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Genome-wide association study of more than 40,000 bipolar disorder cases provides new insights into the underlying biology
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Abstract
Abstract Bipolar disorder (BD) is a heritable mental illness with complex etiology. We performed a genome-wide association study (GWAS) of 41,917 BD cases and 371,549 controls of European ancestry, which identified 64 associated genomic loci. BD 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 eQTL data implicated 15 genes robustly linked to BD via gene expression, encoding druggable targets such as HTR6, MCHR1, DCLK3 and FURIN. Analyses of BD subtypes indicated high but imperfect genetic correlation between BD type I and II and identified additional associated loci. Together, these results advance our understanding of the biological etiology of BD, identify novel therapeutic leads and prioritize genes for functional follow-up studies.
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“As previous studies and our results suggest, EduYears shows phenotypic correlations and shares genetic components with multiple traits and diseases relevant to medical research, including cognitive function, neurodegeneration and psychiatric disorders43–46”
From Shared genetic architectures of educational attainment in East Asian and European populations (2024) · cites this paper as [46]
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Citations
Cites
Diagnostic and Statistical Manual of Mental Disorders
American Psychiatric Association (2013) · doi:10.1176/appi.books.9780890425596 · Cited by 116,369
BEDTools: a flexible suite of utilities for comparing genomic features
Quinlan, A. R., & Hall, I. M. (2010) · Bioinformatics · doi:10.1093/bioinformatics/btq033 · Cited by 27,437
A global reference for human genetic variation
The 1000 Genomes Project Consortium, authors, C., Auton, A., Abecasis, G. R., Steering committee, Altshuler, D. M., Durbin, R. M., Abecasis, G. R., Bentley, D. R., Chakravarti, A., et al. (2015) · Nature · doi:10.1038/nature15393 · Cited by 18,247
Self-citationVos, T., Abajobir, A. A., Abate, K. H., Abbafati, C., Abbas, K. M., Abd-Allah, F., Abdulkader, R. S., Abdulle, A. M., Abebo, T. A., Abera, S. F., et al. (2017) · The Lancet · doi:10.1016/s0140-6736(17)32154-2 · Cited by 13,220
Sudlow, C., Gallacher, J., Allen, N., Beral, V., Burton, P., Danesh, J., Downey, P., Elliott, P., Green, J., Landray, M., et al. (2015) · PLOS Medicine · doi:10.1371/journal.pmed.1001779 · Cited by 12,728
Second-generation PLINK: rising to the challenge of larger and richer datasets
Chang, C. C., Chow, C. C., Tellier, L. C., Vattikuti, S., Purcell, S. M., & Lee, J. J. (2015) · Gigascience · doi:10.1186/s13742-015-0047-8 · Cited by 12,709
Principal components analysis corrects for stratification in genome-wide association studies
Price, A. L., Patterson, N. J., Plenge, R. M., Weinblatt, M. E., Shadick, N. A., & Reich, D. (2006) · Nature Genetics · doi:10.1038/ng1847 · Cited by 10,248
Genome-wide association study of 14,000 cases of seven common diseases and 3,000 shared controls
The Wellcome Trust Case Control Consortium, Management Committee, Burton, P. R., Clayton, D. G., Cardon, L. R., Craddock, N., Deloukas, P., Duncanson, A., Kwiatkowski, D. P., McCarthy, M. I., et al. (2007) · Nature · doi:10.1038/nature05911 · Cited by 9,442
