. (Hogni), Owen, M.J. (Michael), Painter, J.N. (Jodie N.), Pedersen, C.B. (C.), Pedersen, M.G. (Marianne Giørtz), Peterson, R.E. (Roseann E.), Pettersson, E. (Erik), Peyrot, W.J. (Wouter ), Pistis, G. (Giorgio), Posthuma, D. (Danielle), Quiroz, J.A. (Jorge A.), Qvist, P. (Per), Rice, J.P. (John), Riley, B.P. (Brien P.), Rivera, M. (Margarita), Mirza, S.S. (Saira), Schoevers, R. (Robert), Schulte, E.C. (Eva C.), Shen, L. (Li), Sigurdsson, E. (Engilbert), Sinnamon, G.C.B. (Grant C.B.), Smith, A.V. (Davey), Smith, D.J. (Daniel J.), Stefansson, H. (Hreinn), Steinberg, S. (Stacy), Strohmaier, J. (Jana), Tansey, K.E., Teismann, H. (Henning), Teumer, A. (Alexander), Thompson, W.K. (Wesley K.), Thomson, P.A. (Pippa A.), Thorgeirsson, T.E. (Thorgeir E.), Traylor, M. (Matthew), Treutlein, J. (Jens), Trubetskoy, V. (Vassily), Uitterlinden, A.G. (Andrés G.), Umbricht, D. (Daniel), van Hemert, A.M. (Albert M.), Viktorin, A. (Alexander), Visscher, P.M. (Peter M.), Wang, Y. (Yunpeng), Webb, B.T. (Bradley T.), Weinsheimer, S.M. (Shantel Marie), Wellmann, J. (Jürgen), Willemsen, G.A.H.M. (Gonneke), Witt, S.H. (Stephanie H), Wu, Y. (Yang), Xi, H.S. (Hualin S.), Yang, J. (Jian), Zhang, F. (Futao), Arolt, V. (Volker), Berger, K. (Klaus), Cichon, S. (Sven), de Geus, E.J.C. (E. J.C.), DePaulo, J.R. (J. Raymond), Domenici, E. (Enrico), Domschke, K. (Katharina), Esko, T. (Tõnu), Hayward, C. (Caroline), Heath, A.C. (Andrew), Jablensky, A. (Assen), Kloiber, S. (Stefan), Li, Q.S. (Qingqin S.), Madden, P.A. (Pamela), Martin, N.G. (Nicholas), Metspalu, A. (Andres), Mortensen, P.B. (Preben Bo), Nordentoft, M. (Merete), Nöthen, M.M. (Markus), O'donovan, M.C. (Michael), Paciga, S.A. (Sara A.), Perlis, R.H. (Roy H), Porteous, D.J. (David J.), Rietschel, M. (Marcella), Schaefer, C. (Catherine), Schulze, T.G. (Thomas G.), Zwart, J-A. (John-Anker), Völzke, H. (Henry), Werge, T.M. (Thomas), Lewis, C.M. (Cathryn), Borglum, A.D. (Anders), Glanville, K.P. (Kylie P.), Coleman, J.R.I. (Jonathan R.I.), Hanscombe, K.B. (Ken B.), Euesden, J. (Jack), Choi, S.W. (Shing Wan), Purves, K.L. (Kirstin L.), Breen, G. (Gerome), Air, T.M. (Tracy M.), Andlauer, T.F.M. (Till F.M.), Baune, B.T., Binder, E.B. (Elisabeth), Blackwood, D.H.R. (Douglas), Boomsma, D.I. (Dorret), Buttenschøn, H.N. (Henriette N.), Colodro-Conde, L. (Lucía), Dannlowski, U. (Udo), Direk, N. (Nese), Dunn, E.C. (Erin C.), Forstner, A.J. (Andreas J.), Geus, E.J.C. (Eco) de, Grabe, H.J. (Hans Jörgen), Hamilton, S.P. (Steven P), Jones, I., Jones, L. (Louisa), Knowles, J.A. (James A), Kutalik, Z. (Zoltán), Levinson, D.F. (Douglas F.), Lewis, G., Lind, P.A. (Penelope), Lucae, S. (Susanne), Magnusson, P.K. (Patrik), McGuffin, P. (Peter), McIntosh, A.M. (Andrew), Milaneschi, Y. (Yuri), Mors, O., Mostafavi, S. (Sara), Müller-Myhsok, B. (B.), Pedersen, N.L. (Nancy), Penninx, B.W.J.H. (Brenda), Potash, J.B. (James B), Preisig, M. (Martin), Ripke, S. (Stephan), Shi, J. (Jianxin), Shyn, S.I. (Stanley I), Smoller, J.W., Streit, F. (Fabian), Sullivan, P.F. (Patrick), Tiemeier, H.W. (Henning), Uher, R. (Rudolf), Van der Auwera, S. (Sandra), Weissman, M.M., Wray, N.R. (Naomi), Mattheisen, M. (Manuel), Trzaskowski, M. (Maciej), Byrne, E.M. (Enda), Abdellaoui, A. (Abdel), Adams, M.J. (Mark J.), Agerbo, E. (Esben), Bacanu, S.A. (Silviu), Bækvad-Hansen, M. (Marie), Beekman, A.T.F. (Aartjan), Bigdeli, T.B. (Tim B.), Bryois, J. (Julien), Bybjerg-Grauholm, J. (Jonas), Cai, N. (Na), Castelao, E. (Enrique), Christensen, J.H. (Jane Hvarregaard), Clarke, T.-K., Couvy-Duchesne, B. (Baptiste), Craddock, N.J. (Nick), Crawford, G.E. (Gregory E.), Davies, G. (Gail), Deary, I.J. (Ian J.), Degenhardt, F., Derks, E.M. (Eske), Dolan, C.V. (Conor), Eley, T.C. (T.), Escott-Price, V. (Valentina), Hassan Kiadeh, F.F. (Farnush Farhadi), Finucane, H.K. (Hilary K.), Foo, J.C. (Jerome C.), Frank, J. (Josef), Gaspar, H.A. (Héléna A.), Gill, M. (Michael), Goes, F.S. (Fernando S.), Gordon, S.D. (Scott D.), Grove, J. (Jakob), Hall, L.S. (Lynsey S.), Hansen, C.S. (Christine Søholm), Hansen, T.F. (Thomas F.), Herms, S. (Stefan), Hickie, I.B. (Ian), Hoffmann, P. (Per), Homuth, G. (Georg), Horn, C. (Carsten), Hottenga, J.J. (Jouke Jan), Hougaard, D.M. (David), Howard, D.M. (David M.), Ising, M. (Marcus), Jansen, R. (Rick), Jorgenson, E. (Eric), Kohane, I.S. (Isaac S.), Kraft, J. (Julia), Kretzschmar, W.W. (Warren W.), Li, Y. (Yihan), Macintyre, D.J. (Donald J), MacKinnon, D.F. (Dean F.), Maier, R.M. (Robert M.), Maier, W. (Wolfgang), Marchini, J. (Jonathan), Mbarek, H., McGrath, P. (Patrick), Medland, S.E. (Sarah), Mehta, D. (Divya), Middeldorp, C.M. (Christel), Mihailov, E. (Evelin), Milani, L. (Lili), Mondimore, F.M. (Francis M.), Montgomery, G.W. (Grant), Mullins, N. (Niamh), Nauck, M. (Matthias), Ng, B. (Bernard), Nivard, M. (Michel), Nyholt, D.R. (Dale), O'Reilly, P.F. (Paul), Oskarsson, H. (Hogni), Owen, M.J. (Michael), Painter, J.N. (Jodie N.), Pedersen, C.B. (C.), Pedersen, M.G. (Marianne Giørtz), Peterson, R.E. (Roseann E.), Pettersson, E. (Erik), Peyrot, W.J. (Wouter ), Pistis, G. (Giorgio), Posthuma, D. (Danielle), Quiroz, J.A. (Jorge A.), Qvist, P. (Per), Rice, J.P. (John), Riley, B.P. (Brien P.), Rivera, M. (Margarita), Mirza, S.S. (Saira), Schoevers, R. (Robert), Schulte, E.C. (Eva C.), Shen, L. (Li), Sigurdsson, E. (Engilbert), Sinnamon, G.C.B. (Grant C.B.), Smith, A.V. (Davey), Smith, D.J. (Daniel J.), Stefansson, H. (Hreinn), Steinberg, S. (Stacy), Strohmaier, J. (Jana), Tansey, K.E., Teismann, H. (Henning), Teumer, A. (Alexander), Thompson, W.K. (Wesley K.), Thomson, P.A. (Pippa A.), Thorgeirsson, T.E. (Thorgeir E.), Traylor, M. (Matthew), Treutlein, J. (Jens), Trubetskoy, V. (Vassily), Uitterlinden, A.G. (Andrés G.), Umbricht, D. (Daniel), van Hemert, A.M. (Albert M.), Viktorin, A. (Alexander), Visscher, P.M. (Peter M.), Wang, Y. (Yunpeng), Webb, B.T. (Bradley T.), Weinsheimer, S.M. (Shantel Marie), Wellmann, J. (Jürgen), Willemsen, G.A.H.M. (Gonneke), Witt, S.H. (Stephanie H), Wu, Y. (Yang), Xi, H.S. (Hualin S.), Yang, J. (Jian), Zhang, F. (Futao), Arolt, V. (Volker), Berger, K. (Klaus), Cichon, S. (Sven), de Geus, E.J.C. (E. J.C.), DePaulo, J.R. (J. Raymond), Domenici, E. (Enrico), Domschke, K. (Katharina), Esko, T. (Tõnu), Hayward, C. (Caroline), Heath, A.C. (Andrew), Jablensky, A. (Assen), Kloiber, S. (Stefan), Li, Q.S. (Qingqin S.), Madden, P.A. (Pamela), Martin, N.G. (Nicholas), Metspalu, A. (Andres), Mortensen, P.B. (Preben Bo), Nordentoft, M. (Merete), Nöthen, M.M. (Markus), O'donovan, M.C. (Michael), Paciga, S.A. (Sara A.), Perlis, R.H. (Roy H), Porteous, D.J. (David J.), Rietschel, M. (Marcella), Schaefer, C. (Catherine), Schulze, T.G. (Thomas G.), Zwart, J-A. (John-Anker), Völzke, H. (Henry), Werge, T.M. (Thomas), Lewis, C.M. (Cathryn), and Borglum, A.D. (Anders)

Abstract

Background: The prevalence of depression is higher in individuals with autoimmune diseases, but the mechanisms underlying the observed comorbidities are unknown. Shared genetic etiology is a plausible explanation for the overlap, and in this study we tested whether genetic variation in the major histocompatibility complex (MHC), which is associated with risk for autoimmune diseases, is also associated with risk for depression. Methods: We fine-mapped the classical MHC (chr6: 29.6–33.1 Mb), imputing 216 human leukocyte antigen (HLA) alleles and 4 complement component 4 (C4) haplotypes in studies from the Psychiatric Genomics Consortium Major Depressive Disorder Working Group and the UK Biobank. The total sample size was 45,149 depression cases and 86,698 controls. We tested for association between depression status and imputed MHC variants, applying both a region-wide significance threshold (3.9 × 10−6) and a candidate threshold (1.6 × 10−4). Results: No HLA alleles or C4 haplotypes were associated with depression at the region-wide threshold. HLA-B*08:01 was associated with modest protection for depression at the candidate threshold for testing in HLA genes in the meta-analysis (odds ratio = 0.98, 95% confidence interval = 0.97–0.99). Conclusions: We found no evidence that an increased risk for depression was conferred by HLA alleles, which play a major role in the genetic susceptibility to autoimmune diseases, or C4 haplotypes, which are strongly associated with schizophrenia. These results suggest that any HLA or C4 variants associated with depression either are rare or have very modest effect sizes.

Published
2019
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38. Integrated analysis of environmental and genetic influences on cord blood DNA methylation in new-borns

