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1. Genome-wide association study of borderline personality disorder reveals genetic overlap with bipolar disorder, major depression and schizophrenia.

Author

Witt, SH, Streit, F, Jungkunz, M, Frank, J, Awasthi, S, Reinbold, CS, Treutlein, J, Degenhardt, F, Forstner, AJ, Heilmann-Heimbach, S, Dietl, L, Schwarze, CE, Schendel, D, Strohmaier, J, Abdellaoui, A, Adolfsson, R, Air, TM, Akil, H, Alda, M, Alliey-Rodriguez, N, Andreassen, OA, Babadjanova, G, Bass, NJ, Bauer, M, Baune, BT, Bellivier, F, Bergen, S, Bethell, A, Biernacka, JM, Blackwood, DHR, Boks, MP, Boomsma, DI, Børglum, AD, Borrmann-Hassenbach, M, Brennan, P, Budde, M, Buttenschøn, HN, Byrne, EM, Cervantes, P, Clarke, T-K, Craddock, N, Cruceanu, C, Curtis, D, Czerski, PM, Dannlowski, U, Davis, T, de Geus, EJC, Di Florio, A, Djurovic, S, Domenici, E, Edenberg, HJ, Etain, B, Fischer, SB, Forty, L, Fraser, C, Frye, MA, Fullerton, JM, Gade, K, Gershon, ES, Giegling, I, Gordon, SD, Gordon-Smith, K, Grabe, HJ, Green, EK, Greenwood, TA, Grigoroiu-Serbanescu, M, Guzman-Parra, J, Hall, LS, Hamshere, M, Hauser, J, Hautzinger, M, Heilbronner, U, Herms, S, Hitturlingappa, S, Hoffmann, P, Holmans, P, Hottenga, J-J, Jamain, S, Jones, I, Jones, LA, Juréus, A, Kahn, RS, Kammerer-Ciernioch, J, Kirov, G, Kittel-Schneider, S, Kloiber, S, Knott, SV, Kogevinas, M, Landén, M, Leber, M, Leboyer, M, Li, QS, Lissowska, J, Lucae, S, Martin, NG, Mayoral-Cleries, F, McElroy, SL, McIntosh, AM, McKay, JD, and McQuillin, A

Subjects
Bipolar Disorders Working Group of the Psychiatric Genomics Consortium, Major Depressive Disorder Working Group of the Psychiatric Genomics Consortium, Schizophrenia Working Group of the Psychiatric Genomics Consortium, Humans, Genetic Predisposition to Disease, Case-Control Studies, Bipolar Disorder, Depressive Disorder, Major, Borderline Personality Disorder, Schizophrenia, Genotype, Multifactorial Inheritance, Adolescent, Adult, Aged, Middle Aged, Female, Male, Genome-Wide Association Study, Young Adult, Depressive Disorder, Major, Clinical Sciences, Public Health and Health Services, Psychology
Abstract

Borderline personality disorder (BOR) is determined by environmental and genetic factors, and characterized by affective instability and impulsivity, diagnostic symptoms also observed in manic phases of bipolar disorder (BIP). Up to 20% of BIP patients show comorbidity with BOR. This report describes the first case-control genome-wide association study (GWAS) of BOR, performed in one of the largest BOR patient samples worldwide. The focus of our analysis was (i) to detect genes and gene sets involved in BOR and (ii) to investigate the genetic overlap with BIP. As there is considerable genetic overlap between BIP, major depression (MDD) and schizophrenia (SCZ) and a high comorbidity of BOR and MDD, we also analyzed the genetic overlap of BOR with SCZ and MDD. GWAS, gene-based tests and gene-set analyses were performed in 998 BOR patients and 1545 controls. Linkage disequilibrium score regression was used to detect the genetic overlap between BOR and these disorders. Single marker analysis revealed no significant association after correction for multiple testing. Gene-based analysis yielded two significant genes: DPYD (P=4.42 × 10-7) and PKP4 (P=8.67 × 10-7); and gene-set analysis yielded a significant finding for exocytosis (GO:0006887, PFDR=0.019; FDR, false discovery rate). Prior studies have implicated DPYD, PKP4 and exocytosis in BIP and SCZ. The most notable finding of the present study was the genetic overlap of BOR with BIP (rg=0.28 [P=2.99 × 10-3]), SCZ (rg=0.34 [P=4.37 × 10-5]) and MDD (rg=0.57 [P=1.04 × 10-3]). We believe our study is the first to demonstrate that BOR overlaps with BIP, MDD and SCZ on the genetic level. Whether this is confined to transdiagnostic clinical symptoms should be examined in future studies.

Published
2017

2. Analysis of exome sequence in 604 trios for recessive genotypes in schizophrenia.

Author

Rees, E, Kirov, G, Walters, JT, Richards, AL, Howrigan, D, Kavanagh, DH, Pocklington, AJ, Fromer, M, Ruderfer, DM, Georgieva, L, Carrera, N, Gormley, P, Palta, P, Williams, H, Dwyer, S, Johnson, JS, Roussos, P, Barker, DD, Banks, E, Milanova, V, Rose, SA, Chambert, K, Mahajan, M, Scolnick, EM, Moran, JL, Tsuang, MT, Glatt, SJ, Chen, WJ, Hwu, H-G, Taiwanese Trios Exome Sequencing Consortium, Neale, BM, Palotie, A, Sklar, P, Purcell, SM, McCarroll, SA, Holmans, P, Owen, MJ, and O'Donovan, MC

Subjects
Taiwanese Trios Exome Sequencing Consortium, Humans, Genetic Predisposition to Disease, Case-Control Studies, Family, Schizophrenia, Gene Frequency, Genotype, Heterozygote, Homozygote, Genes, Recessive, Female, Male, Exome, Voltage-Gated Sodium Channels, Genes, Recessive, Clinical Sciences, Public Health and Health Services, Psychology
Abstract