Self-citationVerbanck, M., Chen, C.-Y., Neale, B., & Do, R. (2018) · Nature Genetics · doi:10.1038/s41588-018-0099-7 · Cited by 8,591
Self-citationDrugBank 5.0: a major update to the DrugBank database for 2018
Wishart, D. S., Feunang, Y. D., Guo, A. C., Lo, E. J., Marcu, A., Grant, J. R., Sajed, T., Johnson, D., Li, C., Sayeeda, Z., et al. (2018) · Nucleic Acids Research · doi:10.1093/nar/gkx1037 · Cited by 8,404
Research works printed but not linked: 7
- Craddock, N. & Sklar, P. Genetics of bipolar disorder. Lancet 381, 1654–1662 (2013). · DOI
- Psychiatric GWAS Consortium Bipolar Disorder Working Group. Large-scale genome-wide association analysis of bipolar disorder identifies a new susceptibility locus near ODZ4. Nat. Genet. 43, 977–983 (2011). · DOI · Paper page
- Scott, L. J. et al. Genome-wide association and meta-analysis of bipolar disorder in individuals of European ancestry. Proc. Natl Acad. Sci. USA 106, 7501–7506 (2009). · DOI
- Gordovez, F. J. A. & McMahon, F. J. The genetics of bipolar disorder. Mol. Psychiatry 25, 544–559 (2020). · DOI
- Leitsalu, L. et al. Cohort Profile: Estonian Biobank of the Estonian Genome Center, University of Tartu. Int. J. Epidemiol. 44, 1137–1147 (2015). · DOI
- Bipolar Disorder and Schizophrenia Working Group of the Psychiatric Genomics Consortium. Genomic dissection of bipolar disorder and schizophrenia, including 28 subphenotypes. Cell 173, 1705–1715 (2018). · DOI
- Kamitaki, N. et al. Complement genes contribute sex-biased vulnerability in diverse disorders. Nature 582, 577–581 (2020). · DOI · Paper page
Cited by
Sorted by citations
Items 101–200 of 1,007
Moses, M., Tiego, J., Demontis, D., Bragi Walters, G., Stefansson, H., Stefansson, K., Børglum, A. D., Arnatkeviciute, A., & Bellgrove, M. A. (2022) · Molecular Psychiatry · doi:10.1038/s41380-022-01775-5 · Cited by 31
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Grimes, P. Z., Adams, M. J., Thng, G., Edmondson-Stait, A. J., Lu, Y., McIntosh, A. M., Cullen, B., Larsson, H., Whalley, H. C., & Kwong, A. S. F. (2024) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2024.0983 · Cited by 39
Self-citationGrotzinger, A. D., Singh, K., Miller‐Fleming, T. W., Lam, M., Mallard, T. T., Chen, Y., Liu, Z., Ge, T., & Smoller, J. W. (2023) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2023.1808 · Cited by 34
Self-citationMa, Q., Shams, H., Didonna, A., Baranzini, S. E., Cree, B., Hauser, S. L., Henry, R. G., & Oksenberg, J. R. (2023) · Communications Biology · doi:10.1038/s42003-023-04713-5 · Cited by 45
Rajkhowa, B., Mehan, S., Sethi, P., Prajapati, A., Suri, M., Kumar, S., Bhalla, S., Narula, A., Alshammari, A., Alharbi, M., et al. (2022) · Pharmaceuticals · doi:10.3390/ph15080959 · Cited by 30
RetractedBracher‐Smith, M., Rees, E., Menzies, G. E., Walters, J., O’Donovan, M. C., Owen, M. J., Kirov, G., & Escott‐Price, V. (2022) · Schizophrenia Research · doi:10.1016/j.schres.2022.06.006 · Cited by 40
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Kageyama, Y., Okura, S., Sukigara, A., Matsunaga, A., Maekubo, K., Oue, T., Ishihara, K., Deguchi, Y., & Inoue, K. (2025) · Biomolecules · doi:10.3390/biom15030383 · Cited by 34
“Recently, large-scale genome-wide association studies on BD have implicated the involvement of the fatty acid desaturase (FADS) locus [119–121].”