Author

Czamara, D. (Darina), Eraslan, G. (Gökçen), Page, C.M. (Christian M.), Lahti, J. (Jari), Lahti-Pulkkinen, M. (Marius), Hämäläinen, E. (Esa), Kajantie, E. (Eero), Laivuori, H. (Hannele), Villa, P.M. (Pia M.), Reynolds, R.M. (Rebecca M.), Nystad, W. (Wenche), Håberg, S.E. (Siri E), London, S.J. (Stephanie J.), O’Donnell, K.J. (Kieran J.), Garg, E. (Elika), Meaney, M.J., Entringer, S., Wadhwa, P.D. (Pathik D.), Buss, C. (Claudia), Jones, M.J. (Meaghan J.), Lin, D.T.S. (David T. S.), MacIsaac, J.L. (Julie L.), Kobor, M.S. (Michael S.), Koen, N. (Nastassja), Zar, H.J., Koenen, M.E. (Marjorie), Dalvie, S. (Shareefa), Stein, D.J. (Dan), Kondofersky, I. (Ivan), Müller, N.S. (Nikola S.), Theis, F. (Fabian), Wray, N.R. (Naomi), Ripke, S. (Stephan), Mattheisen, M. (Manuel), Trzaskowski, M. (Maciej), Byrne, E.M. (Enda), Abdellaoui, A. (Abdel), Adams, M.J. (Mark J.), Agerbo, E. (Esben), Air, T.M. (Tracy M.), Andlauer, T.F.M. (Till F. M.), Bacanu, S.A. (Silviu), Bækvad-Hansen, M. (Marie), Beekman, A.T.F. (Aartjan), Bigdeli, T.B. (Tim B.), Blackwood, D.H.R. (Douglas), Bryois, J. (Julien), Buttenschøn, H.N. (Henriette N.), Bybjerg-Grauholm, J. (Jonas), Cai, N. (Na), Castelao, E. (Enrique), Christensen, J.H. (Jane Hvarregaard), Clarke, T.-K., Coleman, J.R.I. (Jonathan R. I.), Colodro-Conde, L. (Lucía), Couvy-Duchesne, B. (Baptiste), Craddock, N.J. (Nick), Crawford, G.E. (Gregory E.), Davies, G. (Gail), Deary, I.J. (Ian), Degenhardt, F., Derks, E.M. (Eske), Direk, N. (Nese), Dolan, C.V. (Conor), Dunn, E.C. (Erin C.), Eley, T.C. (T.), Escott-Price, V. (Valentina), Kiadeh, F.F.H. (Farnush Farhadi Hassan), Finucane, H.K. (Hilary K.), Forstner, A.J. (Andreas J.), Frank, J. (Josef), Gaspar, H.A. (Héléna A.), Gill, M. (Michael), Goes, F.S. (Fernando S.), Gordon, S.D. (Scott D.), Grove, J. (Jakob), Hall, L.S. (Lynsey S.), Hansen, C.S. (Christine Søholm), Hansen, T.F. (Thomas F.), Herms, S. (Stefan), Hickie, I.B. (Ian), Hoffmann, P. (Per), Homuth, G. (Georg), Horn, C. (Carsten), Hottenga, J.J. (Jouke Jan), Hougaard, D.M. (David M.), Ising, M. (Marcus), Jansen, R. (Rick), Jorgenson, E. (Eric), Knowles, J.A. (James A), Kohane, I.S., Kraft, J. (Julia), Kretzschmar, W.W. (Warren W.), Krogh, J. (Jesper), Kutalik, Z. (Zoltán), Li, Y. (Yihan), Lind, P.A. (Penelope), Macintyre, D.J. (Donald J), MacKinnon, D.F. (Dean F.), Maier, R.M. (Robert M.), Maier, W. (Wolfgang), Marchini, J. (Jonathan), Mbarek, H., McGrath, P. (Patrick), McGuffin, P. (Peter), Medland, S.E. (Sarah), Mehta, D. (Divya), Middeldorp, C.M. (Christel), Mihailov, E. (Evelin), Milaneschi, Y. (Yuri), Milani, L. (Lili), Mondimore, F.M. (Francis M.), Montgomery, G.W. (Grant), Mostafavi, S. (Sara), Mullins, N. (Niamh), Nauck, M. (Matthias), Ng, B. (Bernard), Nivard, M. (Michel), Nyholt, D.R. (Dale), O’Reilly, P.F. (Paul F.), Oskarsson, H. (Hogni), Owen, M.J. (Michael J.), Painter, J.N. (Jodie N.), Pedersen, C.B. (C.), Pedersen, M.G. (Marianne Giørtz), Peterson, R.E. (Roseann E.), Pettersson, E. (Erik), Peyrot, W.J. (Wouter ), Pistis, G. (Giorgio), Posthuma, D. (Danielle), Quiroz, J.A. (Jorge A.), Qvist, P. (Per), Rice, J.P. (John), Riley, B.P. (Brien P.), Rivera, M. (Margarita), Mirza, S.S. (Saira), Schoevers, R. (Robert), Schulte, E.C. (Eva C.), Shen, L. (Ling), Shi, J. (Jianxin), Shyn, S.I. (Stanley I), Sigurdsson, E. (Engilbert), Sinnamon, G.C.B. (Grant C. B.), Smith, A.V. (Davey), Smith, D.J. (Daniel J.), Stefansson, H. (Hreinn), Steinberg, S. (Stacy), Streit, F. (Fabian), Strohmaier, J. (Jana), Tansey, K.E., Teismann, H. (Henning), Teumer, A. (Alexander), Thompson, W.K. (Wesley K.), Thomson, P.A. (Pippa A.), Thorgeirsson, T.E. (Thorgeir E.), Traylor, M. (Matthew), Treutlein, J. (Jens), Trubetskoy, V. (Vassily), Uitterlinden, A.G. (André), Umbricht, D. (Daniel), Van der Auwera, S. (Sandra), van Hemert, A.M. (Albert M.), Viktorin, A. (Alexander), Visscher, P.M. (Peter M.), Wang, Y. (Yunpeng), Webb, B.T. (Bradley T.), Weinsheimer, S.M. (Shantel Marie), Wellmann, J. (Jürgen), Willemsen, G.A.H.M. (Gonneke), Witt, S.H. (Stephanie H), Wu, Y. (Yang), Xi, H.S. (Hualin S.), Yang, J. (Jian), Zhang, F. (Futao), Arolt, V. (Volker), Baune, B.T., Berger, K. (Klaus), Boomsma, D.I. (Dorret), Cichon, S. (Sven), Dannlowski, U. (Udo), Geus, E.J.C. (Eco) de, DePaulo, J.R. (J. Raymond), Domenici, E. (Enrico), Domschke, K. (Katharina), Esko, T. (Tõnu), Grabe, H.J. (Hans Jörgen), Hamilton, S.P. (Steven P), Hayward, C. (Caroline), Heath, A.C. (Andrew), Jablensky, A. (Assen), Kloiber, S. (Stefan), Lewis, G., Li, Q.S. (Qingqin S.), Lucae, S. (Susanne), Madden, P.A. (Pamela), Magnusson, P.K. (Patrik K.), Martin, N.G. (Nicholas), McIntosh, A.M. (Andrew M.), Metspalu, A. (Andres), Mors, O. (Ole), Mortensen, P.B. (Preben Bo), Müller-Myhsok, B. (B.), Nordentoft, M. (Merete), Nöthen, M.M. (Markus), O’Donovan, M.C. (Michael C.), Paciga, S.A. (Sara A.), Pedersen, N.L. (Nancy), Penninx, B.W.J.H. (Brenda), Perlis, R.H. (Roy H), Porteous, D.J. (David J.), Potash, J.B. (James B), Preisig, M. (Martin), Rietschel, M. (Marcella), Schaefer, C. (Catherine), Schulze, T.G. (Thomas G.), Smoller, J.W., Stefansson, K. (Kari), Tiemeier, H.W. (Henning), Uher, R. (Rudolf), Völzke, H. (Henry), Weissman, M.M., Werge, T. (Thomas), Lewis, C.M. (Cathryn), Levinson, D.F. (Douglas F.), Breen, G. (Gerome), Borglum, A.D. (Anders), Sullivan, P.F. (Patrick F.), Räikkönen, K. (Katri), Binder, E.B. (Elisabeth), Czamara, D. (Darina), Eraslan, G. (Gökçen), Page, C.M. (Christian M.), Lahti, J. (Jari), Lahti-Pulkkinen, M. (Marius), Hämäläinen, E. (Esa), Kajantie, E. (Eero), Laivuori, H. (Hannele), Villa, P.M. (Pia M.), Reynolds, R.M. (Rebecca M.), Nystad, W. (Wenche), Håberg, S.E. (Siri E), London, S.J. (Stephanie J.), O’Donnell, K.J. (Kieran J.), Garg, E. (Elika), Meaney, M.J., Entringer, S., Wadhwa, P.D. (Pathik D.), Buss, C. (Claudia), Jones, M.J. (Meaghan J.), Lin, D.T.S. (David T. S.), MacIsaac, J.L. (Julie L.), Kobor, M.S. (Michael S.), Koen, N. (Nastassja), Zar, H.J., Koenen, M.E. (Marjorie), Dalvie, S. (Shareefa), Stein, D.J. (Dan), Kondofersky, I. (Ivan), Müller, N.S. (Nikola S.), Theis, F. (Fabian), Wray, N.R. (Naomi), Ripke, S. (Stephan), Mattheisen, M. (Manuel), Trzaskowski, M. (Maciej), Byrne, E.M. (Enda), Abdellaoui, A. (Abdel), Adams, M.J. (Mark J.), Agerbo, E. (Esben), Air, T.M. (Tracy M.), Andlauer, T.F.M. (Till F. M.), Bacanu, S.A. (Silviu), Bækvad-Hansen, M. (Marie), Beekman, A.T.F. (Aartjan), Bigdeli, T.B. (Tim B.), Blackwood, D.H.R. (Douglas), Bryois, J. (Julien), Buttenschøn, H.N. (Henriette N.), Bybjerg-Grauholm, J. (Jonas), Cai, N. (Na), Castelao, E. (Enrique), Christensen, J.H. (Jane Hvarregaard), Clarke, T.-K., Coleman, J.R.I. (Jonathan R. I.), Colodro-Conde, L. (Lucía), Couvy-Duchesne, B. (Baptiste), Craddock, N.J. (Nick), Crawford, G.E. (Gregory E.), Davies, G. (Gail), Deary, I.J. (Ian), Degenhardt, F., Derks, E.M. (Eske), Direk, N. (Nese), Dolan, C.V. (Conor), Dunn, E.C. (Erin C.), Eley, T.C. (T.), Escott-Price, V. (Valentina), Kiadeh, F.F.H. (Farnush Farhadi Hassan), Finucane, H.K. (Hilary K.), Forstner, A.J. (Andreas J.), Frank, J. (Josef), Gaspar, H.A. (Héléna A.), Gill, M. (Michael), Goes, F.S. (Fernando S.), Gordon, S.D. (Scott D.), Grove, J. (Jakob), Hall, L.S. (Lynsey S.), Hansen, C.S. (Christine Søholm), Hansen, T.F. (Thomas F.), Herms, S. (Stefan), Hickie, I.B. (Ian), Hoffmann, P. (Per), Homuth, G. (Georg), Horn, C. (Carsten), Hottenga, J.J. (Jouke Jan), Hougaard, D.M. (David M.), Ising, M. (Marcus), Jansen, R. (Rick), Jorgenson, E. (Eric), Knowles, J.A. (James A), Kohane, I.S., Kraft, J. (Julia), Kretzschmar, W.W. (Warren W.), Krogh, J. (Jesper), Kutalik, Z. (Zoltán), Li, Y. (Yihan), Lind, P.A. (Penelope), Macintyre, D.J. (Donald J), MacKinnon, D.F. (Dean F.), Maier, R.M. (Robert M.), Maier, W. (Wolfgang), Marchini, J. (Jonathan), Mbarek, H., McGrath, P. (Patrick), McGuffin, P. (Peter), Medland, S.E. (Sarah), Mehta, D. (Divya), Middeldorp, C.M. (Christel), Mihailov, E. (Evelin), Milaneschi, Y. (Yuri), Milani, L. (Lili), Mondimore, F.M. (Francis M.), Montgomery, G.W. (Grant), Mostafavi, S. (Sara), Mullins, N. (Niamh), Nauck, M. (Matthias), Ng, B. (Bernard), Nivard, M. (Michel), Nyholt, D.R. (Dale), O’Reilly, P.F. (Paul F.), Oskarsson, H. (Hogni), Owen, M.J. (Michael J.), Painter, J.N. (Jodie N.), Pedersen, C.B. (C.), Pedersen, M.G. (Marianne Giørtz), Peterson, R.E. (Roseann E.), Pettersson, E. (Erik), Peyrot, W.J. (Wouter ), Pistis, G. (Giorgio), Posthuma, D. (Danielle), Quiroz, J.A. (Jorge A.), Qvist, P. (Per), Rice, J.P. (John), Riley, B.P. (Brien P.), Rivera, M. (Margarita), Mirza, S.S. (Saira), Schoevers, R. (Robert), Schulte, E.C. (Eva C.), Shen, L. (Ling), Shi, J. (Jianxin), Shyn, S.I. (Stanley I), Sigurdsson, E. (Engilbert), Sinnamon, G.C.B. (Grant C. B.), Smith, A.V. (Davey), Smith, D.J. (Daniel J.), Stefansson, H. (Hreinn), Steinberg, S. (Stacy), Streit, F. (Fabian), Strohmaier, J. (Jana), Tansey, K.E., Teismann, H. (Henning), Teumer, A. (Alexander), Thompson, W.K. (Wesley K.), Thomson, P.A. (Pippa A.), Thorgeirsson, T.E. (Thorgeir E.), Traylor, M. (Matthew), Treutlein, J. (Jens), Trubetskoy, V. (Vassily), Uitterlinden, A.G. (André), Umbricht, D. (Daniel), Van der Auwera, S. (Sandra), van Hemert, A.M. (Albert M.), Viktorin, A. (Alexander), Visscher, P.M. (Peter M.), Wang, Y. (Yunpeng), Webb, B.T. (Bradley T.), Weinsheimer, S.M. (Shantel Marie), Wellmann, J. (Jürgen), Willemsen, G.A.H.M. (Gonneke), Witt, S.H. (Stephanie H), Wu, Y. (Yang), Xi, H.S. (Hualin S.), Yang, J. (Jian), Zhang, F. (Futao), Arolt, V. (Volker), Baune, B.T., Berger, K. (Klaus), Boomsma, D.I. (Dorret), Cichon, S. (Sven), Dannlowski, U. (Udo), Geus, E.J.C. (Eco) de, DePaulo, J.R. (J. Raymond), Domenici, E. (Enrico), Domschke, K. (Katharina), Esko, T. (Tõnu), Grabe, H.J. (Hans Jörgen), Hamilton, S.P. (Steven P), Hayward, C. (Caroline), Heath, A.C. (Andrew), Jablensky, A. (Assen), Kloiber, S. (Stefan), Lewis, G., Li, Q.S. (Qingqin S.), Lucae, S. (Susanne), Madden, P.A. (Pamela), Magnusson, P.K. (Patrik K.), Martin, N.G. (Nicholas), McIntosh, A.M. (Andrew M.), Metspalu, A. (Andres), Mors, O. (Ole), Mortensen, P.B. (Preben Bo), Müller-Myhsok, B. (B.), Nordentoft, M. (Merete), Nöthen, M.M. (Markus), O’Donovan, M.C. (Michael C.), Paciga, S.A. (Sara A.), Pedersen, N.L. (Nancy), Penninx, B.W.J.H. (Brenda), Perlis, R.H. (Roy H), Porteous, D.J. (David J.), Potash, J.B. (James B), Preisig, M. (Martin), Rietschel, M. (Marcella), Schaefer, C. (Catherine), Schulze, T.G. (Thomas G.), Smoller, J.W., Stefansson, K. (Kari), Tiemeier, H.W. (Henning), Uher, R. (Rudolf), Völzke, H. (Henry), Weissman, M.M., Werge, T. (Thomas), Lewis, C.M. (Cathryn), Levinson, D.F. (Douglas F.), Breen, G. (Gerome), Borglum, A.D. (Anders), Sullivan, P.F. (Patrick F.), Räikkönen, K. (Katri), and Binder, E.B. (Elisabeth)

Abstract

Epigenetic processes, including DNA methylation (DNAm), are among the mechanisms allowing integration of genetic and environmental factors to shape cellular function. While many studies have investigated either environmental or genetic contributions to DNAm, few have assessed their integrated effects. Here we examine the relative contributions of prenatal environmental factors and genotype on DNA methylation in neonatal blood at variably methylated regions (VMRs) in 4 independent cohorts (overall n = 2365). We use Akaike’s information criterion to test which factors best explain variability of methylation in the cohort-specific VMRs: several prenatal environmental factors (E), genotypes in cis (G), or their additive (G + E) or interaction (GxE) effects. Genetic and environmental factors in combination best explain DNAm at the majority of VMRs. The CpGs best explained by either G, G + E or GxE are functionally distinct. The enrichment of genetic variants from GxE models in GWAS for complex disorders supports their importance for disease risk.