Genetic associations involving both rare and common alleles have been reported for schizophrenia but there have been no systematic scans for rare recessive genotypes using fully phased trio data. Here, we use exome sequencing in 604 schizophrenia proband-parent trios to investigate the role of recessive (homozygous or compound heterozygous) nonsynonymous genotypes in the disorder. The burden of recessive genotypes was not significantly increased in probands at either a genome-wide level or in any individual gene after adjustment for multiple testing. At a system level, probands had an excess of nonsynonymous compound heterozygous genotypes (minor allele frequency, MAF ⩽ 1%) in voltage-gated sodium channels (VGSCs; eight in probands and none in parents, P = 1.5 × 10(-)(4)). Previous findings of multiple de novo loss-of-function mutations in this gene family, particularly SCN2A, in autism and intellectual disability provide biological and genetic plausibility for this finding. Pointing further to the involvement of VGSCs in schizophrenia, we found that these genes were enriched for nonsynonymous mutations (MAF ⩽ 0.1%) in cases genotyped using an exome array, (5585 schizophrenia cases and 8103 controls), and that in the trios data, synaptic proteins interacting with VGSCs were also enriched for both compound heterozygosity (P = 0.018) and de novo mutations (P = 0.04). However, we were unable to replicate the specific association with compound heterozygosity at VGSCs in an independent sample of Taiwanese schizophrenia trios (N = 614). We conclude that recessive genotypes do not appear to make a substantial contribution to schizophrenia at a genome-wide level. Although multiple lines of evidence, including several from this study, suggest that rare mutations in VGSCs contribute to the disorder, in the absence of replication of the original findings regarding compound heterozygosity, this conclusion requires evaluation in a larger sample of trios.

Published
2015

3. Genome-wide common and rare variant analysis provides novel insights into clozapine-associated neutropenia

Author

Legge, S E, Hamshere, M L, Ripke, S, Pardinas, A F, Goldstein, J I, Rees, E, Richards, A L, Leonenko, G, Jorskog, L F, Consortium, Clozapine-Induced Agranulocytosis, Chambert, K D, Collier, D A, Genovese, G, Giegling, I, Holmans, P, Jonasdottir, A, Kirov, G, McCarroll, S A, MacCabe, J H, Mantripragada, K, Moran, J L, Neale, B M, Stefansson, H, Rujescu, D, Daly, M J, Sullivan, P F, Owen, M J, OʼDonovan, M C, and Walters, J TR

Published
2018
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4. Genome-wide common and rare variant analysis provides novel insights into clozapine-associated neutropenia

Author

Legge, S E, Hamshere, M L, Ripke, S, Pardinas, A F, Goldstein, J I, Rees, E, Richards, A L, Leonenko, G, Jorskog, L F, Chambert, K D, Collier, D A, Genovese, G, Giegling, I, Holmans, P, Jonasdottir, A, Kirov, G, McCarroll, S A, MacCabe, J H, Mantripragada, K, Moran, J L, Neale, B M, Stefansson, H, Rujescu, D, Daly, M J, Sullivan, P F, Owen, M J, OʼDonovan, M C, and Walters, J TR

Published
2017
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6. 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, St Clair, D, Lencz, T, Mowry, BJ, Periyasamy, S, Cairns, MJ, Tooney, PA, Wu, JQ, Kelly, B, Kirov, G, Sullivan, PF, Corvin, A, Riley, BP, Esko, T, Milani, L, Jönsson, EG, Palotie, A, Ehrenreich, H, Begemann, M, Steixner-Kumar, A, Sham, PC, Iwata, N, Weinberger, DR, Gejman, PV, Sanders, AR, Buxbaum, JD, Rujescu, D, Giegling, I, Konte, B, Hartmann, AM, Bramon, E, Murray, RM, Pato, MT, Lee, J, Melle, I, Molden, E, Ophoff, RA, McQuillin, A, Bass, NJ, Adolfsson, R, Malhotra, AK, Martin, NG, Fullerton, JM ; https://orcid.org/0000-0003-4014-4490, Mitchell, PB ; https://orcid.org/0000-0002-7954-5235, Schofield, PR, Forstner, AJ, Degenhardt, F, Schaupp, S, Comes, AL, Kogevinas, M, Guzman-Parra, J, Reif, A, Streit, F, Sirignano, L, Cichon, S, Grigoroiu-Serbanescu, M, Hauser, J, Lissowska, J, Mayoral, F, Müller-Myhsok, B, Swiatkowska, B, Schulze, TG, Nöthen, MM, Rietschel, M, Kelsoe, J, Leboyer, M, Jamain, S, Etain, B, Bellivier, F, Vincent, JB, Alda, M, O'Donovan, C, Cervantes, P, Biernacka, JM, Frye, M, McElroy, SL, Scott, LJ, Stahl, EA, Landén, M, Hamshere, ML, Smeland, OB, Djurovic, S, Vaaler, AE, Andreassen, OA, Baune, BT, Air, TM, Preisig, M, Uher, R, Levinson, DF, Weissman, MM, Potash, JB, Shi, J, Knowles, JA, Perlis, RH, Lucae, S, Schofield, Peter ; https://orcid.org/0000-0003-2967-9662, Carr, Vaughan ; https://orcid.org/0000-0002-8907-5804, Shannon Weickert, Cynthia ; https://orcid.org/0000-0002-4560-0259, Green, Melissa ; https://orcid.org/0000-0002-9361-4874, Scott, Rodney ; https://orcid.org/0000-0003-2159-5915, Giannoulatou, Eleni ; https://orcid.org/0000-0002-7084-6736, Blokland, GAM, Grove, J, Chen, CY, Cotsapas, C, Tobet, S, Handa, R, St Clair, D, Lencz, T, Mowry, BJ, Periyasamy, S, Cairns, MJ, Tooney, PA, Wu, JQ, Kelly, B, Kirov, G, Sullivan, PF, Corvin, A, Riley, BP, Esko, T, Milani, L, Jönsson, EG, Palotie, A, Ehrenreich, H, Begemann, M, Steixner-Kumar, A, Sham, PC, Iwata, N, Weinberger, DR, Gejman, PV, Sanders, AR, Buxbaum, JD, Rujescu, D, Giegling, I, Konte, B, Hartmann, AM, Bramon, E, Murray, RM, Pato, MT, Lee, J, Melle, I, Molden, E, Ophoff, RA, McQuillin, A, Bass, NJ, Adolfsson, R, Malhotra, AK, Martin, NG, Fullerton, JM ; https://orcid.org/0000-0003-4014-4490, Mitchell, PB ; https://orcid.org/0000-0002-7954-5235, Schofield, PR, Forstner, AJ, Degenhardt, F, Schaupp, S, Comes, AL, Kogevinas, M, Guzman-Parra, J, Reif, A, Streit, F, Sirignano, L, Cichon, S, Grigoroiu-Serbanescu, M, Hauser, J, Lissowska, J, Mayoral, F, Müller-Myhsok, B, Swiatkowska, B, Schulze, TG, Nöthen, MM, Rietschel, M, Kelsoe, J, Leboyer, M, Jamain, S, Etain, B, Bellivier, F, Vincent, JB, Alda, M, O'Donovan, C, Cervantes, P, Biernacka, JM, Frye, M, McElroy, SL, Scott, LJ, Stahl, EA, Landén, M, Hamshere, ML, Smeland, OB, Djurovic, S, Vaaler, AE, Andreassen, OA, Baune, BT, Air, TM, Preisig, M, Uher, R, Levinson, DF, Weissman, MM, Potash, JB, Shi, J, Knowles, JA, Perlis, RH, Lucae, S, Schofield, Peter ; https://orcid.org/0000-0003-2967-9662, Carr, Vaughan ; https://orcid.org/0000-0002-8907-5804, Shannon Weickert, Cynthia ; https://orcid.org/0000-0002-4560-0259, Green, Melissa ; https://orcid.org/0000-0002-9361-4874, Scott, Rodney ; https://orcid.org/0000-0003-2159-5915, and Giannoulatou, Eleni ; https://orcid.org/0000-0002-7084-6736