The dynamic axon initial segment: From neuronal polarity to network homeostasis
Freal, A., & Hoogenraad, C. C. (2025) · Neuron · doi:10.1016/j.neuron.2025.01.004 · Cited by 34
Genetic and Phenotypic Features of Schizophrenia in the UK Biobank
Legge, S. E., Pardiñas, A. F., Woolway, G., Rees, E., Cardno, A. G., Escott‐Price, V., Holmans, P., Kirov, G., Owen, M. J., O’Donovan, M. C., et al. (2024) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2024.0200 · Cited by 35
Self-citationDimensional and transdiagnostic phenotypes in psychiatric genome-wide association studies
Waszczuk, M. A., Jonas, K. G., Bornovalova, M. A., Breen, G. D., Bulik, C. M., Docherty, A. R., Eley, T. C., Hettema, J. M., Kotov, R., Krueger, R. F., et al. (2023) · Molecular Psychiatry · doi:10.1038/s41380-023-02142-8 · Cited by 35
“Some domains of psychosis-like experiences were negatively correlated with bipolar disorder, in contrast to the strong positive genetic correlations observed between the schizophrenia and bipolar disorder diagnostic GWAS [48].”
Self-citationPrioritization of potential causative genes for schizophrenia in placenta
Ursini, G., Carlo, P. D., Mukherjee, S., Chen, Q., Han, S., Kim, J.-Y., Deyssenroth, M. A., Marsit, C. J., Chen, J., Hao, K., et al. (2023) · Nature Communications · doi:10.1038/s41467-023-38140-1 · Cited by 30
“To investigate the speci fi city of the relationship with schizophrenia of placenta genes and transcripts, we also computed TWAS using GWAS statistics from other major psychiatric disorders (Bipolar Disorder [BP] 100 108 ).”
de Bartolomeis, A., Barone, A., Buonaguro, E. F., Tomasetti, C., Vellucci, L., & Iasevoli, F. (2022) · Neuroscience & Biobehavioral Reviews · doi:10.1016/j.neubiorev.2022.104596 · Cited by 40
A single-cell genomic atlas for maturation of the human cerebellum during early childhood
Ament, S. A., Cortes-Gutierrez, M., Herb, B. R., Mocci, E., Colantuoni, C., & McCarthy, M. M. (2023) · Science Translational Medicine · doi:10.1126/scitranslmed.ade1283 · Cited by 35
Phenotypes, mechanisms and therapeutics: insights from bipolar disorder GWAS findings
Li, M., Li, T., Xiao, X., Chen, J., Hu, Z., & Fang, Y. (2022) · Molecular Psychiatry · doi:10.1038/s41380-022-01523-9 · Cited by 35
“These phenotypes were consistently observed in learned helplessness and sucrose preference tests, and by monitoring the locomotor activity of these animals over 24 h in BD risk gene Neuroimaging findings References ANK3 neural circuitry involved in affect processing; white matter structural integrity; regional cortica…”
BackgroundInfluentialSleep and psychiatric disorders: Bidirectional interactions and shared neurobiological mechanisms
Hyndych, A., Koval, K., Dzeruzhynska, N., & Mader, E. C. (2025) · PLOS mental health. · doi:10.1371/journal.pmen.0000531 · Cited by 36
Smeland, O. B., Kutrolli, G., Bahrami, S., Fominykh, V., Parker, N., Fuhrer, J., Hindley, G., Rødevand, L. N., Jaholkowski, P. P., Tesfaye, M., et al. (2025) · Nature Neuroscience · doi:10.1038/s41593-025-02090-2 · Cited by 57
Self-citationYao, S., Harder, A., Darki, F., Chang, Y.-W., Li, A., Nikouei, K., Volpe, G., Lundström, J. N., Zeng, J., Wray, N. R., et al. (2025) · Nature Communications · doi:10.1038/s41467-024-55611-1 · Cited by 54
Self-citationStacey, D., Benyamin, B., Lee, H.-S., & Hyppönen, E. (2024) · medRxiv · doi:10.1101/2024.02.18.24302998 · Cited by 27
“This dataset comprised up to 413,466 Europeans, including 41,917 BPD cases (5).”