Published
2019
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39. Evidence for increased genetic risk load for major depression in patients assigned to electroconvulsive therapy

Author

Foo, JC, Streit, F, Frank, J, Witt, SH, Treutlein, J, Baune, BT, Moebus, S, Joeckel, K-H, Forstner, AJ, Noethen, MM, Rietschel, M, Sartorius, A, Kranaster, L, Wray, NR, Ripke, S, Mattheisen, M, Trzaskowski, M, Byrne, EM, Abdellaoui, A, Adams, MJ, Agerbo, E, Air, TM, Andlauer, TFM, Bacanu, S-A, Baekvad-Hansen, M, Beekman, ATF, Bigdeli, TB, Binder, EB, Blackwood, DHR, Bryois, J, Buttenschon, HN, Bybjerg-Grauholm, J, Cai, N, Castelao, E, Christensen, JH, Clarke, T-K, Coleman, JRI, Colodro-Conde, L, Couvy-Duchesne, B, Craddock, N, Crawford, GE, Davies, G, Deary, IJ, Degenhardt, F, Derks, EM, Direk, N, Dolan, CV, Dunn, EC, Eley, TC, Escott-Price, V, Kiadeh, FFH, Finucane, HK, Gaspar, HA, Gill, M, Goes, FS, Gordon, SD, Grove, J, Hall, LS, Hansen, CS, Hansen, TF, Herms, S, Hickie, IB, Hoffmann, P, Homuth, G, Horn, C, Hottenga, J-J, Hougaard, DM, Ising, M, Jansen, R, Jones, I, Jones, LA, Jorgenson, E, Knowles, JA, Kohane, IS, Kraft, J, Kretzschmar, WW, Krogh, J, Kutalik, Z, Li, Y, Lind, PA, MacIntyre, DJ, MacKinnon, DF, Maier, RM, Maier, W, Marchini, J, Mbarek, H, McGrath, P, McGuffin, P, Medland, SE, Mehta, D, Middeldorp, CM, Mihailov, E, Milaneschi, Y, Milani, L, Mondimore, FM, Montgomery, GW, Mostafavi, S, Mullins, N, Nauck, M, Ng, B, Nivard, MG, Nyholt, DR, O'Reilly, PF, Oskarsson, H, Owen, MJ, Painter, JN, Pedersen, CB, Pedersen, MG, Peterson, RE, Pettersson, E, Peyrot, WJ, Pistis, G, Posthuma, D, Quiroz, JA, Qvist, P, Rice, JP, Riley, BP, Rivera, M, Mirza, SS, Schoevers, R, Schulte, EC, Shen, L, Shi, J, Shyn, SI, Sigurdsson, E, Sinnamon, GCB, Smit, JH, Smith, DJ, Stefansson, H, Steinberg, S, Strohmaier, J, Tansey, KE, Teismann, H, Teumer, A, Thompson, W, Thomson, PA, Thorgeirsson, TE, Traylor, M, Trubetskoy, V, Uitterlinden, AG, Umbricht, D, Van der Auwera, S, van Hemert, AM, Viktorin, A, Visscher, PM, Wang, Y, Webb, BT, Weinsheimer, SM, Wellmann, J, Willemsen, G, Wu, Y, Xi, HS, Yang, J, Zhang, F, Arolt, V, Berger, K, Boomsma, DI, Cichon, S, Dannlowski, U, de Geus, EJC, DePaulo, JR, Domenici, E, Domschke, K, Esko, T, Grabe, HJ, Hamilton, SP, Hayward, C, Heath, AC, Kendler, KS, Kloiber, S, Lewis, G, Li, QS, Lucae, S, Madden, PAF, Magnusson, PK, Martin, NG, McIntosh, AM, Metspalu, A, Mors, O, Mortensen, PB, Mueller-Myhsok, B, Nordentoft, M, O'Donovan, MC, Paciga, SA, Pedersen, NL, Penninx, BWJH, Perlis, RH, Porteous, DJ, Potash, JB, Preisig, M, Schaefer, C, Schulze, TG, Smoller, JW, Stefansson, K, Tiemeier, H, Uher, R, Voelzke, H, Weissman, MM, Werge, T, Lewis, CM, Levinson, DF, Breen, G, Borglum, AD, Sullivan, PF, Foo, JC, Streit, F, Frank, J, Witt, SH, Treutlein, J, Baune, BT, Moebus, S, Joeckel, K-H, Forstner, AJ, Noethen, MM, Rietschel, M, Sartorius, A, Kranaster, L, Wray, NR, Ripke, S, Mattheisen, M, Trzaskowski, M, Byrne, EM, Abdellaoui, A, Adams, MJ, Agerbo, E, Air, TM, Andlauer, TFM, Bacanu, S-A, Baekvad-Hansen, M, Beekman, ATF, Bigdeli, TB, Binder, EB, Blackwood, DHR, Bryois, J, Buttenschon, HN, Bybjerg-Grauholm, J, Cai, N, Castelao, E, Christensen, JH, Clarke, T-K, Coleman, JRI, Colodro-Conde, L, Couvy-Duchesne, B, Craddock, N, Crawford, GE, Davies, G, Deary, IJ, Degenhardt, F, Derks, EM, Direk, N, Dolan, CV, Dunn, EC, Eley, TC, Escott-Price, V, Kiadeh, FFH, Finucane, HK, Gaspar, HA, Gill, M, Goes, FS, Gordon, SD, Grove, J, Hall, LS, Hansen, CS, Hansen, TF, Herms, S, Hickie, IB, Hoffmann, P, Homuth, G, Horn, C, Hottenga, J-J, Hougaard, DM, Ising, M, Jansen, R, Jones, I, Jones, LA, Jorgenson, E, Knowles, JA, Kohane, IS, Kraft, J, Kretzschmar, WW, Krogh, J, Kutalik, Z, Li, Y, Lind, PA, MacIntyre, DJ, MacKinnon, DF, Maier, RM, Maier, W, Marchini, J, Mbarek, H, McGrath, P, McGuffin, P, Medland, SE, Mehta, D, Middeldorp, CM, Mihailov, E, Milaneschi, Y, Milani, L, Mondimore, FM, Montgomery, GW, Mostafavi, S, Mullins, N, Nauck, M, Ng, B, Nivard, MG, Nyholt, DR, O'Reilly, PF, Oskarsson, H, Owen, MJ, Painter, JN, Pedersen, CB, Pedersen, MG, Peterson, RE, Pettersson, E, Peyrot, WJ, Pistis, G, Posthuma, D, Quiroz, JA, Qvist, P, Rice, JP, Riley, BP, Rivera, M, Mirza, SS, Schoevers, R, Schulte, EC, Shen, L, Shi, J, Shyn, SI, Sigurdsson, E, Sinnamon, GCB, Smit, JH, Smith, DJ, Stefansson, H, Steinberg, S, Strohmaier, J, Tansey, KE, Teismann, H, Teumer, A, Thompson, W, Thomson, PA, Thorgeirsson, TE, Traylor, M, Trubetskoy, V, Uitterlinden, AG, Umbricht, D, Van der Auwera, S, van Hemert, AM, Viktorin, A, Visscher, PM, Wang, Y, Webb, BT, Weinsheimer, SM, Wellmann, J, Willemsen, G, Wu, Y, Xi, HS, Yang, J, Zhang, F, Arolt, V, Berger, K, Boomsma, DI, Cichon, S, Dannlowski, U, de Geus, EJC, DePaulo, JR, Domenici, E, Domschke, K, Esko, T, Grabe, HJ, Hamilton, SP, Hayward, C, Heath, AC, Kendler, KS, Kloiber, S, Lewis, G, Li, QS, Lucae, S, Madden, PAF, Magnusson, PK, Martin, NG, McIntosh, AM, Metspalu, A, Mors, O, Mortensen, PB, Mueller-Myhsok, B, Nordentoft, M, O'Donovan, MC, Paciga, SA, Pedersen, NL, Penninx, BWJH, Perlis, RH, Porteous, DJ, Potash, JB, Preisig, M, Schaefer, C, Schulze, TG, Smoller, JW, Stefansson, K, Tiemeier, H, Uher, R, Voelzke, H, Weissman, MM, Werge, T, Lewis, CM, Levinson, DF, Breen, G, Borglum, AD, and Sullivan, PF

Abstract

Electroconvulsive therapy (ECT) is the treatment of choice for severe and treatment-resistant depression; disorder severity and unfavorable treatment outcomes are shown to be influenced by an increased genetic burden for major depression (MD). Here, we tested whether ECT assignment and response/nonresponse are associated with an increased genetic burden for major depression (MD) using polygenic risk score (PRS), which summarize the contribution of disease-related common risk variants. Fifty-one psychiatric inpatients suffering from a major depressive episode underwent ECT. MD-PRS were calculated for these inpatients and a separate population-based sample (n = 3,547 healthy; n = 426 self-reported depression) based on summary statistics from the Psychiatric Genomics Consortium MDD-working group (Cases: n = 59,851; Controls: n = 113,154). MD-PRS explained a significant proportion of disease status between ECT patients and healthy controls (p = .022, R2 = 1.173%); patients showed higher MD-PRS. MD-PRS in population-based depression self-reporters were intermediate between ECT patients and controls (n.s.). Significant associations between MD-PRS and ECT response (50% reduction in Hamilton depression rating scale scores) were not observed. Our findings indicate that ECT cohorts show an increased genetic burden for MD and are consistent with the hypothesis that treatment-resistant MD patients represent a subgroup with an increased genetic risk for MD. Larger samples are needed to better substantiate these findings.

Published
2019

40. Genome-wide by environment interaction studies of depressive symptoms and psychosocial stress in UK Biobank and Generation Scotland