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
2022

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

Author

Blokland, G.A., Grove, J, Chen, C.Y., Cotsapas, C., Tobet, S., Handa, R., Clair, D. St, Lencz, T., Mowry, B.J., Periyasamy, S., Cairns, M.J., Tooney, P.A., Wu, J.Q., Kelly, B., Kirov, G., Sullivan, P.F., Corvin, A., Riley, B.P., Esko, T., Milani, L., Jönsson, E.G., Palotie, A., Ehrenreich, H., Begemann, M., Steixner-Kumar, A., Sham, P.C., Iwata, N., Weinberger, D.R., Gejman, P.V., Sanders, A.R., Buxbaum, J.D., Rujescu, D., Giegling, I., Konte, B., Hartmann, A.M., Bramon, E., Murray, R.M., Pato, M.T., Lee, J., Melle, I., Molden, E., Ophoff, R.A., McQuillin, A., Bass, N.J., Adolfsson, R., Malhotra, A.K., Martin, N.G., Fullerton, J.M., Mitchell, P.B., Schofield, P.R., Forstner, A.J., Degenhardt, F., Schaupp, S., Comes, A.L., Kogevinas, M., Guzman-Parra, J., Reif, A., Streit, F., Sirignano, L., Cichon, S., Grigoroiu-Serbanescu, M., Hauser, J., Lissowska, J., Mayoral, F., Müller-Myhsok, B., Świątkowska, B., Schulze, T.G., Nöthen, M.M., Rietschel, M., Kelsoe, J., Leboyer, M., Jamain, S., Etain, B., Bellivier, F., Vincent, J.B., Alda, M., O'Donovan, C., Cervantes, P., Biernacka, J.M., Frye, M., McElroy, S.L., Scott, L.J., Stahl, E.A., Landén, M., Hamshere, M.L., Smeland, O.B., Djurovic, S., Vaaler, A.E., Andreassen, O.A., Baune, B.T., Air, T., Preisig, M., Uher, R., Levinson, D.F., Weissman, M.M., Potash, J.B., Shi, J., Knowles, J.A., Bralten, J.B., Perlis, R.H., Lucae, S., Blokland, G.A., Grove, J, Chen, C.Y., Cotsapas, C., Tobet, S., Handa, R., Clair, D. St, Lencz, T., Mowry, B.J., Periyasamy, S., Cairns, M.J., Tooney, P.A., Wu, J.Q., Kelly, B., Kirov, G., Sullivan, P.F., Corvin, A., Riley, B.P., Esko, T., Milani, L., Jönsson, E.G., Palotie, A., Ehrenreich, H., Begemann, M., Steixner-Kumar, A., Sham, P.C., Iwata, N., Weinberger, D.R., Gejman, P.V., Sanders, A.R., Buxbaum, J.D., Rujescu, D., Giegling, I., Konte, B., Hartmann, A.M., Bramon, E., Murray, R.M., Pato, M.T., Lee, J., Melle, I., Molden, E., Ophoff, R.A., McQuillin, A., Bass, N.J., Adolfsson, R., Malhotra, A.K., Martin, N.G., Fullerton, J.M., Mitchell, P.B., Schofield, P.R., Forstner, A.J., Degenhardt, F., Schaupp, S., Comes, A.L., Kogevinas, M., Guzman-Parra, J., Reif, A., Streit, F., Sirignano, L., Cichon, S., Grigoroiu-Serbanescu, M., Hauser, J., Lissowska, J., Mayoral, F., Müller-Myhsok, B., Świątkowska, B., Schulze, T.G., Nöthen, M.M., Rietschel, M., Kelsoe, J., Leboyer, M., Jamain, S., Etain, B., Bellivier, F., Vincent, J.B., Alda, M., O'Donovan, C., Cervantes, P., Biernacka, J.M., Frye, M., McElroy, S.L., Scott, L.J., Stahl, E.A., Landén, M., Hamshere, M.L., Smeland, O.B., Djurovic, S., Vaaler, A.E., Andreassen, O.A., Baune, B.T., Air, T., Preisig, M., Uher, R., Levinson, D.F., Weissman, M.M., Potash, J.B., Shi, J., Knowles, J.A., Bralten, J.B., Perlis, R.H., and Lucae, S.