Self-citationChildhood abuse v. neglect and risk for major psychiatric disorders
Alkema, A., Marchi, M., van der Zaag, J., van der Sluis, D., Warrier, V., Genetic Risk and Outcome of Psychosis (GROUP) Investigators, Ophoff, R. A., Kahn, R. S., Cahn, W., Hovens, J. G. F. M., et al. (2023) · Psychological Medicine · doi:10.1017/s0033291723003471 · Cited by 40
“Two-sample MR (Byrne, Yang, & Wray, 2017; Slob & Burgess, 2020) was performed to assess whether genetic predictors of abuse, neglect, and combined CM are associated with SCZ (Trubetskoy et al., 2022), BD (Mullins et al., 2021), and MDD (Howard et al., 2019).”
MethodSelf-citationGut microbiome at the crossroad of genetic variants and behavior disorders
Cheng, L., Wu, H., Chen, Z., Hao, H., & Zheng, X. (2023) · Gut Microbes · doi:10.1080/19490976.2023.2201156 · Cited by 29
Werner, M. C. F., Wirgenes, K. V., Shadrin, A. A., Lunding, S. H., Rødevand, L. N., Hjell, G., Ormerod, M. B. E. G., Haram, M., Agartz, I., Djurovic, S., et al. (2022) · Translational Psychiatry · doi:10.1038/s41398-022-01811-6 · Cited by 27
“Their estimated heritability is 60–80% and recent genome-wide association studies (GWASs) have revealed a large number of common genetic risk variants [1, 2] with extensive overlap between the disorders [3].”
BackgroundSelf-citationThe Mechanisms of Lithium Action: The Old and New Findings
Sakrajda, K., & RYBAKOWSKI, J. K. (2025) · Pharmaceuticals · doi:10.3390/ph18040467 · Cited by 32
Biomarkers of bipolar disorder based on metabolomics: A systematic review
Chen, J., Amdanee, N., Zuo, X., Wang, Y., Gong, M., Yang, Y., Li, H., Zhang, X., & Zhang, C. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.01.033 · Cited by 27
Zhang, S., Zhang, H., Forrest, M. P., Zhou, Y., Sun, X., Bagchi, V. A., Kozlova, A., Santos, M. D., Piguel, N. H., Dionisio, L. E., et al. (2023) · Cell Genomics · doi:10.1016/j.xgen.2023.100399 · Cited by 26
The impact of lithium on circadian rhythms and implications for bipolar disorder pharmacotherapy
Rohr, K. E., & McCarthy, M. J. (2022) · Neuroscience Letters · doi:10.1016/j.neulet.2022.136772 · Cited by 27
Zhang, L., Lizano, P. L., Guo, B., Xu, Y., Rubin, L. H., Hill, S. K., Alliey‐Rodriguez, N., Lee, A. M., Wu, B., Keedy, S., et al. (2022) · Brain Behavior & Immunity - Health · doi:10.1016/j.bbih.2022.100459 · Cited by 24
Self-citationPolygenic risk scores across the extended psychosis spectrum
Smigielski, L., Papiol, S., Theodoridou, A., Heekeren, K., Gerstenberg, M., Wotruba, D., Buechler, R., Hoffmann, P., Herms, S., Adorjan, K., et al. (2021) · Translational Psychiatry · doi:10.1038/s41398-021-01720-0 · Cited by 34
“PRS computation The PRS calculations for each individual were based on the risk alleles and the corresponding odds ratios (ORs) from the most recent GWAS of the Psychiatric Genomics Consortium (PGC3) on SZ [54] and BD [55].”
MethodSelf-citationDevelopmental convergence and divergence in human stem cell models of autism
Gordon, A., Yoon, S., Bicks, L. K., Martín, J. M., Pintacuda, G., Arteaga, S. A., Wamsley, B., Guo, Q., Elahi, L. S., Dolmetsch, R. E., et al. (2026) · Nature · doi:10.1038/s41586-025-10047-5 · Cited by 42
“Enrichment for common variation associated with ASD 21 , schizophrenia 129 , attention-deficit/hyperactivity disorder 130 , major depressive disorder 131 and bipolar disorder 132 was calculated using a stratified LDscore regression (v.1.0.0) 133 .”