Author

Arnau-Soler, A, Macdonald-Dunlop, E, Adams, MJ, Clarke, T-K, MacIntyre, DJ, Milburn, K, Navrady, L, Hayward, C, McIntosh, AM, Thomson, PA, Wray, NR, Ripke, S, Mattheisen, M, Trzaskowski, M, Byrne, EM, Abdellaoui, A, Agerbo, E, Air, TM, Andlauer, TFM, Bacanu, S-A, Baekvad-Hansen, M, Beekman, ATF, Bigdeli, TB, Binder, EB, Blackwood, DHR, Bryois, J, Buttenscon, HN, Bybjerg-Grauholm, J, Cai, N, Castelao, E, Christensen, JH, Coleman, JR, Colodro-Conde, L, Couvy-Duchesne, B, Craddock, N, Rawford, GEC, Davies, G, Deary, IJ, Degenhardt, F, Derks, EM, Direk, N, Dolan, C, Dunn, EC, Eley, TC, Escott-Price, V, Kiadeh, FFH, Finucane, HK, Foo, JC, Forstner, AJ, Frank, J, Gaspar, HA, Gill, M, Goes, FS, Gordon, SD, Grove, J, Hall, LS, Hansen, CS, Hansen, TF, Herms, S, Hickie, IB, Hoffmann, P, Homuth, G, Horn, C, Hottenga, J-J, Hougaard, DM, Ising, M, Jansen, R, Jones, I, Jones, LA, Jorgenson, E, Knowles, JA, Kohane, IS, Kraft, J, Kretzschmar, WW, Krogh, J, Kutalik, Z, Li, Y, Lind, PA, Macintyre, DJ, MacKinnon, DF, Maier, RM, Maier, W, Marchini, J, Mbarek, H, McGrath, P, McGuffin, P, Medland, SE, Mehta, D, Middeldorp, CM, Mihailov, E, Milaneschi, Y, Milani, L, Mondimore, FM, Montgomery, GW, Mostafavi, S, Mullins, N, Nauck, M, Ng, B, Nivard, MG, Nyholt, DR, O'Reilly, PF, Oskarsson, H, Owen, MJ, Painter, JN, Pedersen, CB, Pedersen, MG, Peterson, RE, Pettersson, E, Peyrot, WJ, Pistis, G, Posthuma, D, Quiroz, JA, Qvist, P, Rice, JP, Riley, BP, Rivera, M, Mirza, SS, Schoevers, R, Schulte, EC, Shen, L, Shi, J, Shyn, S, Sigurdsson, E, Sinnamon, GCB, Smit, JH, Smith, DJ, Stefansson, H, Steinberg, S, Streit, F, Strohmaier, J, Tansey, KE, Teismann, H, Teumer, A, Thompson, W, Thorgeirsson, TE, Traylor, M, Treutlein, J, Trubetskoy, V, Uitterlinden, AG, Umbricht, D, Van der Auwera, S, van Hemert, AM, Viktorin, A, Visscher, PM, Wang, Y, Webb, BT, Weinsheimer, SM, Wellmann, J, Willemsen, G, Witt, SH, Wu, Y, Xi, HS, Yang, J, Zhang, F, Arolt, V, Baune, BT, Berger, K, Boomsma, D, Cichon, S, Dannlowski, U, de Geus, EJC, DePaulo, JR, Domenici, E, Domschke, K, Esko, T, Grabe, HJ, Hamilton, SP, Heath, AC, Kendler, KS, Kloiber, S, Lewis, G, Li, QS, Lucae, S, Madden, PAF, Magnusson, PK, Martin, NG, Metspalu, A, Mors, O, Mortensen, PB, Mueller-Myhsok, B, Nordentoft, M, Noethen, MM, O'Donovan, MC, Paciga, SA, Pedersen, NL, Penninx, BWJH, Perlis, RH, Porteous, DJ, Potash, JB, Preisig, M, Rietschel, M, Schaefer, C, Schulze, TG, Smoller, JW, Stefansson, K, Tiemeier, H, Uher, R, Voelzke, H, Weissman, MM, Werge, T, Lewis, CM, Levinson, DF, Breen, G, Borglum, ASD, Sullivan, PF, Arnau-Soler, A, Macdonald-Dunlop, E, Adams, MJ, Clarke, T-K, MacIntyre, DJ, Milburn, K, Navrady, L, Hayward, C, McIntosh, AM, Thomson, PA, Wray, NR, Ripke, S, Mattheisen, M, Trzaskowski, M, Byrne, EM, Abdellaoui, A, Agerbo, E, Air, TM, Andlauer, TFM, Bacanu, S-A, Baekvad-Hansen, M, Beekman, ATF, Bigdeli, TB, Binder, EB, Blackwood, DHR, Bryois, J, Buttenscon, HN, Bybjerg-Grauholm, J, Cai, N, Castelao, E, Christensen, JH, Coleman, JR, Colodro-Conde, L, Couvy-Duchesne, B, Craddock, N, Rawford, GEC, Davies, G, Deary, IJ, Degenhardt, F, Derks, EM, Direk, N, Dolan, C, Dunn, EC, Eley, TC, Escott-Price, V, Kiadeh, FFH, Finucane, HK, Foo, JC, Forstner, AJ, Frank, J, Gaspar, HA, Gill, M, Goes, FS, Gordon, SD, Grove, J, Hall, LS, Hansen, CS, Hansen, TF, Herms, S, Hickie, IB, Hoffmann, P, Homuth, G, Horn, C, Hottenga, J-J, Hougaard, DM, Ising, M, Jansen, R, Jones, I, Jones, LA, Jorgenson, E, Knowles, JA, Kohane, IS, Kraft, J, Kretzschmar, WW, Krogh, J, Kutalik, Z, Li, Y, Lind, PA, Macintyre, DJ, MacKinnon, DF, Maier, RM, Maier, W, Marchini, J, Mbarek, H, McGrath, P, McGuffin, P, Medland, SE, Mehta, D, Middeldorp, CM, Mihailov, E, Milaneschi, Y, Milani, L, Mondimore, FM, Montgomery, GW, Mostafavi, S, Mullins, N, Nauck, M, Ng, B, Nivard, MG, Nyholt, DR, O'Reilly, PF, Oskarsson, H, Owen, MJ, Painter, JN, Pedersen, CB, Pedersen, MG, Peterson, RE, Pettersson, E, Peyrot, WJ, Pistis, G, Posthuma, D, Quiroz, JA, Qvist, P, Rice, JP, Riley, BP, Rivera, M, Mirza, SS, Schoevers, R, Schulte, EC, Shen, L, Shi, J, Shyn, S, Sigurdsson, E, Sinnamon, GCB, Smit, JH, Smith, DJ, Stefansson, H, Steinberg, S, Streit, F, Strohmaier, J, Tansey, KE, Teismann, H, Teumer, A, Thompson, W, Thorgeirsson, TE, Traylor, M, Treutlein, J, Trubetskoy, V, Uitterlinden, AG, Umbricht, D, Van der Auwera, S, van Hemert, AM, Viktorin, A, Visscher, PM, Wang, Y, Webb, BT, Weinsheimer, SM, Wellmann, J, Willemsen, G, Witt, SH, Wu, Y, Xi, HS, Yang, J, Zhang, F, Arolt, V, Baune, BT, Berger, K, Boomsma, D, Cichon, S, Dannlowski, U, de Geus, EJC, DePaulo, JR, Domenici, E, Domschke, K, Esko, T, Grabe, HJ, Hamilton, SP, Heath, AC, Kendler, KS, Kloiber, S, Lewis, G, Li, QS, Lucae, S, Madden, PAF, Magnusson, PK, Martin, NG, Metspalu, A, Mors, O, Mortensen, PB, Mueller-Myhsok, B, Nordentoft, M, Noethen, MM, O'Donovan, MC, Paciga, SA, Pedersen, NL, Penninx, BWJH, Perlis, RH, Porteous, DJ, Potash, JB, Preisig, M, Rietschel, M, Schaefer, C, Schulze, TG, Smoller, JW, Stefansson, K, Tiemeier, H, Uher, R, Voelzke, H, Weissman, MM, Werge, T, Lewis, CM, Levinson, DF, Breen, G, Borglum, ASD, and Sullivan, PF

Abstract

Stress is associated with poorer physical and mental health. To improve our understanding of this link, we performed genome-wide association studies (GWAS) of depressive symptoms and genome-wide by environment interaction studies (GWEIS) of depressive symptoms and stressful life events (SLE) in two UK population-based cohorts (Generation Scotland and UK Biobank). No SNP was individually significant in either GWAS, but gene-based tests identified six genes associated with depressive symptoms in UK Biobank (DCC, ACSS3, DRD2, STAG1, FOXP2 and KYNU; p < 2.77 × 10-6). Two SNPs with genome-wide significant GxE effects were identified by GWEIS in Generation Scotland: rs12789145 (53-kb downstream PIWIL4; p = 4.95 × 10-9; total SLE) and rs17070072 (intronic to ZCCHC2; p = 1.46 × 10-8; dependent SLE). A third locus upstream CYLC2 (rs12000047 and rs12005200, p < 2.00 × 10-8; dependent SLE) when the joint effect of the SNP main and GxE effects was considered. GWEIS gene-based tests identified: MTNR1B with GxE effect with dependent SLE in Generation Scotland; and PHF2 with the joint effect in UK Biobank (p < 2.77 × 10-6). Polygenic risk scores (PRSs) analyses incorporating GxE effects improved the prediction of depressive symptom scores, when using weights derived from either the UK Biobank GWAS of depressive symptoms (p = 0.01) or the PGC GWAS of major depressive disorder (p = 5.91 × 10-3). Using an independent sample, PRS derived using GWEIS GxE effects provided evidence of shared aetiologies between depressive symptoms and schizotypal personality, heart disease and COPD. Further such studies are required and may result in improved treatments for depression and other stress-related conditions.

Published
2019

41. Population-based identity-by-descent mapping combined with exome sequencing to detect rare risk variants for schizophrenia

Author

Harold, D, Connolly, S, Riley, BP, Kendler, KS, McCarthy, SE, McCombie, WR, Richards, A, Owen, MJ, O'Donovan, MC, Walters, J, Donnelly, P, Bates, L, Barroso, I, Blackwell, JM, Bramon, E, Brown, MA, Casas, JP, Corvin, A, Deloukas, P, Duncanson, A, Jankowski, J, Markus, HS, Mathew, CG, Palmer, CNA, Plomin, R, Rautanen, A, Sawcer, SJ, Trembath, RC, Viswanathan, AC, Wood, NW, Spencer, CCA, Band, G, Bellenguez, C, Freeman, C, Hellenthal, G, Giannoulatou, E, Hopkins, L, Pirinen, M, Pearson, R, Strange, A, Su, Z, Vukcevic, D, Langford, C, Hunt, SE, Edkins, S, Gwilliam, R, Blackburn, H, Bumpstead, SJ, Dronov, S, Gillman, M, Gray, E, Hammond, N, Jayakumar, A, McCann, OT, Liddle, J, Potter, SC, Ravindrarajah, R, Ricketts, M, Waller, M, Weston, P, Widaa, S, Whittaker, P, Ripke, S, Neale, BM, Walters, JTR, Farh, K-H, Holmans, PA, Lee, P, Bulik-Sullivan, B, Collier, DA, Huang, H, Pers, TH, Agartz, I, Agerbo, E, Albus, M, Alexander, M-L, Amin, F, Bacanu, SA, Begemann, M, Belliveau, RA, Bene, J, Bergen, SE, Bevilacqua, E, Bigdeli, TB, Black, DW, Bruggeman, R, Buccola, NG, Buckner, RL, Byerley, W, Cahn, W, Cai, G, Campion, D, Cantor, RM, Carr, VJ, Carrera, N, Catts, SV, Chambert, KD, Chan, RCK, Chan, RYL, Chen, EYH, Cheng, W, Cheung, EFC, Chong, SA, Cloninger, CR, Cohen, D, Cohen, N, Cormican, P, Craddock, N, Crowley, JJ, Curtis, D, Davidson, M, Davis, KL, Degenhardt, F, Del Favero, J, Demontis, D, Dikeos, D, Dinan, T, Djurovic, S, Donohoe, G, Drapeau, E, Duan, J, Dudbridge, F, Durmishi, N, Eichhammer, P, Eriksson, J, Escott-Price, V, Essioux, L, Fanous, AH, Farrell, MS, Frank, J, Franke, L, Freedman, R, Freimer, NB, Friedl, M, Friedman, JI, Fromer, M, Genovese, G, Georgieva, L, Giegling, I, Giusti-Rodriguez, P, Godard, S, Goldstein, JI, Golimbet, V, Gopal, S, Gratten, J, de Haan, L, Hammer, C, Hamshere, ML, Hansen, M, Hansen, T, Haroutunian, V, Hartmann, AM, Henskens, FA, Herms, S, Hirschhorn, JN, Hoffmann, P, Hofman, A, Hollegaard, MV, Hougaard, DM, Ikeda, M, Joa, I, Julia, A, Kalaydjieva, L, Karachanak-Yankova, S, Karjalainen, J, Kavanagh, D, Keller, MC, Kennedy, JL, Khrunin, A, Kim, Y, Klovins, J, Knowles, JA, Konte, B, Kucinskas, V, Kucinskiene, ZA, Kuzelova-Ptackova, H, Kahler, AK, Laurent, C, Lee, J, Lee, SH, Legge, SE, Lerer, B, Li, M, Li, T, Liang, K-Y, Lieberman, J, Limborska, S, Loughland, CM, Lubinski, J, Lonnqvist, J, Macek, M, Magnusson, PKE, Maher, BS, Maier, W, Mallet, J, Marsal, S, Mattheisen, M, Mattingsdal, M, McCarley, RW, McDonald, C, McIntosh, AM, Meier, S, Meijer, CJ, Melegh, B, Melle, I, Mesholam-Gately, RI, Metspalu, A, Michie, PT, Milani, L, Milanova, V, Mokrab, Y, Morris, DW, Mors, O, Murphy, KC, Murray, RM, Myin-Germeys, I, Muller-Myhsok, B, Nelis, M, Nenadic, I, Nertney, DA, Nestadt, G, Nicodemus, KK, Nikitina-Zake, L, Nisenbaum, L, Nordin, A, O'Callaghan, E, O'Dushlaine, C, O'Neill, FA, Oh, S-Y, Olincy, A, Olsen, L, Van Os, J, Pantelis, C, Papadimitriou, GN, Papiol, S, Parkhomenko, E, Pato, MT, Paunio, T, Pejovic-Milovancevic, M, Perkins, DO, Pietilainen, O, Pimm, J, Pocklington, AJ, Price, A, Pulver, AE, Purcell, SM, Quested, D, Rasmussen, HB, Reichenberg, A, Reimers, MA, Richards, AL, Roffman, JL, Roussos, P, Ruderfer, DM, Salomaa, V, Sanders, AR, Schall, U, Schubert, CR, Schulze, TG, Schwab, SG, Scolnick, EM, Scott, RJ, Seidman, LJ, Shi, J, Sigurdsson, E, Silagadze, T, Silverman, JM, Sim, K, Slominsky, P, Smoller, JW, So, H-C, Stahl, EA, Stefansson, H, Steinberg, S, Stogmann, E, Straub, RE, Strengman, E, Strohmaier, J, Stroup, TS, Subramaniam, M, Suvisaari, J, Svrakic, DM, Szatkiewicz, JP, Soderman, E, Thirumalai, S, Toncheva, D, Tosato, S, Veijola, J, Waddington, J, Walsh, D, Wang, D, Wang, Q, Webb, BT, Weiser, M, Wildenauer, DB, Williams, NM, Williams, S, Witt, SH, Wolen, AR, Wong, EHM, Wormley, BK, Xi, HS, Zai, CC, Zheng, X, Zimprich, F, Wray, NR, Stefansson, K, Visscher, PM, Adolfsson, R, Andreassen, OA, Blackwood, DHR, Buxbaum, JD, Borglum, AD, Darvasi, A, Domenici, E, Ehrenreich, H, Esko, T, Gejman, PV, Gill, M, Gurling, H, Hultman, CM, Iwata, N, Jablensky, AV, Jonsson, EG, Kirov, G, Knight, J, Lencz, T, Levinson, DF, Li, QS, Liu, J, Malhotra, AK, McCarroll, SA, McQuillin, A, Moran, JL, Mortensen, PB, Mowry, BJ, Palotie, A, Pato, CN, Petryshen, TL, Posthuma, D, Rujescu, D, Sham, PC, Sklar, P, St Clair, D, Weinberger, DR, Wendland, JR, Werge, T, Daly, MJ, Sullivan, PF, Harold, D, Connolly, S, Riley, BP, Kendler, KS, McCarthy, SE, McCombie, WR, Richards, A, Owen, MJ, O'Donovan, MC, Walters, J, Donnelly, P, Bates, L, Barroso, I, Blackwell, JM, Bramon, E, Brown, MA, Casas, JP, Corvin, A, Deloukas, P, Duncanson, A, Jankowski, J, Markus, HS, Mathew, CG, Palmer, CNA, Plomin, R, Rautanen, A, Sawcer, SJ, Trembath, RC, Viswanathan, AC, Wood, NW, Spencer, CCA, Band, G, Bellenguez, C, Freeman, C, Hellenthal, G, Giannoulatou, E, Hopkins, L, Pirinen, M, Pearson, R, Strange, A, Su, Z, Vukcevic, D, Langford, C, Hunt, SE, Edkins, S, Gwilliam, R, Blackburn, H, Bumpstead, SJ, Dronov, S, Gillman, M, Gray, E, Hammond, N, Jayakumar, A, McCann, OT, Liddle, J, Potter, SC, Ravindrarajah, R, Ricketts, M, Waller, M, Weston, P, Widaa, S, Whittaker, P, Ripke, S, Neale, BM, Walters, JTR, Farh, K-H, Holmans, PA, Lee, P, Bulik-Sullivan, B, Collier, DA, Huang, H, Pers, TH, Agartz, I, Agerbo, E, Albus, M, Alexander, M-L, Amin, F, Bacanu, SA, Begemann, M, Belliveau, RA, Bene, J, Bergen, SE, Bevilacqua, E, Bigdeli, TB, Black, DW, Bruggeman, R, Buccola, NG, Buckner, RL, Byerley, W, Cahn, W, Cai, G, Campion, D, Cantor, RM, Carr, VJ, Carrera, N, Catts, SV, Chambert, KD, Chan, RCK, Chan, RYL, Chen, EYH, Cheng, W, Cheung, EFC, Chong, SA, Cloninger, CR, Cohen, D, Cohen, N, Cormican, P, Craddock, N, Crowley, JJ, Curtis, D, Davidson, M, Davis, KL, Degenhardt, F, Del Favero, J, Demontis, D, Dikeos, D, Dinan, T, Djurovic, S, Donohoe, G, Drapeau, E, Duan, J, Dudbridge, F, Durmishi, N, Eichhammer, P, Eriksson, J, Escott-Price, V, Essioux, L, Fanous, AH, Farrell, MS, Frank, J, Franke, L, Freedman, R, Freimer, NB, Friedl, M, Friedman, JI, Fromer, M, Genovese, G, Georgieva, L, Giegling, I, Giusti-Rodriguez, P, Godard, S, Goldstein, JI, Golimbet, V, Gopal, S, Gratten, J, de Haan, L, Hammer, C, Hamshere, ML, Hansen, M, Hansen, T, Haroutunian, V, Hartmann, AM, Henskens, FA, Herms, S, Hirschhorn, JN, Hoffmann, P, Hofman, A, Hollegaard, MV, Hougaard, DM, Ikeda, M, Joa, I, Julia, A, Kalaydjieva, L, Karachanak-Yankova, S, Karjalainen, J, Kavanagh, D, Keller, MC, Kennedy, JL, Khrunin, A, Kim, Y, Klovins, J, Knowles, JA, Konte, B, Kucinskas, V, Kucinskiene, ZA, Kuzelova-Ptackova, H, Kahler, AK, Laurent, C, Lee, J, Lee, SH, Legge, SE, Lerer, B, Li, M, Li, T, Liang, K-Y, Lieberman, J, Limborska, S, Loughland, CM, Lubinski, J, Lonnqvist, J, Macek, M, Magnusson, PKE, Maher, BS, Maier, W, Mallet, J, Marsal, S, Mattheisen, M, Mattingsdal, M, McCarley, RW, McDonald, C, McIntosh, AM, Meier, S, Meijer, CJ, Melegh, B, Melle, I, Mesholam-Gately, RI, Metspalu, A, Michie, PT, Milani, L, Milanova, V, Mokrab, Y, Morris, DW, Mors, O, Murphy, KC, Murray, RM, Myin-Germeys, I, Muller-Myhsok, B, Nelis, M, Nenadic, I, Nertney, DA, Nestadt, G, Nicodemus, KK, Nikitina-Zake, L, Nisenbaum, L, Nordin, A, O'Callaghan, E, O'Dushlaine, C, O'Neill, FA, Oh, S-Y, Olincy, A, Olsen, L, Van Os, J, Pantelis, C, Papadimitriou, GN, Papiol, S, Parkhomenko, E, Pato, MT, Paunio, T, Pejovic-Milovancevic, M, Perkins, DO, Pietilainen, O, Pimm, J, Pocklington, AJ, Price, A, Pulver, AE, Purcell, SM, Quested, D, Rasmussen, HB, Reichenberg, A, Reimers, MA, Richards, AL, Roffman, JL, Roussos, P, Ruderfer, DM, Salomaa, V, Sanders, AR, Schall, U, Schubert, CR, Schulze, TG, Schwab, SG, Scolnick, EM, Scott, RJ, Seidman, LJ, Shi, J, Sigurdsson, E, Silagadze, T, Silverman, JM, Sim, K, Slominsky, P, Smoller, JW, So, H-C, Stahl, EA, Stefansson, H, Steinberg, S, Stogmann, E, Straub, RE, Strengman, E, Strohmaier, J, Stroup, TS, Subramaniam, M, Suvisaari, J, Svrakic, DM, Szatkiewicz, JP, Soderman, E, Thirumalai, S, Toncheva, D, Tosato, S, Veijola, J, Waddington, J, Walsh, D, Wang, D, Wang, Q, Webb, BT, Weiser, M, Wildenauer, DB, Williams, NM, Williams, S, Witt, SH, Wolen, AR, Wong, EHM, Wormley, BK, Xi, HS, Zai, CC, Zheng, X, Zimprich, F, Wray, NR, Stefansson, K, Visscher, PM, Adolfsson, R, Andreassen, OA, Blackwood, DHR, Buxbaum, JD, Borglum, AD, Darvasi, A, Domenici, E, Ehrenreich, H, Esko, T, Gejman, PV, Gill, M, Gurling, H, Hultman, CM, Iwata, N, Jablensky, AV, Jonsson, EG, Kirov, G, Knight, J, Lencz, T, Levinson, DF, Li, QS, Liu, J, Malhotra, AK, McCarroll, SA, McQuillin, A, Moran, JL, Mortensen, PB, Mowry, BJ, Palotie, A, Pato, CN, Petryshen, TL, Posthuma, D, Rujescu, D, Sham, PC, Sklar, P, St Clair, D, Weinberger, DR, Wendland, JR, Werge, T, Daly, MJ, and Sullivan, PF