Abstract

Item does not contain fulltext, 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

Published
2022

11. Copy number variation in schizophrenia in Sweden

Author

Szatkiewicz, J P, O'Dushlaine, C, Chen, G, Chambert, K, Moran, J L, Neale, B M, Fromer, M, Ruderfer, D, Akterin, S, Bergen, S E, Kähler, A, Magnusson, P K E, Kim, Y, Crowley, J J, Rees, E, Kirov, G, O'Donovan, M C, Owen, M J, Walters, J, Scolnick, E, Sklar, P, Purcell, S, Hultman, C M, McCarroll, S A, and Sullivan, P F

Published
2014
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12. Comparative performances of machine learning methods for classifying Crohn Disease patients using genome-wide genotyping data

Author

Romagnoni, A., Jegou, S., Van Steen, K., Wainrib, G., Hugot, J. -P., Peyrin-Biroulet, L., Chamaillard, M., Colombel, J. -F., Cottone, M., D'Amato, M., D'Inca, R., Halfvarson, J., Henderson, P., Karban, A., Kennedy, N. A., Khan, M. A., Lemann, M., Levine, A., Massey, D., Milla, M., S. M. E., Ng, Oikonomou, I., Peeters, H., Proctor, D. D., Rahier, J. -F., Rutgeerts, P., Seibold, F., Stronati, L., Taylor, K. M., Torkvist, L., Ublick, K., Van Limbergen, J., Van Gossum, A., Vatn, M. H., Zhang, H., Zhang, W., Andrews, J. M., Bampton, P. A., Barclay, M., Florin, T. H., Gearry, R., Krishnaprasad, K., Lawrance, I. C., Mahy, G., Montgomery, G. W., Radford-Smith, G., Roberts, R. L., Simms, L. A., Hanigan, K., Croft, A., Amininijad, L., Cleynen, I., Dewit, O., Franchimont, D., Georges, M., Laukens, D., Theatre, E., Vermeire, S., Aumais, G., Baidoo, L., Barrie, A. M., Beck, K., Bernard, E. -J., Binion, D. G., Bitton, A., Brant, S. R., Cho, J. H., Cohen, A., Croitoru, K., Daly, M. J., Datta, L. W., Deslandres, C., Duerr, R. H., Dutridge, D., Ferguson, J., Fultz, J., Goyette, P., Greenberg, G. R., Haritunians, T., Jobin, G., Katz, S., Lahaie, R. G., Mcgovern, D. P., Nelson, L., S. M., Ng, Ning, K., Pare, P., Regueiro, M. D., Rioux, J. D., Ruggiero, E., Schumm, L. P., Schwartz, M., Scott, R., Sharma, Y., Silverberg, M. S., Spears, D., Steinhart, A. H., Stempak, J. M., Swoger, J. M., Tsagarelis, C., Zhang, C., Zhao, H., Aerts, J., Ahmad, T., Arbury, H., Attwood, A., Auton, A., Ball, S. G., Balmforth, A. J., Barnes, C., Barrett, J. C., Barroso, I., Barton, A., Bennett, A. J., Bhaskar, S., Blaszczyk, K., Bowes, J., Brand, O. J., Braund, P. S., Bredin, F., Breen, G., Brown, M. J., Bruce, I. N., Bull, J., Burren, O. S., Burton, J., Byrnes, J., Caesar, S., Cardin, N., Clee, C. M., Coffey, A. J., MC Connell, J., Conrad, D. F., Cooper, J. D., Dominiczak, A. F., Downes, K., Drummond, H. E., Dudakia, D., Dunham, A., Ebbs, B., Eccles, D., Edkins, S., Edwards, C., Elliot, A., Emery, P., Evans, D. M., Evans, G., Eyre, S., Farmer, A., Ferrier, I. N., Flynn, E., Forbes, A., Forty, L., Franklyn, J. A., Frayling, T. M., Freathy, R. M., Giannoulatou, E., Gibbs, P., Gilbert, P., Gordon-Smith, K., Gray, E., Green, E., Groves, C. J., Grozeva, D., Gwilliam, R., Hall, A., Hammond, N., Hardy, M., Harrison, P., Hassanali, N., Hebaishi, H., Hines, S., Hinks, A., Hitman, G. A., Hocking, L., Holmes, C., Howard, E., Howard, P., Howson, J. M. M., Hughes, D., Hunt, S., Isaacs, J. D., Jain, M., Jewell, D. P., Johnson, T., Jolley, J. D., Jones, I. R., Jones, L. A., Kirov, G., Langford, C. F., Lango-Allen, H., Lathrop, G. M., Lee, J., Lee, K. L., Lees, C., Lewis, K., Lindgren, C. M., Maisuria-Armer, M., Maller, J., Mansfield, J., Marchini, J. L., Martin, P., Massey, D. C., Mcardle, W. L., Mcguffin, P., Mclay, K. E., Mcvean, G., Mentzer, A., Mimmack, M. L., Morgan, A. E., Morris, A. P., Mowat, C., Munroe, P. B., Myers, S., Newman, W., Nimmo, E. R., O'Donovan, M. C., Onipinla, A., Ovington, N. R., Owen, M. J., Palin, K., Palotie, A., Parnell, K., Pearson, R., Pernet, D., Perry, J. R., Phillips, A., Plagnol, V., Prescott, N. J., Prokopenko, I., Quail, M. A., Rafelt, S., Rayner, N. W., Reid, D. M., Renwick, A., Ring, S. M., Robertson, N., Robson, S., Russell, E., Clair, D. S., Sambrook, J. G., Sanderson, J. D., Sawcer, S. J., Schuilenburg, H., Scott, C. E., Seal, S., Shaw-Hawkins, S., Shields, B. M., Simmonds, M. J., Smyth, D. J., Somaskantharajah, E., Spanova, K., Steer, S., Stephens, J., Stevens, H. E., Stirrups, K., Stone, M. A., Strachan, D. P., Su, Z., Symmons, D. P. M., Thompson, J. R., Thomson, W., Tobin, M. D., Travers, M. E., Turnbull, C., Vukcevic, D., Wain, L. V., Walker, M., Walker, N. M., Wallace, C., Warren-Perry, M., Watkins, N. A., Webster, J., Weedon, M. N., Wilson, A. G., Woodburn, M., Wordsworth, B. P., Yau, C., Young, A. 