Genome-wide association study of more than 40,000 bipolar disorder cases provides new insights into the underlying biology.
- Authors
- Mullins, Niamh; Forstner, Andreas J; O'Connell, Kevin S; Coombes, Brandon; Coleman, Jonathan R I; Qiao, Zhen; Als, Thomas D; Bigdeli, Tim B; BΓΈrte, Sigrid; Bryois, Julien; Charney, Alexander W; Drange, Ole Kristian; Gandal, Michael J; Hagenaars, Saskia P; Ikeda, Masashi; Kamitaki, Nolan; Kim, Minsoo; Krebs, Kristi; Panagiotaropoulou, Georgia; Schilder, Brian M; Sloofman, Laura G; Steinberg, Stacy; Trubetskoy, Vassily; Winsvold, Bendik S; Won, Hong-Hee; Abramova, Liliya; Adorjan, Kristina; Agerbo, Esben; Al Eissa, Mariam; Albani, Diego; Alliey-Rodriguez, Ney; Anjorin, Adebayo; Antilla, Verneri; Antoniou, Anastasia; Awasthi, Swapnil; Baek, Ji Hyun; BΓ¦kvad-Hansen, Marie; Bass, Nicholas; Bauer, Michael; Beins, Eva C; Bergen, Sarah E; Birner, Armin; BΓΈcker Pedersen, Carsten; BΓΈen, Erlend; Boks, Marco P; Bosch, Rosa; Brum, Murielle; Brumpton, Ben M; Brunkhorst-Kanaan, Nathalie; Budde, Monika; Bybjerg-Grauholm, Jonas; Byerley, William; Cairns, Murray; Casas, Miquel; Cervantes, Pablo; Clarke, Toni-Kim; Cruceanu, Cristiana; Cuellar-Barboza, Alfredo; Cunningham, Julie; Curtis, David; Czerski, Piotr M; Dale, Anders M; Dalkner, Nina; David, Friederike S; Degenhardt, Franziska; Djurovic, Srdjan; Dobbyn, Amanda L; Douzenis, Athanassios; ElvsΓ₯shagen, TorbjΓΈrn; Escott-Price, Valentina; Ferrier, I Nicol; Fiorentino, Alessia; Foroud, Tatiana M; Forty, Liz; Frank, Josef; Frei, Oleksandr; Freimer, Nelson B; FrisΓ©n, Louise; Gade, Katrin; Garnham, Julie; Gelernter, Joel; GiΓΈrtz Pedersen, Marianne; Gizer, Ian R; Gordon, Scott D; Gordon-Smith, Katherine; Greenwood, Tiffany A; Grove, Jakob; Guzman-Parra, JosΓ©; Ha, Kyooseob; Haraldsson, Magnus; Hautzinger, Martin; Heilbronner, Urs; Hellgren, Dennis; Herms, Stefan; Hoffmann, Per; Holmans, Peter A; Huckins, Laura; Jamain, StΓ©phane; Johnson, Jessica S; Kalman, Janos L; Kamatani, Yoichiro; Kennedy, James L; Kittel-Schneider, Sarah; Knowles, James A; Kogevinas, Manolis; Koromina, Maria; Kranz, Thorsten M; Kranzler, Henry R; Kubo, Michiaki; Kupka, Ralph; Kushner, Steven A; Lavebratt, Catharina; Lawrence, Jacob; Leber, Markus; Lee, Heon-Jeong; Lee, Phil H; Levy, Shawn E; Lewis, Catrin; Liao, Calwing; Lucae, Susanne; Lundberg, Martin; MacIntyre, Donald J; Magnusson, Sigurdur H; Maier, Wolfgang; Maihofer, Adam; Malaspina, Dolores; Maratou, Eirini; Martinsson, Lina; Mattheisen, Manuel; McCarroll, Steven A; McGregor, Nathaniel W; McGuffin, Peter; McKay, James D; Medeiros, Helena; Medland, Sarah E; Millischer, Vincent; Montgomery, Grant W; Moran, Jennifer L; Morris, Derek W; MΓΌhleisen, Thomas W; O'Brien, Niamh; O'Donovan, Claire; Olde Loohuis, Loes M; Oruc, Lilijana; Papiol, Sergi; PardiΓ±as, Antonio F; Perry, Amy; Pfennig, Andrea; Porichi, Evgenia; Potash, James B; Quested, Digby; Raj, Towfique; Rapaport, Mark H; DePaulo, J Raymond; Regeer, Eline J; Rice, John P; Rivas, Fabio; Rivera, Margarita; Roth, Julian; Roussos, Panos; Ruderfer, Douglas