InfluentialTranscriptomic sex differences in postmortem brain samples from patients with psychiatric disorders
Xia, Y., Xia, C., Jiang, Y. W., Chen, Y., Zhou, J., Dai, R., Han, C., Mao, Z., Liu, C., Chen, C., et al. (2024) · Science Translational Medicine · doi:10.1126/scitranslmed.adh9974 · Cited by 26
Genetic regulation of human brain proteome reveals proteins implicated in psychiatric disorders
Luo, J., Li, L., Niu, M., Kong, D., Jiang, Y. W., Poudel, S., Shieh, A. W., Cheng, L., Giase, G. M., Grennan, K. S., et al. (2024) · Molecular Psychiatry · doi:10.1038/s41380-024-02576-8 · Cited by 25
Malik, M. A., Faraone, S. V., Michoel, T., & Haavik, J. (2023) · Pharmacology & Therapeutics · doi:10.1016/j.pharmthera.2023.108530 · Cited by 18
Chromosomal inversion polymorphisms shape human brain morphology
Wang, H., Makowski, C., Zhang, Y., Qi, A., Kaufmann, T., Smeland, O. B., Fiecas, M. J. A., Yang, J., Visscher, P. M., & Chen, C. (2023) · Cell Reports · doi:10.1016/j.celrep.2023.112896 · Cited by 26
Self-citationThe course of attention-deficit/hyperactivity disorder through midlife
Grevet, E. H., Bandeira, C. E., Vitola, E. S., Tavares, M. E., Breda, V., Zeni, G. D., Teche, S. P., Picon, F. A., Salgado, C. A. I., Karam, R. G., et al. (2022) · European Archives of Psychiatry and Clinical Neuroscience · doi:10.1007/s00406-022-01531-4 · Cited by 25
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TCF7L2 lncRNA: a link between bipolar disorder and body mass index through glucocorticoid signaling
Liu, D., Nguyen, T. T. L., Gao, H., Huang, H., Kim, D. C., Sharp, B., Ye, Z., Lee, J., Coombes, B. J., Ördög, T., et al. (2021) · Molecular Psychiatry · doi:10.1038/s41380-021-01274-z · Cited by 30
Self-citationAstrocytic cell adhesion genes linked to schizophrenia correlate with synaptic programs in neurons
Pietiläinen, O. P. H., Trehan, A., Meyer, D., Mitchell, J. M., Tegtmeyer, M., Valakh, V., Gebre, H., Chen, T., Vartiainen, E., Farhi, S. L., et al. (2023) · Cell Reports · doi:10.1016/j.celrep.2022.111988 · Cited by 36
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Bruxel, E. M., Rovaris, D. L., Belangero, S. I., Chavarría‐Soley, G., Barboza, A. B. C., Martínez‐Magaña, J. J., Nagamatsu, S. T., Nievergelt, C. M., Núñez-Ríos, D. L., Ota, V., et al. (2025) · Nature Genetics · doi:10.1038/s41588-025-02127-z · Cited by 22
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InfluentialSelf-citationMapping the Genetic Landscape of Psychiatric Disorders With the MiXeR Toolset
van der Meer, D., Hindley, G., Shadrin, A. A., Smeland, O. B., Parker, N., Dale, A. M., Frei, O., & Andreassen, O. A. (2025) · Biological Psychiatry · doi:10.1016/j.biopsych.2025.02.886 · Cited by 24
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Self-citationGenetic evidence for causal effects of immune dysfunction in psychiatric disorders: where are we?