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C., Ravindrarajah, R., Ricketts, M., Waller, M., Weston, P., Widaa, S., Whittaker, P., Romagnoni, A., Jegou, S., Van Steen, K., Wainrib, G., Hugot, J. -P., Peyrin-Biroulet, L., Chamaillard, M., Colombel, J. -F., Cottone, M., D'Amato, M., D'Inca, R., Halfvarson, J., Henderson, P., Karban, A., Kennedy, N. A., Khan, M. A., Lemann, M., Levine, A., Massey, D., Milla, M., Ng, S. M. E., Oikonomou, I., Peeters, H., Proctor, D. D., Rahier, J. -F., Rutgeerts, P., Seibold, F., Stronati, L., Taylor, K. M., Torkvist, L., Ublick, K., Van Limbergen, J., Van Gossum, A., Vatn, M. H., Zhang, H., Zhang, W., Andrews, J. M., Bampton, P. A., Barclay, M., Florin, T. H., Gearry, R., Krishnaprasad, K., Lawrance, I. C., Mahy, G., Montgomery, G. W., Radford-Smith, G., Roberts, R. L., Simms, L. A., Hanigan, K., Croft, A., Amininijad, L., Cleynen, I., Dewit, O., Franchimont, D., Georges, M., Laukens, D., Theatre, E., Vermeire, S., Aumais, G., Baidoo, L., Barrie, A. M., Beck, K., Bernard, E. -J., Binion, D. 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E., Dudakia, D., Dunham, A., Ebbs, B., Eccles, D., Edkins, S., Edwards, C., Elliot, A., Emery, P., Evans, D. M., Evans, G., Eyre, S., Farmer, A., Ferrier, I. N., Flynn, E., Forbes, A., Forty, L., Franklyn, J. A., Frayling, T. M., Freathy, R. M., Giannoulatou, E., Gibbs, P., Gilbert, P., Gordon-Smith, K., Gray, E., Green, E., Groves, C. J., Grozeva, D., Gwilliam, R., Hall, A., Hammond, N., Hardy, M., Harrison, P., Hassanali, N., Hebaishi, H., Hines, S., Hinks, A., Hitman, G. A., Hocking, L., Holmes, C., Howard, E., Howard, P., Howson, J. M. M., Hughes, D., Hunt, S., Isaacs, J. D., Jain, M., Jewell, D. P., Johnson, T., Jolley, J. D., Jones, I. R., Jones, L. A., Kirov, G., Langford, C. F., Lango-Allen, H., Lathrop, G. M., Lee, J., Lee, K. L., Lees, C., Lewis, K., Lindgren, C. M., Maisuria-Armer, M., Maller, J., Mansfield, J., Marchini, J. L., Martin, P., Massey, D. C., Mcardle, W. L., Mcguffin, P., Mclay, K. E., Mcvean, G., Mentzer, A., Mimmack, M. L., Morgan, A. E., Morris, A. P., Mowat, C., Munroe, P. B., Myers, S., Newman, W., Nimmo, E. R., O'Donovan, M. C., Onipinla, A., Ovington, N. R., Owen, M. J., Palin, K., Palotie, A., Parnell, K., Pearson, R., Pernet, D., Perry, J. R., Phillips, A., Plagnol, V., Prescott, N. J., Prokopenko, I., Quail, M. A., Rafelt, S., Rayner, N. W., Reid, D. M., Renwick, A., Ring, S. M., Robertson, N., Robson, S., Russell, E., Clair, D. S., Sambrook, J. G., Sanderson, J. D., Sawcer, S. J., Schuilenburg, H., Scott, C. E., Seal, S., Shaw-Hawkins, S., Shields, B. M., Simmonds, M. J., Smyth, D. J., Somaskantharajah, E., Spanova, K., Steer, S., Stephens, J., Stevens, H. E., Stirrups, K., Stone, M. A., Strachan, D. P., Su, Z., Symmons, D. P. M., Thompson, J. R., Thomson, W., Tobin, M. D., Travers, M. E., Turnbull, C., Vukcevic, D., Wain, L. V., Walker, M., Walker, N. M., Wallace, C., Warren-Perry, M., Watkins, N. A., Webster, J., Weedon, M. N., Wilson, A. G., Woodburn, M., Wordsworth, B. P., Yau, C., Young, A. H., Zeggini, E., Brown, M. A., Burton, P. R., Caulfield, M. J., Compston, A., Farrall, M., Gough, S. C. L., Hall, A. S., Hattersley, A. T., Hill, A. V. S., Mathew, C. G., Pembrey, M., Satsangi, J., Stratton, M. R., Worthington, J., Hurles, M. E., Duncanson, A., Ouwehand, W. H., Parkes, M., Rahman, N., Todd, J. A., Samani, N. J., Kwiatkowski, D. P., Mccarthy, M. I., Craddock, N., Deloukas, P., Donnelly, P., Blackwell, J. M., Bramon, E., Casas, J. P., Corvin, A., Jankowski, J., Markus, H. S., Palmer, C. N., Plomin, R., Rautanen, A., Trembath, R. C., Viswanathan, A. C., Wood, N. W., Spencer, C. C. A., Band, G., Bellenguez, C., Freeman, C., Hellenthal, G., Pirinen, M., Strange, A., Blackburn, H., Bumpstead, S. J., Dronov, S., Gillman, M., Jayakumar, A., Mccann, O. T., Liddle, J., Potter, S. C., Ravindrarajah, R., Ricketts, M., Waller, M., Weston, P., Widaa, S., Whittaker, P., Daly, Mark J. [0000-0002-0949-8752], Apollo - University of Cambridge