Abstract

Genome-wide association studies (GWASs) are highly effective at identifying common risk variants for schizophrenia. Rare risk variants are also important contributors to schizophrenia etiology but, with the exception of large copy number variants, are difficult to detect with GWAS. Exome and genome sequencing, which have accelerated the study of rare variants, are expensive so alternative methods are needed to aid detection of rare variants. Here we re-analyze an Irish schizophrenia GWAS dataset (n = 3,473) by performing identity-by-descent (IBD) mapping followed by exome sequencing of individuals identified as sharing risk haplotypes to search for rare risk variants in coding regions. We identified 45 rare haplotypes (>1 cM) that were significantly more common in cases than controls. By exome sequencing 105 haplotype carriers, we investigated these haplotypes for functional coding variants that could be tested for association in independent GWAS samples. We identified one rare missense variant in PCNT but did not find statistical support for an association with schizophrenia in a replication analysis. However, IBD mapping can prioritize both individual samples and genomic regions for follow-up analysis but genome rather than exome sequencing may be more effective at detecting risk variants on rare haplotypes.

Published
2019

42. Integrated analysis of environmental and genetic influences on cord blood DNA methylation in new-borns

Author

Czamara, D, Eraslan, G, Page, CM, Lahti, J, Lahti-Pulkkinen, M, Hamalainen, E, Kajantie, E, Laivuori, H, Villa, PM, Reynolds, RM, Nystad, W, Haberg, SE, London, SJ, O'Donnell, KJ, Garg, E, Meaney, MJ, Entringer, S, Wadhwa, PD, Buss, C, Jones, MJ, Lin, DTS, MacIsaac, JL, Kobor, MS, Koen, N, Zar, HJ, Koenen, KC, Dalvie, S, Stein, DJ, Kondofersky, I, Mueller, NS, Theis, FJ, Raikkonen, K, Binder, EB, Wray, NR, Ripke, S, Mattheisen, M, Trzaskowski, M, Byrne, EM, Abdellaoui, A, Adams, MJ, Agerbo, E, Air, TM, Andlauer, TFM, Bacanu, S-A, Baekvad-Hansen, M, Beekman, ATF, Bigdeli, TB, Blackwood, DHR, Bryois, J, Buttenschon, HN, Bybjerg-Grauholm, J, Cai, N, Castelao, E, Christensen, JH, Clarke, T-K, Coleman, JR, Colodro-Conde, L, Couvy-Duchesne, B, Craddock, N, Crawford, GE, Davies, G, Deary, IJ, Degenhardt, F, Derks, EM, Direk, N, Dolan, C, Dunn, EC, Eley, TC, Escott-Price, V, Kiadeh, FFH, Finucane, HK, Forstner, AJ, Frank, J, Gaspar, HA, Gill, M, Goes, FS, Gordon, SD, Grove, J, Hall, LS, Hansen, CS, Hansen, TF, Herms, S, Hickie, IB, Hoffmann, P, Homuth, G, Horn, C, Hottenga, J-J, Hougaard, DM, Ising, M, Jansen, R, Jorgenson, E, Knowles, JA, Kohane, IS, Kraft, J, Kretzschmar, WW, Krogh, J, Kutalik, Z, Li, Y, Lind, PA, MacIntyre, DJ, MacKinnon, DF, Maier, RM, Maier, W, Marchini, J, Mbarek, H, McGrath, P, McGuffin, P, Medland, SE, Mehta, D, Middeldorp, CM, Mihailov, E, Milaneschi, Y, Milani, L, Mondimore, FM, Montgomery, GW, Mostafavi, S, Mullins, N, Nauck, M, Ng, B, Nivard, MG, Nyholt, DR, O'Reilly, PF, Oskarsson, H, Owen, MJ, Painter, JN, Pedersen, CB, Pedersen, MG, Peterson, RE, Pettersson, E, Peyrot, WJ, Pistis, G, Posthuma, D, Quiroz, JA, Qvist, P, Rice, JP, Riley, BP, Rivera, M, Mirza, SS, Schoevers, R, Schulte, EC, Shen, L, Shi, J, Shyn, S, Sigurdsson, E, Sinnamon, GCB, Smit, JH, Smith, DJ, Stefansson, H, Steinberg, S, Streit, F, Strohmaier, J, Tansey, KE, Teismann, H, Teumer, A, Thompson, W, Thomson, PA, Thorgeirsson, TE, Traylor, M, Treutlein, J, Trubetskoy, V, Uitterlinden, AG, Umbricht, D, Van der Auwera, S, van Hemert, AM, Viktorin, A, Visscher, PM, Wang, Y, Webb, BT, Weinsheimer, SM, Wellmann, J, Willemsen, G, Witt, SH, Wu, Y, Xi, HS, Yang, J, Zhang, F, Arolt, V, Baune, BT, Berger, K, Boomsma, D, Cichon, S, Dannlowski, U, de Geus, EJC, DePaulo, JR, Domenici, E, Domschke, K, Esko, T, Grabe, HJ, Hamilton, SP, Hayward, C, Heath, AC, Kendler, KS, Kloiber, S, Lewis, G, Li, QS, Lucae, S, Madden, PAF, Magnusson, PK, Martin, NG, McIntosh, AM, Metspalu, A, Mors, O, Mortensen, PB, Mueller-Myhsok, B, Nordentoft, M, Noethen, MM, O'Donovan, MC, Paciga, SA, Pedersen, NL, Penninx, BWJH, Perlis, RH, Porteous, DJ, Potash, JB, Preisig, M, Rietschel, M, Schaefer, C, Schulze, TG, Smoller, JW, Stefansson, K, Tiemeier, H, Uher, R, Voelzke, H, Weissman, MM, Werge, T, Lewis, CM, Levinson, DF, Breen, G, Borglum, AD, Sullivan, PF, Czamara, D, Eraslan, G, Page, CM, Lahti, J, Lahti-Pulkkinen, M, Hamalainen, E, Kajantie, E, Laivuori, H, Villa, PM, Reynolds, RM, Nystad, W, Haberg, SE, London, SJ, O'Donnell, KJ, Garg, E, Meaney, MJ, Entringer, S, Wadhwa, PD, Buss, C, Jones, MJ, Lin, DTS, MacIsaac, JL, Kobor, MS, Koen, N, Zar, HJ, Koenen, KC, Dalvie, S, Stein, DJ, Kondofersky, I, Mueller, NS, Theis, FJ, Raikkonen, K, Binder, EB, Wray, NR, Ripke, S, Mattheisen, M, Trzaskowski, M, Byrne, EM, Abdellaoui, A, Adams, MJ, Agerbo, E, Air, TM, Andlauer, TFM, Bacanu, S-A, Baekvad-Hansen, M, Beekman, ATF, Bigdeli, TB, Blackwood, DHR, Bryois, J, Buttenschon, HN, Bybjerg-Grauholm, J, Cai, N, Castelao, E, Christensen, JH, Clarke, T-K, Coleman, JR, Colodro-Conde, L, Couvy-Duchesne, B, Craddock, N, Crawford, GE, Davies, G, Deary, IJ, Degenhardt, F, Derks, EM, Direk, N, Dolan, C, Dunn, EC, Eley, TC, Escott-Price, V, Kiadeh, FFH, Finucane, HK, Forstner, AJ, Frank, J, Gaspar, HA, Gill, M, Goes, FS, Gordon, SD, Grove, J, Hall, LS, Hansen, CS, Hansen, TF, Herms, S, Hickie, IB, Hoffmann, P, Homuth, G, Horn, C, Hottenga, J-J, Hougaard, DM, Ising, M, Jansen, R, Jorgenson, E, Knowles, JA, Kohane, IS, Kraft, J, Kretzschmar, WW, Krogh, J, Kutalik, Z, Li, Y, Lind, PA, MacIntyre, DJ, MacKinnon, DF, Maier, RM, Maier, W, Marchini, J, Mbarek, H, McGrath, P, McGuffin, P, Medland, SE, Mehta, D, Middeldorp, CM, Mihailov, E, Milaneschi, Y, Milani, L, Mondimore, FM, Montgomery, GW, Mostafavi, S, Mullins, N, Nauck, M, Ng, B, Nivard, MG, Nyholt, DR, O'Reilly, PF, Oskarsson, H, Owen, MJ, Painter, JN, Pedersen, CB, Pedersen, MG, Peterson, RE, Pettersson, E, Peyrot, WJ, Pistis, G, Posthuma, D, Quiroz, JA, Qvist, P, Rice, JP, Riley, BP, Rivera, M, Mirza, SS, Schoevers, R, Schulte, EC, Shen, L, Shi, J, Shyn, S, Sigurdsson, E, Sinnamon, GCB, Smit, JH, Smith, DJ, Stefansson, H, Steinberg, S, Streit, F, Strohmaier, J, Tansey, KE, Teismann, H, Teumer, A, Thompson, W, Thomson, PA, Thorgeirsson, TE, Traylor, M, Treutlein, J, Trubetskoy, V, Uitterlinden, AG, Umbricht, D, Van der Auwera, S, van Hemert, AM, Viktorin, A, Visscher, PM, Wang, Y, Webb, BT, Weinsheimer, SM, Wellmann, J, Willemsen, G, Witt, SH, Wu, Y, Xi, HS, Yang, J, Zhang, F, Arolt, V, Baune, BT, Berger, K, Boomsma, D, Cichon, S, Dannlowski, U, de Geus, EJC, DePaulo, JR, Domenici, E, Domschke, K, Esko, T, Grabe, HJ, Hamilton, SP, Hayward, C, Heath, AC, Kendler, KS, Kloiber, S, Lewis, G, Li, QS, Lucae, S, Madden, PAF, Magnusson, PK, Martin, NG, McIntosh, AM, Metspalu, A, Mors, O, Mortensen, PB, Mueller-Myhsok, B, Nordentoft, M, Noethen, MM, O'Donovan, MC, Paciga, SA, Pedersen, NL, Penninx, BWJH, Perlis, RH, Porteous, DJ, Potash, JB, Preisig, M, Rietschel, M, Schaefer, C, Schulze, TG, Smoller, JW, Stefansson, K, Tiemeier, H, Uher, R, Voelzke, H, Weissman, MM, Werge, T, Lewis, CM, Levinson, DF, Breen, G, Borglum, AD, and Sullivan, PF