Iakunchykova, O. P., Leonardsen, E. H., & Wang, Y. (2024) · Translational Psychiatry · doi:10.1038/s41398-024-02778-2 · Cited by 24
David, F. S., Stein, F., Andlauer, T. F. M., Streit, F., Witt, S. H., Herms, S., Hoffmann, P., Heilmann‐Heimbach, S., Opel, N., Repple, J., et al. (2023) · Schizophrenia Research · doi:10.1016/j.schres.2023.01.002 · Cited by 29
Self-citationOliva, V., Fanelli, G., Kasper, S., Zohar, J., Souery, D., Montgomery, S., Albani, D., Forloni, G., Ferentinos, P. P., Rujescu, D., et al. (2022) · Journal of Affective Disorders · doi:10.1016/j.jad.2022.10.003 · Cited by 27
Self-citationRecent Developments in Autism Genetic Research: A Scientometric Review from 2018 to 2022
Lim, M., Carollo, A., Dimitriou, D., & Esposito, G. (2022) · Genes · doi:10.3390/genes13091646 · Cited by 24
Mirza, S. A., Docherty, A. R., Bakian, A. V., Coon, H. H., Soares, J. C., Walss‐Bass, C., & Fries, G. R. (2022) · American Journal of Medical Genetics Part B Neuropsychiatric Genetics · doi:10.1002/ajmg.b.32917 · Cited by 33
“The SNP-based heritability estimates of SITB in the most recent GWAS are relatively low compared to other psychiatric disorders such as BD (20%; Mullins et al., 2021), MDD (9%; Howard et al.”
Bipolar‐associated miR‐499‐5p controls neuroplasticity by downregulating the Cav1.2 subunit CACNB2
Martins, H. C., A.Ö., S., Gilardi, C., Pelzl, M., Bicker, S., Groß, F., Winterer, J., Kisko, T. M., Malikowska‐Racia, N., Braun, M. D., et al. (2022) · EMBO Reports · doi:10.15252/embr.202154420 · Cited by 24
“CACNB2 is a validated target of miR-499-5p in cardiomyocytes (Ling et al , 2017) and in a very recent GWAS with more than 40,000 BD patients, the CACNB2 locus was significantly associated with BD (Mullins et al , 2021).”
Self-citationSong, J., Yao, S., Kowalec, K., Lu, Y., Sariaslan, A., Szatkiewicz, J., Larsson, H., Lichtenstein, P., Hultman, C. M., & Sullivan, P. F. (2022) · Molecular Psychiatry · doi:10.1038/s41380-022-01500-2 · Cited by 23
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Self-citationYu, J., Xue, R., Wang, Q., Yu, H., & Liu, X. (2022) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2022.841429 · Cited by 26
“The associations between plasma Hcy level and MPDs were evaluated using Psychiatric Genomics Consortium (PGC) datasets as genetic instruments.”
MethodInfluentialKjelkenes, R., Wolfers, T., Alnæs, D., van der Meer, D., Pedersen, M. L., Dahl, A., Voldsbekk, I., Moberget, T., Tamnes, C. K., Andreassen, O. A., et al. (2022) · Biological Psychiatry Global Open Science · doi:10.1016/j.bpsgos.2022.01.007 · Cited by 26
Self-citationAsynchronous excitatory neuron development in an isogenic cortical spheroid model of Down syndrome
Li, Z., Klein, J. A., Rampam, S., Kurzion, R., Campbell, N. B., Patel, Y., Haydar, T. F., & Zeldich, E. (2022) · Frontiers in Neuroscience · doi:10.3389/fnins.2022.932384 · Cited by 24
Liufu, C., Luo, L., Pang, T., Zheng, H., Yang, L., Lü, L., & Chang, S. (2024) · Molecular Psychiatry · doi:10.1038/s41380-024-02574-w · Cited by 28
“…AD (71,880 cases and 383,378 controls), and PD (37,688 cases and 18,618 controls) are from the studies by Trubetskoy et al. [38], Mullins et al. [39], Wray et al. [40], Demontis et al. [41], Autism Spectrum Disorders Working Group of the Psychiatric Genomics Consortium [42], Jansen et al. [43],…”
Yang, R., Zhao, Y., Tan, Z., Lai, J., Chen, J., Zhang, X., Sun, J., Chen, L., Lu, K., Cao, L., et al. (2023) · Frontiers in Human Neuroscience · doi:10.3389/fnhum.2023.1192544 · Cited by 29
“With the rapid development of genome-wide association studies (GWAS), more than 60 genetic risk loci have been identified in BD (Mullins et al., 2021) and more than 100 genetic risk loci in MDD to date (Howard et al.”