Repository, Hugot, Jean-Pierre [0000-0002-8446-6056], UCL - SSS/IREC/GAEN - Pôle d'Hépato-gastro-entérologie, UCL - (MGD) Service de gastro-entérologie, Romagnoni, A, Jegou, S, VAN STEEN, Kristel, Wainrib, G, Hugot, JP, Peyrin-Biroulet, L, Chamaillard, M, Colombel, JF, Cottone, M, D'Amato, M, D'Inca, R, Halfvarson, J, Henderson, P, Karban, A, Kennedy, NA, Khan, MA, Lemann, M, Levine, A, Massey, D, Milla, M, Ng, SME, Oikonomou, I, Peeters, H, Proctor, DD, Rahier, JF, Rutgeerts, P, Seibold, F, Stronati, L, Taylor, KM, Torkvist, L, Ublick, K, Van Limbergen, J, Van Gossum, A, Vatn, MH, Zhang, H, Zhang, W, Andrews, JM, Bampton, PA, Barclay, M, Florin, TH, Gearry, R, Krishnaprasad, K, Lawrance, IC, Mahy, G, Montgomery, GW, Radford-Smith, G, Roberts, RL, Simms, LA, Hanigan, K, Croft, A, Amininijad, L, Cleynen, I, Dewit, O, Franchimont, D, Georges, M, Laukens, D, Theatre, E, Vermeire, S, Aumais, G, Baidoo, L, Barrie, AM, Beck, K, Bernard, EJ, Binion, DG, Bitton, A, Brant, SR, Cho, JH, Cohen, A, Croitoru, K, Daly, MJ, Datta, LW, Deslandres, C, Duerr, RH, Dutridge, D, Ferguson, J, Fultz, J, Goyette, P, Greenberg, GR, Haritunians, T, Jobin, G, Katz, S, Lahaie, RG, McGovern, DP, Nelson, L, Ng, SM, Ning, K, Pare, P, Regueiro, MD, Rioux, JD, Ruggiero, E, Schumm, LP, Schwartz, M, Scott, R, Sharma, Y, Silverberg, MS, Spears, D, Steinhart, AH, Stempak, JM, Swoger, JM, Tsagarelis, C, Zhang, C, Zhao, HY, AERTS, Jan, Ahmad, T, Arbury, H, Attwood, A, Auton, A, Ball, SG, Balmforth, AJ, Barnes, C, Barrett, JC, Barroso, I, Barton, A, Bennett, AJ, Bhaskar, S, Blaszczyk, K, Bowes, J, Brand, OJ, Braund, PS, Bredin, F, Breen, G, Brown, MJ, Bruce, IN, Bull, J, Burren, OS, Burton, J, Byrnes, J, Caesar, S, Cardin, N, Clee, CM, Coffey, AJ, Mc Connell, J, Conrad, DF, Cooper, JD, Dominiczak, AF, Downes, K, Drummond, HE, Dudakia, D, Dunham, A, Ebbs, B, Eccles, D, Edkins, S, Edwards, C, Elliot, A, Emery, P, Evans, DM, Evans, G, Eyre, S, Farmer, A, Ferrier, IN, Flynn, E, Forbes, A, Forty, L, Franklyn, JA, Frayling, TM, Freathy, RM, Giannoulatou, E, Gibbs, P, Gilbert, P, Gordon-Smith, K, Gray, E, Green, E, Groves, CJ, Grozeva, D, Gwilliam, R, Hall, A, Hammond, N, Hardy, M, Harrison, P, Hassanali, N, Hebaishi, H, Hines, S, Hinks, A, Hitman, GA, Hocking, L, Holmes, C, Howard, E, Howard, P, Howson, JMM, Hughes, D, Hunt, S, Isaacs, JD, Jain, M, Jewell, DP, Johnson, T, Jolley, JD, Jones, IR, Jones, LA, Kirov, G, Langford, CF, Lango-Allen, H, Lathrop, GM, Lee, J, Lee, KL, Lees, C, Lewis, K, Lindgren, CM, Maisuria-Armer, M, Maller, J, Mansfield, J, Marchini, JL, Martin, P, Massey, DCO, McArdle, WL, McGuffin, P, McLay, KE, McVean, G, Mentzer, A, Mimmack, ML, Morgan, AE, Morris, AP, Mowat, C, Munroe, PB, Myers, S, Newman, W, Nimmo, ER, O'Donovan, MC, Onipinla, A, Ovington, NR, Owen, MJ, Palin, K, Palotie, A, Parnell, K, Pearson, R, Pernet, D, Perry, JRB, Phillips, A, Plagnol, V, Prescott, NJ, Prokopenko, I, Quail, MA, Rafelt, S, Rayner, NW, Reid, DM, Renwick, A, Ring, SM, Robertson, N, Robson, S, Russell, E, St Clair, D, Sambrook, JG, Sanderson, JD, Sawcer, SJ, Schuilenburg, H, Scott, CE, Seal, S, Shaw-Hawkins, S, Shields, BM, Simmonds, MJ, Smyth, DJ, Somaskantharajah, E, Spanova, K, Steer, S, Stephens, J, Stevens, HE, Stirrups, K, Stone, MA, Strachan, DP, Su, Z, Symmons, DPM, Thompson, JR, Thomson, W, Tobin, MD, Travers, ME, Turnbull, C, Vukcevic, D, Wain, LV, Walker, M, Walker, NM, Wallace, C, Warren-Perry, M, Watkins, NA, Webster, J, Weedon, MN, Wilson, AG, Woodburn, M, Wordsworth, BP, Yau, C, Young, AH, Zeggini, E, Brown, MA, Burton, PR, Caulfield, MJ, Compston, A, Farrall, M, Gough, SCL, Hall, AS, Hattersley, AT, Hill, AVS, Mathew, CG, Pembrey, M, Satsangi, J, Stratton, MR, Worthington, J, Hurles, ME, Duncanson, A, Ouwehand, WH, Parkes, M, Rahman, N, Todd, JA, Samani, NJ, Kwiatkowski, DP, McCarthy, MI, Craddock, N, Deloukas, P, Donnelly, P, Blackwell, JM, Bramon, E, Casas, JP, Corvin, A, Jankowski, J, Markus, HS, Palmer, CNA, Plomin, R, Rautanen, A, Trembath, RC, Viswanathan, AC, Wood, NW, Spencer, CCA, Band, G, Bellenguez, C, Freeman, C, Hellenthal, G, Pirinen, M, Strange, A, Blackburn, H, Bumpstead, SJ, Dronov, S, Gillman, M, Jayakumar, A, McCann, OT, Liddle, J, Potter, SC, Ravindrarajah, R, Ricketts, M, Waller, M, Weston, P, Widaa, S, Whittaker, P, and Kwiatkowski, D