Abstract

Epigenetic processes, including DNA methylation (DNAm), are among the mechanisms allowing integration of genetic and environmental factors to shape cellular function. While many studies have investigated either environmental or genetic contributions to DNAm, few have assessed their integrated effects. Here we examine the relative contributions of prenatal environmental factors and genotype on DNA methylation in neonatal blood at variably methylated regions (VMRs) in 4 independent cohorts (overall n = 2365). We use Akaike's information criterion to test which factors best explain variability of methylation in the cohort-specific VMRs: several prenatal environmental factors (E), genotypes in cis (G), or their additive (G + E) or interaction (GxE) effects. Genetic and environmental factors in combination best explain DNAm at the majority of VMRs. The CpGs best explained by either G, G + E or GxE are functionally distinct. The enrichment of genetic variants from GxE models in GWAS for complex disorders supports their importance for disease risk.

Published
2019

44. Genome-wide association study reveals greater polygenic loading for schizophrenia in cases with a family history of illness

Author

Bigdeli, T. B, Ripke, S, Bacanu, Sa, Lee, S. H, Wray, Nr, Gejman, P. V, Rietschel, M, Cichon, S, St Clair, D, Corvin, A, Kirov, G, Mcquillin, A, Gurling, H, Rujescu, D, Andreassen, O. A, Werge, T, Blackwood, D. H. R, Pato, C. N, Pato, M. T, Malhotra, A. K, O'Donovan, M. C, Kendler, K. S, Fanous, A. H, Neale, Bm, Walters, Jt, Farh, Kh, Holmans, Pa, Lee, P, Bulik Sullivan, B, Collier, Da, Huang, H, Pers, Th, Agartz, I, Agerbo, E, Albus, M, Alexander, M, Amin, F, Begemann, M, Belliveau, Ra, Bene, J, Bergen, Se, Bevilacqua, E, Bigdeli, Tb, Black, Dw, Børglum, Ad, Bruggeman, R, Buccola, Ng, Buckner, Rl, Byerley, W, Cahn, W, Cai, G, Campion, D, Cantor, Rm, Carr, Vj, Carrera, N, Catts, Sv, Chambert, Kd, Chan, Rc, Chen, Ry, Chen, Ey, Cheng, W, Cheung, Ef, Chong, Sa, Cloninger, C, Cohen, D, Cohen, N, Cormican, P, Craddock, N, Crowley, Jj, Curtis, D, Davidson, M, Davis, Kl, Degenhardt, F, Del, Favero, J, Delisi, Le, Demontis, D, Dikeos, D, Dinan, T, Djurovic, S, Donohoe, G, Drapeau, E, Duan, J, Dudbridge, F, Durmishi, N, Eichhammer, P, Eriksson, J, Escott Price, V, Essioux, L, Fanous, Ah, Farrell, Ms, Frank, J, Franke, L, Freedman, R, Freimer, Nb, Friedl, M, Friedman, Ji, Fromer, M, Genovese, G, Georgieva, L, Gershon, Es, Giegling, I, Giusti Rodríguez, P, Godard, S, Goldstein, Ji, Golimbet, V, Gopal, S, Gratten, J, Grove, J, Haan, De, L, Hammer, C, Hamshere, Ml, Hansen, M, Hansen, T, Haroutunian, V, Hartmann, Am, Henskens, Fa, Herms, S, Hirschhorn, Jn, Hoffmann, P, Hofman, A, Hollegaard, Mv, Hougaard, Dm, Ikeda, M, Joa, I, Julìa, A, Kahn, Rs, Kalaydjieva, L, Karachanak Yankova, S, Karjalainen, J, Kavanagh, D, Keller, Mc, Kelly, Bj, Kennedy, Jl, Khrunin, A, Kim, Y, Klovins, J, Knowles, Ja, Konte, B, Kucinskas, V, Kucinskiene, Za, Kuzelova Ptackova, H, Kähler, Ak, Laurent, C, Keong, Jl, Lee, S, Legge, Se, Lerer, B, Li, M, Li, T, Liang, Ky, Lieberman, J, Limborska, S, Loughland, Cm, Lubinski, J, Lönnqvist, J, Macek, M, Magnusson, Pk, Maher, Bs, Maier, W, Mallet, J, Marsal, S, Mattheisen, M, Mattingsdal, M, Mccarley, Rw, Mcdonald, C, Mcintosh, Am, Meier, S, Meijer, Cj, Melegh, B, Melle, I, Mesholam Gately, Ri, Metspalu, A, Michie, Pt, Milani, L, Milanova, V, Mokrab, Y, Morris, Dw, Mors, O, Mortensen, Pb, Murphy, Kc, Murray, Rm, Myin Germeys, I, Müller Myhsok, B, Nelis, M, Nenadic, I, Nertney, Da, Nestadt, G, Nicodemus, Kk, Nikitina Zake, L, Nisenbaum, L, Nordin, A, O'Callaghan, E, O'Dushlaine, C, O'Neill, F, Sy, Oh, Olincy, A, Olsen, L, Jv, Os, Pantelis, C, Papadimitriou, Gn, Papiol, S, Parkhomenko, E, Pato, Mt, Paunio, T, Pejovic Milovancevic, M, Perkins, Do, Pietiläinen, O, Pimm, J, Pocklington, Aj, Powell, J, Price, A, Pulver, Ae, Purcell, Sm, Quested, D, Rasmussen, Hb, Reichenberg, A, Reimers, Ma, Richards, Al, Roffman, Jl, Roussos, P, Ruderfer, Dm, Salomaa, V, Sanders, Ar, Schall, U, Schubert, Cr, Schulze, Tg, Schwab, Sg, Scolnick, Em, Scott, Rj, Seidman, Lj, Shi, J, Sigurdsson, E, Silagadze, T, Silverman, Jm, Sim, K, Slominsky, P, Smoller, Jw, Hc, So, Spencer, Cc, Stahl, Ea, Stefansson, H, Steinberg, S, Stogmann, E, Straub, Re, Strengman, E, Strohmaier, J, Stroup, T, Subramaniam, M, Suvisaari, J, Svrakic, Dm, Szatkiewicz, Jp, Söderman, E, Thirumalai, S, Toncheva, D, Tooney, Pa, Tosato, Sarah, Veijola, J, Waddington, J, Walsh, D, Wang, D, Wang, Q, Webb, Bt, Weiser, M, Wildenauer, Db, Williams, Nm, Williams, S, Witt, Sh, Wolen, Ar, Wong, Eh, Wormley, Bk, Jq, Wu, Hs, Xi, Zai, Cc, Zheng, X, Zimprich, F, Stefansson, K, Visscher, Pm, Adolfsson, R, Andreassen, Oa, Blackwood, Dh, Bramon, E, Buxbaum, Jd, Darvasi, A, Domenici, E, Ehrenreich, H, Esko, T, Gejman, Pv, Gill, M, Hultman, Cm, Iwata, N, Jablensky, Av, Jönsson, Eg, Kendler, Ks, Knight, J, Lencz, T, Levinson, Df, Qs, Li, Liu, J, Malhotra, Ak, Mccarroll, Sa, Moran, Jl, Mowry, Bj, Nöthen, Mm, Ophoff, Ra, Owen, Mj, Palotie, A, Pato, Cn, Petryshen, Tl, Posthuma, D, Riley, Bp, Sham, Pc, Sklar, P, Clair, Ds, Weinberger, Dr, Wendland, Jr, Daly, Mj, Sullivan, Pf, O'Donovan, Mc, Complex Trait Genetics, Amsterdam Neuroscience - Complex Trait Genetics, Bigdeli, Tim B, Ripke, Stephan, Bacanu, Silviu-Alin, Lee, Sang Hong, Fanous, Ayman H, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Psychosis Endophenotype International Consortium, Wellcome Trust Case-Control Consortium 2, Other departments, Adult Psychiatry, Psychiatrie & Neuropsychologie, RS: MHeNs - R2 - Mental Health, MUMC+: MA Psychiatrie (3), MUMC+: Hersen en Zenuw Centrum (3), and Del-Favero, Jurgen

Subjects
0301 basic medicine, Multifactorial Inheritance, Bipolar Disorder, Inheritance Patterns, Genome-wide association study, Single-nucleotide polymorphism, polygenic, heritability, Biology, Polymorphism, Single Nucleotide, Article, 03 medical and health sciences, Cellular and Molecular Neuroscience, 0302 clinical medicine, medicine, Humans, SNP, GWAS, Family, Genetic Predisposition to Disease, Family history, Allele, Genetics (clinical), Genetic association, Genetics & Heredity, Psychiatry, Genetics, Depressive Disorder, Major, family history, Models, Genetic, Case-control study, medicine.disease, 3. Good health, schizophrenia, Psychiatry and Mental health, 030104 developmental biology, Schizophrenia, Case-Control Studies, Human medicine, 030217 neurology & neurosurgery, Genome-Wide Association Study
Abstract

Genome-wide association studies (GWAS) of schizophrenia have yielded more than 100 common susceptibility variants, and strongly support a substantial polygenic contribution of a large number of small allelic effects. It has been hypothesized that familial schizophrenia is largely a consequence of inherited rather than environmental factors. We investigated the extent to which familiality of schizophrenia is associated with enrichment for common risk variants detectable in a large GWAS. We analyzed single nucleotide polymorphism (SNP) data for cases reporting a family history of psychotic illness (N=978), cases reporting no such family history (N=4,503), and unscreened controls (N=8,285) from the Psychiatric Genomics Consortium (PGC1) study of schizophrenia. We used a multinomial logistic regression approach with model-fitting to detect allelic effects specific to either family history subgroup. We also considered a polygenic model, in which we tested whether family history positive subjects carried more schizophrenia risk alleles than family history negative subjects, on average. Several individual SNPs attained suggestive but not genome-wide significant association with either family history subgroup. Comparison of genome-wide polygenic risk scores based on GWAS summary statistics indicated a significant enrichment for SNP effects among family history positive compared to family history negative cases (Nagelkerke's R-2=0.0021; P=0.00331; P-value threshold

Published
2016
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45. Improving genetic prediction by leveraging genetic correlations among human diseases and traits