M; SΓ‘nchez-Mora, Cristina; Schulte, Eva C; Senner, Fanny; Sharp, Sally; Shilling, Paul D; Sigurdsson, Engilbert; Sirignano, Lea; Slaney, Claire; Smeland, Olav B; Smith, Daniel J; Sobell, Janet L; SΓΈholm Hansen, Christine; Soler Artigas, Maria; Spijker, Anne T; Stein, Dan J; Strauss, John S; ΕwiΔ tkowska, Beata; Terao, Chikashi; Thorgeirsson, Thorgeir E; Toma, Claudio; Tooney, Paul; Tsermpini, Evangelia-Eirini; Vawter, Marquis P; Vedder, Helmut; Walters, James T R; Witt, Stephanie H; Xi, Simon; Xu, Wei; Yang, Jessica Mei Kay; Young, Allan H; Young, Hannah; Zandi, Peter P; Zhou, Hang; Zillich, Lea; HUNT All-In Psychiatry; Adolfsson, Rolf; Agartz, Ingrid; Alda, Martin; Alfredsson, Lars; Babadjanova, Gulja; Backlund, Lena; Baune, Bernhard T; Bellivier, Frank; Bengesser, Susanne; Berrettini, Wade H; Blackwood, Douglas H R; Boehnke, Michael; BΓΈrglum, Anders D; Breen, Gerome; Carr, Vaughan J; Catts, Stanley; Corvin, Aiden; Craddock, Nicholas; Dannlowski, Udo; Dikeos, Dimitris; Esko, TΓ΅nu; Etain, Bruno; Ferentinos, Panagiotis; Frye, Mark; Fullerton, Janice M; Gawlik, Micha; Gershon, Elliot S; Goes, Fernando S; Green, Melissa J; Grigoroiu-Serbanescu, Maria; Hauser, Joanna; Henskens, Frans; Hillert, Jan; Hong, Kyung Sue; Hougaard, David M; Hultman, Christina M; Hveem, Kristian; Iwata, Nakao; Jablensky, Assen V; Jones, Ian; Jones, Lisa A; Kahn, RenΓ© S; Kelsoe, John R; Kirov, George; LandΓ©n, Mikael; Leboyer, Marion; Lewis, Cathryn M; Li, Qingqin S; Lissowska, Jolanta; Lochner, Christine; Loughland, Carmel; Martin, Nicholas G; Mathews, Carol A; Mayoral, Fermin; McElroy, Susan L; McIntosh, Andrew M; McMahon, Francis J; Melle, Ingrid; Michie, Patricia; Milani, Lili; Mitchell, Philip B; Morken, Gunnar; Mors, Ole; Mortensen, Preben Bo; Mowry, Bryan; MΓΌller-Myhsok, Bertram; Myers, Richard M; Neale, Benjamin M; Nievergelt, Caroline M; Nordentoft, Merete; NΓΆthen, Markus M; O'Donovan, Michael C; Oedegaard, Ketil J; Olsson, Tomas; Owen, Michael J; Paciga, Sara A; Pantelis, Chris; Pato, Carlos; Pato, Michele T; Patrinos, George P; Perlis, Roy H; Posthuma, Danielle; Ramos-Quiroga, Josep Antoni; Reif, Andreas; Reininghaus, Eva Z; RibasΓ©s, Marta; Rietschel, Marcella; Ripke, Stephan; Rouleau, Guy A; Saito, Takeo; Schall, Ulrich; Schalling, Martin; Schofield, Peter R; Schulze, Thomas G; Scott, Laura J; Scott, Rodney J; Serretti, Alessandro; Shannon Weickert, Cynthia; Smoller, Jordan W; Stefansson, Hreinn; Stefansson, Kari; Stordal, Eystein; Streit, Fabian; Sullivan, Patrick F; Turecki, Gustavo; Vaaler, Arne E; Vieta, Eduard; Vincent, John B; Waldman, Irwin D; Weickert, Thomas W; Werge, Thomas; Wray, Naomi R; Zwart, John-Anker; Biernacka, Joanna M; Nurnberger, John I; Cichon, Sven; Edenberg, Howard J; Stahl, Eli A; McQuillin, Andrew; Di Florio, Arianna; Ophoff, Roel A; Andreassen, Ole A
- Year
- 2021
- Journal
- Nature genetics
- PMID
- 34002096
- DOI
- 10.1038/s41588-021-00857-4
- PMCID
- PMC8192451
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.