Subjects
Male, 692/4020/1503/257/1402, Genotype, Genotyping Techniques, LOCI, 45/43, lcsh:Medicine, Polymorphism, Single Nucleotide, Crohn's disease, genetics, genome wide association, Article, Deep Learning, Crohn Disease, INDEL Mutation, Genetics research, Humans, genetics, Genetic Predisposition to Disease, 129, lcsh:Science, Alleles, Science & Technology, genome wide association, RISK PREDICTION, 45, Models, Genetic, lcsh:R, Decision Trees, 692/308/2056, ASSOCIATION, Multidisciplinary Sciences, Crohn's disease, Logistic Models, Nonlinear Dynamics, ROC Curve, Area Under Curve, Science & Technology - Other Topics, lcsh:Q, Female, Neural Networks, Computer, INFLAMMATORY-BOWEL-DISEASE, Genome-Wide Association Study
Abstract

Crohn Disease (CD) is a complex genetic disorder for which more than 140 genes have been identified using genome wide association studies (GWAS). However, the genetic architecture of the trait remains largely unknown. The recent development of machine learning (ML) approaches incited us to apply them to classify healthy and diseased people according to their genomic information. The Immunochip dataset containing 18,227 CD patients and 34,050 healthy controls enrolled and genotyped by the international Inflammatory Bowel Disease genetic consortium (IIBDGC) has been re-analyzed using a set of ML methods: penalized logistic regression (LR), gradient boosted trees (GBT) and artificial neural networks (NN). The main score used to compare the methods was the Area Under the ROC Curve (AUC) statistics. The impact of quality control (QC), imputing and coding methods on LR results showed that QC methods and imputation of missing genotypes may artificially increase the scores. At the opposite, neither the patient/control ratio nor marker preselection or coding strategies significantly affected the results. LR methods, including Lasso, Ridge and ElasticNet provided similar results with a maximum AUC of 0.80. GBT methods like XGBoost, LightGBM and CatBoost, together with dense NN with one or more hidden layers, provided similar AUC values, suggesting limited epistatic effects in the genetic architecture of the trait. ML methods detected near all the genetic variants previously identified by GWAS among the best predictors plus additional predictors with lower effects. The robustness and complementarity of the different methods are also studied. Compared to LR, non-linear models such as GBT or NN may provide robust complementary approaches to identify and classify genetic markers. Tis work was supported by Fondation pour la Recherche Médical (ref DEI20151234405) and Investissements d’Avenir programme ANR-11-IDEX-0005-02, Sorbonne Paris Cite, Laboratoire d’excellence INFLAMEX. Te authors thank the students that participated to the wisdom of the crowd exercise.

Published
2019

13. Copy number variation in bipolar disorder

Author

Green, E K, Rees, E, Walters, J TR, Smith, K-G, Forty, L, Grozeva, D, Moran, J L, Sklar, P, Ripke, S, Chambert, K D, Genovese, G, McCarroll, S A, Jones, I, Jones, L, Owen, M J, OʼDonovan, M C, Craddock, N, and Kirov, G

Published
2016
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16. Genome-wide linkage analysis of 972 bipolar pedigrees using single-nucleotide polymorphisms

Author

Badner, J A, Koller, D, Foroud, T, Edenberg, H, Nurnberger, Jr, J I, Zandi, P P, Willour, V L, McMahon, F J, Potash, J B, Hamshere, M, Grozeva, D, Green, E, Kirov, G, Jones, I, Jones, L, Craddock, N, Morris, D, Segurado, R, Gill, M, Sadovnick, D, Remick, R, Keck, P, Kelsoe, J, Ayub, M, MacLean, A, Blackwood, D, Liu, C-Y, Gershon, E S, McMahon, W, Lyon, G J, Robinson, R, Ross, J, and Byerley, W

Published
2012
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18. GWA study data mining and independent replication identify cardiomyopathy-associated 5 (CMYA5) as a risk gene for schizophrenia

Author

Chen, X, Lee, G, Maher, B S, Fanous, A H, Chen, J, Zhao, Z, Guo, A, van den Oord, E, Sullivan, P F, Shi, J, Levinson, D F, Gejman, P V, Sanders, A, Duan, J, Owen, M J, Craddock, N J, O'Donovan, M C, Blackman, J, Lewis, D, Kirov, G K, Qin, W, Schwab, S, Wildenauer, D, Chowdari, K, Nimgaonkar, V, Straub, R E, Weinberger, D R, O'Neill, F A, Walsh, D, Bronstein, M, Darvasi, A, Lencz, T, Malhotra, A K, Rujescu, D, Giegling, I, Werge, T, Hansen, T, Ingason, A, Nöethen, M M, Rietschel, M, Cichon, S, Djurovic, S, Andreassen, O A, Cantor, R M, Ophoff, R, Corvin, A, Morris, D W, Gill, M, Pato, C N, Pato, M T, Macedo, A, Gurling, H M D, McQuillin, A, Pimm, J, Hultman, C, Lichtenstein, P, Sklar, P, Purcell, S M, Scolnick, E, St Clair, D, Blackwood, D H R, and Kendler, K S

Published
2011
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19. Fine mapping of ZNF804A and genome-wide significant evidence for its involvement in schizophrenia and bipolar disorder

Author

Williams, H J, Norton, N, Dwyer, S, Moskvina, V, Nikolov, I, Carroll, L, Georgieva, L, Williams, N M, Morris, D W, Quinn, E M, Giegling, I, Ikeda, M, Wood, J, Lencz, T, Hultman, C, Lichtenstein, P, Thiselton, D, Maher, B S, Malhotra, A K, Riley, B, Kendler, K S, Gill, M, Sullivan, P, Sklar, P, Purcell, S, Nimgaonkar, V L, Kirov, G, Holmans, P, Corvin, A, Rujescu, D, Craddock, N, Owen, M J, and O'Donovan, M C