Author

Maier, R. M., Zhu, Z., Lee, S. H., Trzaskowski, M., Ruderfer, D. M., Stahl, E. A., Ripke, S., Wray, N. R., Yang, J., Visscher, P. M., Robinson, M. R., Forstner, A. J., Mcquillin, A., Trubetskoy, V., Wang, W., Wang, Y., Coleman, J. R. I., Gaspar, H. A., Leeuw, C. A., Whitehead Pavlides, J. M., Olde Loohuis, L. M., Pers, T. H., Lee, P. H., Charney, A. W., Dobbyn, A. L., Huckins, L., Boocock, J., Giambartolomei, C., Roussos, P., Mullins, N., Awasthi, S., Agerbo, E., Als, T. D., Pedersen, C. B., Grove, J., Kupka, R., Regeer, E. J., Anjorin, A., Casas, M., Mahon, P. B., Allardyce, J., Escott-Price, V., Forty, L., Fraser, C., Kogevinas, M., Frank, J., Streit, F., Strohmaier, J., Treutlein, J., Witt, S. H., Kennedy, J. L., Strauss, J. S., Garnham, J., O Donovan, C., Slaney, C., Steinberg, S., Thorgeirsson, T. E., Hautzinger, M., Steffens, M., Perlis, R. H., Sánchez-Mora, C., Hipolito, M., Lawson, W. B., Nwulia, E. A., Levy, S. E., Foroud, T. M., Jamain, S., Young, A. H., Mckay, J. D., Albani, D., Zandi, P., Potash, J. B., Zhang, P., Raymond Depaulo, J., Bergen, S. E., Juréus, A., Karlsson, R., Kandaswamy, R., Mcguffin, P., Rivera, M., Lissowska, J., Cruceanu, C., Lucae, S., Cervantes, P., Budde, M., Gade, K., Heilbronner, U., Pedersen, M. G., Morris, D. W., Weickert, C. S., Weickert, T. W., Macintyre, D. J., Lawrence, J., Elvsåshagen, T., Smeland, O. B., Djurovic, S., Xi, S., Green, E. K., Czerski, P. M., Hauser, J., Xu, W., Vedder, H., Oruc, L., Spijker, A. T., Gordon, S. D., Medland, S. E., Curtis, D., Mühleisen, T. W., Badner, J. A., Scheftner, W. A., Sigurdsson, E., Schork, N. J., Schatzberg, A. F., Bækvad-Hansen, M., Bybjerg-Grauholm, J., Hansen, C. S., Knowles, J. A., Szelinger, S., Montgomery, G. W., Boks, M., Adolfsson, A. N., Hoffmann, P., Bauer, M., Pfennig, A., Leber, M., Kittel-Schneider, S., Reif, A., Del-Favero, J., Fischer, S. B., Herms, S., Reinbold, C. S., Degenhardt, F., Koller, A. C., Maaser, A., Ori, A. P. S., Dale, A. M., Fan, C. C., Greenwood, T. A., Nievergelt, C. M., Shehktman, T., Shilling, P. D., Byerley, W., Bunney, W., Alliey-Rodriguez, N., Clarke, T. K., Liu, C., Coryell, W., Akil, H., Burmeister, M., Flickinger, M., Li, J. Z., Mcinnis, M. G., Meng, F., Thompson, R. C., Watson, S. J., Zollner, S., Guan, W., Green, M. J., Craig, D., Sobell, J. L., Milani, L., Gordon-Smith, Katherine, Knott, Sarah, Perry, Amy, Parra, J. G., Mayoral, F., Rivas, F., Rice, J. P., Barchas, J. D., Børglum, A. D., Mortensen, P. B., Mors, O., Grigoroiu-Serbanescu, M., Bellivier, F., Etain, B., Leboyer, M., Ramos-Quiroga, J. A., Agartz, I., Amin, F., Azevedo, M. H., Bass, N., Black, D. W., Blackwood, D. H. R., Bruggeman, R., Buccola, N. G., Choudhury, K., Cloninger, C. R., Corvin, A., Craddock, N., Daly, M. J., Datta, S., Donohoe, G. J., Duan, J., Dudbridge, F., Fanous, A., Freedman, R., Freimer, N. B., Friedl, M., Gill, M., Gurling, H., Haan, L., Hamshere, M. L., Hartmann, A. M., Holmans, P. A., Kahn, R. S., Keller, M. C., Kenny, E., Kirov, G. K., Krabbendam, L., Krasucki, R., Lencz, T., Levinson, D. F., Lieberman, J. A., Lin, D. -Y, Linszen, D. H., Magnusson, P. K. E., Maier, W., Malhotra, A. K., Mattheisen, M., Mattingsdal, M., Mccarroll, S. A., Medeiros, H., Melle, I., Milanova, V., Myin-Germeys, I., Neale, B. M., Ophoff, R. A., Owen, M. J., Pimm, J., Purcell, S. M., Puri, V., Digby Quested, Rossin, L., Sanders, A. R., Shi, J., Sklar, P., St Clair, D., Stroup, T. S., Os, J., Wiersma, D., Zammit, S., Maier, Robert M, Zhu, Zhihong, Lee, Sang Hong, Trzaskowski, Maciej, Ruderfer, Douglas M, Stahl, Eli A, Ripke, Stephan, Wray, Naomi R, Yang, Jian, Visscher, Peter M, Robinson, Matthew R, Bipolar Disorder Working Grp Psy, Schizophrenia Working Grp Psychiat, Complex Trait Genetics, Amsterdam Neuroscience - Complex Trait Genetics, APH - Mental Health, ANS - Complex Trait Genetics, Adult Psychiatry, and Psychiatry

Subjects
0301 basic medicine, Bipolar Disorder, Chemistry(all), Science, General Physics and Astronomy, Genomics, Genome-wide association study, Computational biology, Biology, Physics and Astronomy(all), Risk Assessment, Biochemistry, General Biochemistry, Genetics and Molecular Biology, Article, predictive medicine, quantitative trait, 03 medical and health sciences, 0302 clinical medicine, SDG 3 - Good Health and Well-being, Pleiotropy, Genetic Pleiotropy, Humans, Genetic Predisposition to Disease, lcsh:Science, Multidisciplinary, Models, Statistical, Bipolar Disorder/genetics, Genome-Wide Association Study, Schizophrenia/genetics, Biochemistry, Genetics and Molecular Biology(all), General Chemistry, Precision medicine, R1, Biobank, 3. Good health, genome wide association studies, 030104 developmental biology, Trait, Schizophrenia, statistical methods, lcsh:Q, Risk assessment, 030217 neurology & neurosurgery, Genetics and Molecular Biology(all)
Abstract

Genomic prediction has the potential to contribute to precision medicine. However, to date, the utility of such predictors is limited due to low accuracy for most traits. Here theory and simulation study are used to demonstrate that widespread pleiotropy among phenotypes can be utilised to improve genomic risk prediction. We show how a genetic predictor can be created as a weighted index that combines published genome-wide association study (GWAS) summary statistics across many different traits. We apply this framework to predict risk of schizophrenia and bipolar disorder in the Psychiatric Genomics consortium data, finding substantial heterogeneity in prediction accuracy increases across cohorts. For six additional phenotypes in the UK Biobank data, we find increases in prediction accuracy ranging from 0.7% for height to 47% for type 2 diabetes, when using a multi-trait predictor that combines published summary statistics from multiple traits, as compared to a predictor based only on one trait., Genetic prediction of complex traits so far has limited accuracy because of insufficient understanding of the genetic risk. Here, Maier et al. develop an improved method for trait prediction that makes use of genetic correlations between traits and apply it to summary statistics of psychiatric diseases.

Published
2018
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48. Applying polygenic risk scoring for psychiatric disorders to a large family with bipolar disorder and major depressive disorder

Author

de Jong, S, Diniz, MJA, Saloma, A, Gadelha, A, Santoro, ML, Ota, VK, Noto, C, Wray, NR, Ripke, S, Mattheisen, M, Trzaskowski, M, Byrne, EM, Abdellaoui, A, Adams, MJ, Agerbo, E, Air, TM, Andlauer, TFM, Bacanu, SA, Bækvad-Hansen, M, Beekman, ATF, Bigdeli, TB, Binder, EB, Blackwood, DHR, Bryois, J, Buttenschøn, HN, Bybjerg-Grauholm, J, Cai, N, Castelao, E, Christensen, JH, Clarke, TK, Coleman, JRI, Colodro-Conde, L, Couvy-Duchesne, B, Craddock, N, Crawford, GE, Davies, G, Deary, IJ, Degenhardt, F, Derks, EM, Direk, N, Dolan, CV, Dunn, EC, Eley, TC, Escott-Price, V, Kiadeh, FFH, Finucane, HK, Forstner, AJ, Frank, J, Gaspar, HA, Gill, M, Goes, FS, Gordon, SD, Grove, J, Hansen, CS, Hansen, TF, Herms, S, Hickie, IB, Hoffmann, P, Homuth, G, Horn, C, Hottenga, JJ, Hougaard, DM, Ising, M, Jansen, R, Jones, I, Jones, LA, Jorgenson, E, Knowles, JA, Kohane, IS, Kraft, J, Kretzschmar, WW, Krogh, J, Kutalik, Z, Li, Y, Lind, PA, MacIntyre, DJ, MacKinnon, DF, Maier, RM, Maier, W, Marchini, J, Mbarek, H, McGrath, P, McGuffin, P, Medland, SE, Mehta, D, Middeldorp, CM, Mihailov, E, Milaneschi, Y, Milani, L, Mondimore, FM, Montgomery, GW, Mostafavi, S, Mullins, N, Nauck, M, Ng, B, Nivard, MG, Nyholt, DR, Oskarsson, H, Owen, MJ, Painter, JN, de Jong, S, Diniz, MJA, Saloma, A, Gadelha, A, Santoro, ML, Ota, VK, Noto, C, Wray, NR, Ripke, S, Mattheisen, M, Trzaskowski, M, Byrne, EM, Abdellaoui, A, Adams, MJ, Agerbo, E, Air, TM, Andlauer, TFM, Bacanu, SA, Bækvad-Hansen, M, Beekman, ATF, Bigdeli, TB, Binder, EB, Blackwood, DHR, Bryois, J, Buttenschøn, HN, Bybjerg-Grauholm, J, Cai, N, Castelao, E, Christensen, JH, Clarke, TK, Coleman, JRI, Colodro-Conde, L, Couvy-Duchesne, B, Craddock, N, Crawford, GE, Davies, G, Deary, IJ, Degenhardt, F, Derks, EM, Direk, N, Dolan, CV, Dunn, EC, Eley, TC, Escott-Price, V, Kiadeh, FFH, Finucane, HK, Forstner, AJ, Frank, J, Gaspar, HA, Gill, M, Goes, FS, Gordon, SD, Grove, J, Hansen, CS, Hansen, TF, Herms, S, Hickie, IB, Hoffmann, P, Homuth, G, Horn, C, Hottenga, JJ, Hougaard, DM, Ising, M, Jansen, R, Jones, I, Jones, LA, Jorgenson, E, Knowles, JA, Kohane, IS, Kraft, J, Kretzschmar, WW, Krogh, J, Kutalik, Z, Li, Y, Lind, PA, MacIntyre, DJ, MacKinnon, DF, Maier, RM, Maier, W, Marchini, J, Mbarek, H, McGrath, P, McGuffin, P, Medland, SE, Mehta, D, Middeldorp, CM, Mihailov, E, Milaneschi, Y, Milani, L, Mondimore, FM, Montgomery, GW, Mostafavi, S, Mullins, N, Nauck, M, Ng, B, Nivard, MG, Nyholt, DR, Oskarsson, H, Owen, MJ, and Painter, JN

Abstract

Psychiatric disorders are thought to have a complex genetic pathology consisting of interplay of common and rare variation. Traditionally, pedigrees are used to shed light on the latter only, while here we discuss the application of polygenic risk scores to also highlight patterns of common genetic risk. We analyze polygenic risk scores for psychiatric disorders in a large pedigree (n ~ 260) in which 30% of family members suffer from major depressive disorder or bipolar disorder. Studying patterns of assortative mating and anticipation, it appears increased polygenic risk is contributed by affected individuals who married into the family, resulting in an increasing genetic risk over generations. This may explain the observation of anticipation in mood disorders, whereby onset is earlier and the severity increases over the generations of a family. Joint analyses of rare and common variation may be a powerful way to understand the familial genetics of psychiatric disorders.