Manhattan plot of genome-wide association meta-analysis of 41,917 bipolar disorder cases and 371,549 controls.The x-axis shows genomic position (chromosomes 1β22 and X), and the y-axis shows statistical significance as βlog10(P value). P values are two-sided and based on an inverse variance weighted fixed effects meta-analysis. The red line shows the genome-wide significance threshold (P < 5 Γ 10β8). SNPs in genome-wide significant loci are colored green for loci previously associated with bipolar disorder (BD) and yellow for novel associations from this study. The genes labeled are those prioritized by integrative eQTL analyses or notable genes in novel loci (MHC, CACNB2, KCNB1).
Phenotypic variance in bipolar disorder explained by polygenic risk scores.Variance explained is presented on the liability scale, assuming a 2% population prevalence of bipolar disorder. For European ancestries, the results shown are the weighted mean R2 values across all 57 cohorts in the PGC3 meta-analysis, weighted by the effective n per cohort. The numbers of cases and controls are shown from left to right under the barplot for each study. GWAS PT, the color of the bars represents the P value threshold used to select SNPs from the discovery GWAS; GAIN-AA, Genetic Association Information Network African American cohort; AA-GPC, African American Genomic Psychiatry Cohort.
Relationships between bipolar disorder and modifiable risk factors based on genetic correlations, generalized summary statistics-based Mendelian randomization, and bivariate gaussian mixture modeling.Venn diagrams depict MiXeR results of the estimated number of influencing variants shared between bipolar disorder (BD) and each trait of interest (grey), unique to BD (blue) and unique to the trait of interest (orange). The number of influencing variants and standard error are shown in thousands. The size of the circles reflects the polygenicity of each trait, with larger circles corresponding to greater polygenicity. The estimated genetic correlation (rg) between BD and each trait of interest and standard error from LD Score regression is shown below the corresponding Venn diagram, with an accompanying scale (-1 to +1). The arrows above and below the Venn diagrams indicate the results of generalized summary statistics-based Mendelian randomization (GSMR) of BD on the trait of interest, and the trait of interest on BD, respectively. The GSMR effect size and standard error is shown inside the corresponding arrow. Solid arrows indicate a significant relationship between the exposure and the outcome, after correction for multiple comparisons (P < 1.47 Γ 10β3), and dashed arrows indicate a non-significant relationship.
| Name | Type |
|---|---|
| 1000 Genomes Project | cohort |
| 31 cohorts local | cohort |
| 55 cohorts local | cohort |
| Affymetrix | drug |
| African American | cohort |
| AL local | variant |
| AL-AL local | variant |
| AL-BL local | variant |
| AL-BS local | variant |
| Alcohol Use | phenotype |
| Alcohol Use Disorder | phenotype |
| Anatomical Therapeutic Chemical class local | drug |
| anesthetics | drug |
| anorexia nervosa | phenotype |
| anticonvulsant | drug |
| antidepressants | drug |
| antipsychotics | drug |
| Associated genomic loci (64) local | variant |
| attention deficit hyperactivity disorder | phenotype |
| autism spectrum disorder | phenotype |
| BD | phenotype |
| BD-associated SNPs local | variant |
| BD loci local | cohort |
| bipolar disorder | phenotype |
| bipolar I disorder | phenotype |
| bipolar II disorder | phenotype |
| brain | anatomy |
| BS local | variant |
| BTN2A1 local | gene |
| C4 local | gene |
| C4A local | gene |
| C4B local | gene |
| CACNB2 | gene |
| Calcium channel antagonists local | drug |
| calcium channel blockers local | drug |
| Calcium channel blockers local | drug |
| calming effect on behavior local | phenotype |
| central nervous system | anatomy |
| childhood-onset psychiatric disorders | phenotype |
| cigarettes | phenotype |