Published
2011
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21. Strong genetic evidence for a selective influence of GABAA receptors on a component of the bipolar disorder phenotype

Author

Craddock, N, Jones, L, Jones, I R, Kirov, G, Green, E K, Grozeva, D, Moskvina, V, Nikolov, I, Hamshere, M L, Vukcevic, D, Caesar, S, Gordon-Smith, K, Fraser, C, Russell, E, Norton, N, Breen, G, St Clair, D, Collier, D A, Young, A H, Ferrier, I N, Farmer, A, McGuffin, P, Holmans, P A, Donnelly, P, Owen, M J, and O'Donovan, M C

Published
2010
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23. Analysis of 10 independent samples provides evidence for association between schizophrenia and a SNP flanking fibroblast growth factor receptor 2

Author

O'Donovan, M C, Norton, N, Williams, H, Peirce, T, Moskvina, V, Nikolov, I, Hamshere, M, Carroll, L, Georgieva, L, Dwyer, S, Holmans, P, Marchini, J L, Spencer, C C A, Howie, B, Leung, H-T, Giegling, I, Hartmann, A M, Möller, H-J, Morris, D W, Shi, Y, Feng, G, Hoffmann, P, Propping, P, Vasilescu, C, Maier, W, Rietschel, M, Zammit, S, Schumacher, J, Quinn, E M, Schulze, T G, Iwata, N, Ikeda, M, Darvasi, A, Shifman, S, He, L, Duan, J, Sanders, A R, Levinson, D F, Adolfsson, R, Ösby, U, Terenius, L, Jönsson, E G, Cichon, S, Nöthen, M M, Gill, M, Corvin, A P, Rujescu, D, Gejman, P V, Kirov, G, Craddock, N, Williams, N M, and Owen, M J

Published
2009
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24. 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

26. 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

27. Erratum: Stage 2 of the Wellcome Trust UK–Irish bipolar affective disorder sibling-pair genome screen: evidence for linkage on chromosomes 6q16–q21, 4q12–q21, 9p21, 10p14–p12 and 18q22

Author

Lambert, D, Middle, F, Hamshere, M L, Segurado, R, Raybould, R, Corvin, A, Green, E, O'Mahony, E, Nikolov, I, Mulcahy, T, Haque, S, Bort, S, Bennett, P, Norton, N, Owen, M J, Kirov, G, Lendon, C, Jones, L, Jones, I, Holmans, P, Gill, M, and Craddock, N

Published
2006
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32. Evidence that duplications of 22q11.2 protect against schizophrenia

Author

Rees, E, Kirov, G, Sanders, A, Walters, J TR, Chambert, K D, Shi, J, Szatkiewicz, J, OʼDushlaine, C, Richards, A L, Green, E K, Jones, I, Davies, G, Legge, S E, Moran, J L, Pato, C, Pato, M, Genovese, G, Levinson, D, Duan, J, Moy, W, Göring, H HH, Morris, D, Cormican, P, Kendler, K S, OʼNeill, F A, Riley, B, Gill, M, Corvin, A, Craddock, N, Sklar, P, Hultman, C, Sullivan, P F, Gejman, P V, McCarroll, S A, OʼDonovan, M C, and Owen, M J

Published
2014
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33. Identification in 2 Independent Samples of a Novel Schizophrenia Risk Haplotype of the Dystrobrevin Binding Protein Gene

Author

Williams, N. M., Morris, D.W., Spurlock, G, Bray, J. N., Stephens, M, Norton, M, Williams, H, Clement, M, Dwyer, S, Curran, C, Wilkinson, J, Moskvina, V, Waddington, J. L., Gill, M, Corvin, A.P., Zammit, S, Kirov, G, Owen, M. J., and O'Donovan, M. C.

Subjects
Schizophrenia -- Research, Schizophrenia -- Genetic aspects, Health, Psychology and mental health
Published
2004

40. Meta-analysis of genome-wide association data of bipolar disorder and major depressive disorder

Author

Liu, Y, Blackwood, D H, Caesar, S, de Geus, E J C, Farmer, A, Ferreira, M A R, Ferrier, I N, Fraser, C, Gordon-Smith, K, Green, E K, Grozeva, D, Gurling, H M, Hamshere, M L, Heutink, P, Holmans, P A, Hoogendijk, W J, Hottenga, J J, Jones, L, Jones, I R, Kirov, G, Lin, D, McGuffin, P, Moskvina, V, Nolen, W A, Perlis, R H, Posthuma, D, Scolnick, E M, Smit, A B, Smit, J H, Smoller, J W, St Clair, D, van Dyck, R, Verhage, M, Willemsen, G, Young, A H, Zandbelt, T, Boomsma, D I, Craddock, N, O'Donovan, M C, Owen, M J, Penninx, B W J H, Purcell, S, Sklar, P, and Sullivan, P F

Published
2011
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41. De novo CNV analysis implicates specific abnormalities of postsynaptic signalling complexes in the pathogenesis of schizophrenia

Author

Kirov, G, Pocklington, A J, Holmans, P, Ivanov, D, Ikeda, M, Ruderfer, D, Moran, J, Chambert, K, Toncheva, D, Georgieva, L, Grozeva, D, Fjodorova, M, Wollerton, R, Rees, E, Nikolov, I, van de Lagemaat, L N, Bayés, À, Fernandez, E, Olason, P I, Böttcher, Y, Komiyama, N H, Collins, M O, Choudhary, J, Stefansson, K, Stefansson, H, Grant, S GN, Purcell, S, Sklar, P, OʼDonovan, M C, and Owen, M J

Published
2012
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49. Polygenic dissection of the bipolar phenotype

Author

Hamshere, M. L., OʼDonovan, M. C., Jones, I. R., Jones, L., Kirov, G., Green, E. K., Moskvina, V., Grozeva, D., Bass, N., McQuillin, A., Gurling, H., St Clair, D., Young, A. H., Ferrier, I. N., Farmer, A., McGuffin, P., Sklar, P., Purcell, S., Holmans, P. A., Owen, M. J., and Craddock, N.

Published
2011

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