Published
2018

49. Genome-wide interaction study of a proxy for stress-sensitivity and its prediction of major depressive disorder

Author

Arnau-Soler, A., Adams, M. J., Hayward, C. (Caroline), Thomson, PA, Porteous, D, Campbell, A. (Archie), Smith, B.H. (Blair), Black, C., Padmanabhan, S. (Sandosh), Mcintosh, A.M. (Andrew), Wray, N.R. (Naomi), Ripke, S. (Stephan), Mattheisen, M. (Manuel), Trzaskowski, M., Byrne, E.M. (Enda), Abdellaoui, A. (Abdel), Agerbo, E, Air, T.M., Andlauer, T.F.M., Bacanu, SA, Bækvad-Hansen, M., Beekman, A.T.F. (Aartjan), Bigdeli, TB, Binder, E.B. (Elisabeth), Blackwood, D.H.R. (Douglas), Bryois, J., Buttenschøn, H.N., Bybjerg-Grauholm, J., Cai, N., Castelao, E, Christensen, J.H., Clarke, T.-K., Coleman, J.R.I., Colodro-Conde, L., Couvy-Duchesne, B., Craddock, N.J. (Nick), Crawford, G.E., Davies, G. (Gail), Deary, I.J. (Ian), Degenhardt, F., Derks, E.M. (Eske), Direk, N., Dolan, C.V. (Conor), Dunn, EC, Eley, T.C. (T.), Escott-Price, V, Kiadeh, F.F.H., Finucane, HK, Forstner, A.J. (Andreas), Frank, J. (Josef), Gaspar, H.A., Gill, M. (Michael), Goes, F.S., Gordon, S.D., Grove, J. (Jakob), Hall, L.S., Hansen, C.S., Hansen, T.F. (Thomas F), Herms, S. (Stefan), Hickie, I.B. (Ian), Hoffmann, P. (Per), Homuth, G. (Georg), Horn, C., Hottenga, JJ, Hougaard, D.M. (David), Ising, M. (Marcus), Jansen, R, Jorgenson, E, Knowles, J.A. (James A), Kohane, IS, Kraft, J., Kretzschmar, W.W., Krogh, J., Kutalik, Z. (Zoltán), Li, Y. (Yuwen), Lind, P.A. (Penelope), Macintyre, D.J. (Donald J), MacKinnon, D.F., Maier, R.M., Maier, W. (Wolfgang), Marchini, J. (Jonathan), Mbarek, H, McGrath, P., Mcguffin, P. (Peter), Medland, S.E., Mehta, D, Middeldorp, CM, Mihailov, E. (Evelin), Milaneschi, Y. (Yuri), Milani, L. (Lili), Mondimore, F.M., Montgomery, G.W. (Grant), Mostafavi, S., Mullins, N., Nauck, M., Ng, B., Nivard, M.G., Nyholt, D.R. (Dale), O'Reilly, P.F. (Paul), Oskarsson, H. (Hogni), Owen, M.J., Painter, JN, Pedersen, CB, Pedersen, M.G., Peterson, R.E., Pettersson, E, Peyrot, W.J. (Wouter ), Pistis, G. (Giorgio), Posthuma, D., Quiroz, J.A., Qvist, P., Rice, J.P. (John), Riley, B.P. (Brien), Rivera, M., Mirza, S.S., Schoevers, R. (Robert), Schulte, E.C., Shen, L. (Li), Shi, J. (Julia), Shyn, S.I. (Stanley I), Sigurdsson, E. (Engilbert), Sinnamon, G.C.B., Smit, J.H.M., Smith, D.J. (Derek James), Stefansson, H. (Hreinn), Steinberg, S. (Stacy), Streit, F., Strohmaier, J., Tansey, KE, Teismann, H., Teumer, A. (Alexander), Thompson, W., Thorgeirsson, T.E. (Thorgeir), Traylor, M. (Matthew), Treutlein, J. (Jens), Trubetskoy, V., Uitterlinden, A.G. (André), Umbricht, D., Van der Auwera, S., van Hemert, A.M., Viktorin, A, Visscher, P.M. (Peter), Wang, Y. (Yijing), Webb, BT, Weinsheimer, S.M., Wellmann, J. (Jürgen), Willemsen, G.A.H.M. (Gonneke), Witt, S.H. (Stephanie H), Wu, Y., Xi, HS, Yang, J., Zhang, F. (Feng), Arolt, V, Baune, BT, Berger, K. (Klaus), Boomsma, D.I. (Dorret), Cichon, S. (Sven), Dannlowski, U., de Geus, EJCN, DePaulo, J.R., Domenici, E, Domschke, K., Esko, T. (Tõnu), Grabe, H.J. (Hans Jörgen), Hamilton, S.P. (Steven P), Heath, A.C. (Andrew), Kendler, K. (K.), Kloiber, S, Lewis, G, Li, Q.S., Lucae, S. (Susanne), Madden, P.A. (Pamela), Magnusson, P.K. (Patrik), Martin, N.G. (Nicholas), Metspalu, A. (Andres), Mors, O., Mortensen, P.B., Müller-Myhsok, B., Nordentoft, M, Nöthen, M.M. (Markus), O'Donovan, M. (Michael), Paciga, S.A., Pedersen, N.L. (Nancy), Penninx, B.W.J.H. (Brenda), Perlis, R.H. (Roy H), Porteous, D.J. (David J.), Potash, J.B. (James B), Preisig, M. (Martin), Rietschel, M., Schaefer, C. (Catherine), Schulze, T.G. (Thomas), Smoller, J.W., Zwart, J-A. (John-Anker), Tiemeier, H.W. (Henning), Uher, R, Völzke, H. (Henry), Weissman, M.M. (Myrna M), Werge, T.M. (Thomas), Lewis, C.M. (Cathryn), Levinson, D.F. (Douglas), Breen, G. (Gerome), Børglum, A.D., Sullivan, P.F. (Patrick), Arnau-Soler, A., Adams, M. J., Hayward, C. (Caroline), Thomson, PA, Porteous, D, Campbell, A. (Archie), Smith, B.H. (Blair), Black, C., Padmanabhan, S. (Sandosh), Mcintosh, A.M. (Andrew), Wray, N.R. (Naomi), Ripke, S. (Stephan), Mattheisen, M. (Manuel), Trzaskowski, M., Byrne, E.M. (Enda), Abdellaoui, A. (Abdel), Agerbo, E, Air, T.M., Andlauer, T.F.M., Bacanu, SA, Bækvad-Hansen, M., Beekman, A.T.F. (Aartjan), Bigdeli, TB, Binder, E.B. (Elisabeth), Blackwood, D.H.R. (Douglas), Bryois, J., Buttenschøn, H.N., Bybjerg-Grauholm, J., Cai, N., Castelao, E, Christensen, J.H., Clarke, T.-K., Coleman, J.R.I., Colodro-Conde, L., Couvy-Duchesne, B., Craddock, N.J. (Nick), Crawford, G.E., Davies, G. (Gail), Deary, I.J. (Ian), Degenhardt, F., Derks, E.M. (Eske), Direk, N., Dolan, C.V. (Conor), Dunn, EC, Eley, T.C. (T.), Escott-Price, V, Kiadeh, F.F.H., Finucane, HK, Forstner, A.J. (Andreas), Frank, J. (Josef), Gaspar, H.A., Gill, M. (Michael), Goes, F.S., Gordon, S.D., Grove, J. (Jakob), Hall, L.S., Hansen, C.S., Hansen, T.F. (Thomas F), Herms, S. (Stefan), Hickie, I.B. (Ian), Hoffmann, P. (Per), Homuth, G. (Georg), Horn, C., Hottenga, JJ, Hougaard, D.M. (David), Ising, M. (Marcus), Jansen, R, Jorgenson, E, Knowles, J.A. (James A), Kohane, IS, Kraft, J., Kretzschmar, W.W., Krogh, J., Kutalik, Z. (Zoltán), Li, Y. (Yuwen), Lind, P.A. (Penelope), Macintyre, D.J. (Donald J), MacKinnon, D.F., Maier, R.M., Maier, W. (Wolfgang), Marchini, J. (Jonathan), Mbarek, H, McGrath, P., Mcguffin, P. (Peter), Medland, S.E., Mehta, D, Middeldorp, CM, Mihailov, E. (Evelin), Milaneschi, Y. (Yuri), Milani, L. (Lili), Mondimore, F.M., Montgomery, G.W. (Grant), Mostafavi, S., Mullins, N., Nauck, M., Ng, B., Nivard, M.G., Nyholt, D.R. (Dale), O'Reilly, P.F. (Paul), Oskarsson, H. (Hogni), Owen, M.J., Painter, JN, Pedersen, CB, Pedersen, M.G., Peterson, R.E., Pettersson, E, Peyrot, W.J. (Wouter ), Pistis, G. (Giorgio), Posthuma, D., Quiroz, J.A., Qvist, P., Rice, J.P. (John), Riley, B.P. (Brien), Rivera, M., Mirza, S.S., Schoevers, R. (Robert), Schulte, E.C., Shen, L. (Li), Shi, J. (Julia), Shyn, S.I. (Stanley I), Sigurdsson, E. (Engilbert), Sinnamon, G.C.B., Smit, J.H.M., Smith, D.J. (Derek James), Stefansson, H. (Hreinn), Steinberg, S. (Stacy), Streit, F., Strohmaier, J., Tansey, KE, Teismann, H., Teumer, A. (Alexander), Thompson, W., Thorgeirsson, T.E. (Thorgeir), Traylor, M. (Matthew), Treutlein, J. (Jens), Trubetskoy, V., Uitterlinden, A.G. (André), Umbricht, D., Van der Auwera, S., van Hemert, A.M., Viktorin, A, Visscher, P.M. (Peter), Wang, Y. (Yijing), Webb, BT, Weinsheimer, S.M., Wellmann, J. (Jürgen), Willemsen, G.A.H.M. (Gonneke), Witt, S.H. (Stephanie H), Wu, Y., Xi, HS, Yang, J., Zhang, F. (Feng), Arolt, V, Baune, BT, Berger, K. (Klaus), Boomsma, D.I. (Dorret), Cichon, S. (Sven), Dannlowski, U., de Geus, EJCN, DePaulo, J.R., Domenici, E, Domschke, K., Esko, T. (Tõnu), Grabe, H.J. (Hans Jörgen), Hamilton, S.P. (Steven P), Heath, A.C. (Andrew), Kendler, K. (K.), Kloiber, S, Lewis, G, Li, Q.S., Lucae, S. (Susanne), Madden, P.A. (Pamela), Magnusson, P.K. (Patrik), Martin, N.G. (Nicholas), Metspalu, A. (Andres), Mors, O., Mortensen, P.B., Müller-Myhsok, B., Nordentoft, M, Nöthen, M.M. (Markus), O'Donovan, M. (Michael), Paciga, S.A., Pedersen, N.L. (Nancy), Penninx, B.W.J.H. (Brenda), Perlis, R.H. (Roy H), Porteous, D.J. (David J.), Potash, J.B. (James B), Preisig, M. (Martin), Rietschel, M., Schaefer, C. (Catherine), Schulze, T.G. (Thomas), Smoller, J.W., Zwart, J-A. (John-Anker), Tiemeier, H.W. (Henning), Uher, R, Völzke, H. (Henry), Weissman, M.M. (Myrna M), Werge, T.M. (Thomas), Lewis, C.M. (Cathryn), Levinson, D.F. (Douglas), Breen, G. (Gerome), Børglum, A.D., and Sullivan, P.F. (Patrick)

Abstract

Individual response to stress is correlated with neuroticism and is an important predictor of both neuroticism and the onset of major depressive disorder (MDD). Identification of the genetics underpinning individual differences in response to negative events (stress-sensitivity) may improve our understanding of the molecular pathways involved, and its association with stress-related illnesses. We sought to generate a proxy for stress-sensitivity through modelling the interaction between SNP allele and MDD status on neuroticism score in order to identify genetic variants that contribute to the higher neuroticism seen in individuals with a lifetime diagnosis of d

Published
2018
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50. Improving genetic prediction by leveraging genetic correlations among human diseases and traits

Author

Maier, RM, Zhu, Z, Lee, SH, Trzaskowski, M, Ruderfer, DM, Stahl, EA, Ripke, S, Wray, NR, Yang, J, Visscher, PM, Robinson, MR, Forstner, AJ, Mcquillin, A, Trubetskoy, V, Wang, W, Wang, Y, Coleman, JRI, Gaspar, HA, De Leeuw, CA, Whitehead Pavlides, JM, Olde Loohuis, LM, Pers, TH, Lee, PH, Charney, AW, Dobbyn, AL, Huckins, L, Boocock, J, Giambartolomei, C, Roussos, P, Mullins, N, Awasthi, S, Agerbo, E, Als, TD, Pedersen, CB, Grove, J, Kupka, R, Regeer, EJ, Anjorin, A, Casas, M, Mahon, PB, Allardyce, J, Escott-Price, V, Forty, L, Fraser, C, Kogevinas, M, Frank, J, Streit, F, Strohmaier, J, Treutlein, J, Witt, SH, Kennedy, JL, Strauss, JS, Garnham, J, O'donovan, C, Slaney, C, Steinberg, S, Thorgeirsson, TE, Hautzinger, M, Steffens, M, Perlis, RH, Sánchez-Mora, C, Hipolito, M, Lawson, WB, Nwulia, EA, Levy, SE, Foroud, TM, Jamain, S, Young, AH, Mckay, JD, Albani, D, Zandi, P, Potash, JB, Zhang, P, Raymond Depaulo, J, Bergen, SE, Juréus, A, Karlsson, R, Kandaswamy, R, Mcguffin, P, Rivera, M, Lissowska, J, Cruceanu, C, Lucae, S, Cervantes, P, Budde, M, Gade, K, Heilbronner, U, Pedersen, MG, Morris, DW, Weickert, CS, Weickert, TW, Macintyre, DJ, Lawrence, J, Elvsåshagen, T, Smeland, OB, Djurovic, S, Xi, S, Green, EK, Czerski, PM, Hauser, J, Maier, RM, Zhu, Z, Lee, SH, Trzaskowski, M, Ruderfer, DM, Stahl, EA, Ripke, S, Wray, NR, Yang, J, Visscher, PM, Robinson, MR, Forstner, AJ, Mcquillin, A, Trubetskoy, V, Wang, W, Wang, Y, Coleman, JRI, Gaspar, HA, De Leeuw, CA, Whitehead Pavlides, JM, Olde Loohuis, LM, Pers, TH, Lee, PH, Charney, AW, Dobbyn, AL, Huckins, L, Boocock, J, Giambartolomei, C, Roussos, P, Mullins, N, Awasthi, S, Agerbo, E, Als, TD, Pedersen, CB, Grove, J, Kupka, R, Regeer, EJ, Anjorin, A, Casas, M, Mahon, PB, Allardyce, J, Escott-Price, V, Forty, L, Fraser, C, Kogevinas, M, Frank, J, Streit, F, Strohmaier, J, Treutlein, J, Witt, SH, Kennedy, JL, Strauss, JS, Garnham, J, O'donovan, C, Slaney, C, Steinberg, S, Thorgeirsson, TE, Hautzinger, M, Steffens, M, Perlis, RH, Sánchez-Mora, C, Hipolito, M, Lawson, WB, Nwulia, EA, Levy, SE, Foroud, TM, Jamain, S, Young, AH, Mckay, JD, Albani, D, Zandi, P, Potash, JB, Zhang, P, Raymond Depaulo, J, Bergen, SE, Juréus, A, Karlsson, R, Kandaswamy, R, Mcguffin, P, Rivera, M, Lissowska, J, Cruceanu, C, Lucae, S, Cervantes, P, Budde, M, Gade, K, Heilbronner, U, Pedersen, MG, Morris, DW, Weickert, CS, Weickert, TW, Macintyre, DJ, Lawrence, J, Elvsåshagen, T, Smeland, OB, Djurovic, S, Xi, S, Green, EK, Czerski, PM, and Hauser, J

Abstract

Genomic prediction has the potential to contribute to precision medicine. However, to date, the utility of such predictors is limited due to low accuracy for most traits. Here theory and simulation study are used to demonstrate that widespread pleiotropy among phenotypes can be utilised to improve genomic risk prediction. We show how a genetic predictor can be created as a weighted index that combines published genome-wide association study (GWAS) summary statistics across many different traits. We apply this framework to predict risk of schizophrenia and bipolar disorder in the Psychiatric Genomics consortium data, finding substantial heterogeneity in prediction accuracy increases across cohorts. For six additional phenotypes in the UK Biobank data, we find increases in prediction accuracy ranging from 0.7% for height to 47% for type 2 diabetes, when using a multi-trait predictor that combines published summary statistics from multiple traits, as compared to a predictor based only on one trait.

Published
2018

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