| cortex | anatomy |
| Current GWAS (41,917 BD cases) local | cohort |
| Daytime sleepiness | phenotype |
| DCLK3 | gene |
| decode genetics | cohort |
| Dissatisfaction with interpersonal relationships local | phenotype |
| drinks per week | phenotype |
| drug | drug |
| drug class local | drug |
| drug gene set local | drug |
| East Asian | cohort |
| East Asian BD cases local | cohort |
| educational attainment | phenotype |
| EIGENSTRAT v6.1.4 local | drug |
| eQTLGen Consortium | cohort |
| Estonian biobank | cohort |
| European BD meta-analysis local | cohort |
| European population | cohort |
| Europeans | cohort |
| Excitatory neuron local | anatomy |
| external biobank cohorts local | cohort |
| External biobank studies local | cohort |
| external cohorts | cohort |
| External Studies local | cohort |
| FOCUS software local | drug |
| FURIN | gene |
| FUSION software local | drug |
| GABA-receptor targeting anesthetics local | drug |
| genetic variants | cohort |
| Genomic Psychiatry cohort | cohort |
| GWAS meta-analysis of BD I local | cohort |
| GWAS meta-analysis of BD II local | cohort |
| haloperidol | drug |
| HAPLN4 local | gene |
| Hippocampal pyramidal neurons | anatomy |
| hippocampus | anatomy |
| HRC reference panel local | drug |
| HTR6 | gene |
| HUNT | cohort |
| hypertension | phenotype |
| Illumina | drug |
| influencing variants local | variant |
| Inhibitory neuron local | anatomy |
| insomnia | phenotype |
| interneuron | phenotype |
| iPSYCH | cohort |
| Japanese | cohort |
| Kcnb1 | gene |
| Korea cohort local | cohort |
| Koreans | cohort |
| LD Hub | cohort |
| Lifetime anxiety disorder local | phenotype |
| Loneliness or isolation local | phenotype |
| Longer sleep duration local | phenotype |
| Longer Sleep Duration local | phenotype |
| Main BD GWAS local | cohort |
| major depressive disorder | phenotype |
| MCHR1 | gene |
| MHC locus local | cohort |
| MHC region | gene |
| mibefradil local | drug |
| mood disorders | phenotype |
| Mood instability local | phenotype |
| Mood Instability local | phenotype |
| Mood stabilizers local | drug |
| Morning person local | phenotype |
| mouse brain | anatomy |
| Mouse Genome Informatics local | cohort |
| nisoldipine local | drug |
| non-European ancestry | cohort |
| overall health rating | phenotype |
| PACSIN2 local | gene |
| PGC | cohort |
| PGC19 local | cohort |
| PGC1 cohorts local | cohort |
| PGC224 local | cohort |
| PGC2 BD GWAS local | cohort |
| PGC2 GWAS local | cohort |
| PGC BD European discovery sample local | cohort |
| PGC cohorts | cohort |
| PGC cross-disorder GWAS local | cohort |
| PGC PsychChip local | cohort |
| polygenic risk score | cohort |
| Post-Traumatic Stress Disorder | phenotype |
| prefrontal cortex | anatomy |
| problematic alcohol use | phenotype |
| PRS | drug |
| PRS for BD local | drug |
| PsychENCODE | cohort |
| Psychiatric Genomics Consortium | cohort |
| psycholeptics | drug |
| reference panel | cohort |
| Ricopili | drug |
| rs13195402 local | variant |
| Saunders dataset | cohort |
| schizophrenia | phenotype |
| single-cell RNA-seq data local | drug |
| Sleep disturbance | phenotype |
| sleep duration | phenotype |
| smoking | phenotype |
| smoking initiation | phenotype |
| SNP | cohort |
| SNP-heritability local | phenotype |
| study cohort | cohort |
| subcortical regions | anatomy |
| target cohort | cohort |
| Touretteβs syndrome | phenotype |
| trait | phenotype |
| TRANK1 local | gene |
| TrΓΈndelag Health Study local | cohort |
| TrΓΈndelag Health Study (HUNT) local | cohort |
| TWAS significant gene local | gene |
| UK Biobank | cohort |
| Zeisel dataset | cohort |
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In this knowledge base
| Title | Year | PMID |
|---|---|---|
| High Polygenic Risk Scores Are Associated With Early Age of Onset of Alcohol Use Disorder in Adolescents and Young Adults at Risk. | 2022 | 36324664 |
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