BackgroundCouch, A. C. M., Solomon, S., Duarte, R. R. R., Marrocu, A., Sun, Y., Sichlinger, L., Matulevičiūtė, R., Polit, L. D., Hanger, B., Brown, A. M., et al. (2023) · Brain Behavior and Immunity · doi:10.1016/j.bbi.2023.02.007 · Cited by 28
Local genetic correlations exist among neurodegenerative and neuropsychiatric diseases
Reynolds, R. H., Wagen, A. Z., Lona‐Durazo, F., Scholz, S. W., Shoai, M., Hardy, J., Taliun, S. A. G., & Ryten, M. (2023) · npj Parkinson s Disease · doi:10.1038/s41531-023-00504-1 · Cited by 28
Cerebrospinal fluid proteomics targeted for central nervous system processes in bipolar disorder
Göteson, A., Isgren, A., Jönsson, L., Sparding, T., Smedler, E., Pelanis, A., Zetterberg, H., Jakobsson, J., Pålsson, E., Holmén‐Larsson, J., et al. (2021) · Molecular Psychiatry · doi:10.1038/s41380-021-01236-5 · Cited by 29
Self-citationThompson, J. R., Nelson, E. D., Tippani, M., Ramnauth, A. D., Divecha, H. R., Miller, R. A., Eagles, N. J., Pattie, E. A., Kwon, S., Bach, S. V., et al. (2025) · Nature Neuroscience · doi:10.1038/s41593-025-02022-0 · Cited by 58
Meijsen, J. J., Hu, K., Krebs, M. D., Athanasiadis, G. I., Washbrook, S., Zetterberg, R., Silva, R. N. A. E., Shorter, J. R., Gådin, J. R., Bergstedt, J., et al. (2024) · Nature Communications · doi:10.1038/s41467-024-49507-3 · Cited by 24
Self-citationDevelopment and Validation of an Intrinsic Capacity Score in the UK Biobank Study
Beyene, M., Visvanathan, R., Ahmed, M., Benyamin, B., Beard, J., & Amare, A. (2024) · medRxiv · doi:10.1101/2024.01.09.24301076 · Cited by 22
Zeng, L., Fujita, M., Gao, Z., White, C. C., Green, G. S., Habib, N., Menon, V., Bennett, D. A., Boyle, P. A., Klein, H., et al. (2023) · Biological Psychiatry · doi:10.1016/j.biopsych.2023.12.012 · Cited by 31
Characterizing the longitudinal course of symptoms and functioning in bipolar disorder
Mignogna, K. M., & Goes, F. S. (2022) · Psychological Medicine · doi:10.1017/s0033291722001489 · Cited by 31
Self-citationKozlova, A., Zhang, S.-W., Kotlar, A. V., Jamison, B., Zhang, H.-W., Shi, S., Forrest, M. P., McDaid, J., Cutler, D., Epstein, M. P., et al. (2022) · bioRxiv · doi:10.1101/2022.01.06.473910 · Cited by 22
“015), but not for bipolar disorder (Mullins et al., 2021) (Figure 6E).”
BackgroundCharacterising the shared genetic determinants of bipolar disorder, schizophrenia and risk-taking
Hindley, G., Bahrami, S., Steen, N. E., O’Connell, K. S., Frei, O., Shadrin, A. A., Bettella, F., Rødevand, L. N., Fan, C. C., Dale, A. M., et al. (2021) · Translational Psychiatry · doi:10.1038/s41398-021-01576-4 · Cited by 20
Self-citationTorsvik, A., Brattbakk, H.-R., Trentani, A., Holdhus, R., Stansberg, C., Bartz-Johannessen, C. A., Hughes, T., Steen, N. E., Melle, I., Djurovic, S., et al. (2023) · Translational Psychiatry · doi:10.1038/s41398-023-02442-1 · Cited by 21
“At present, genome-wide association studies (GWAS) have identified common single nucleotide polymorphisms (SNPs) in 287 loci with genome-wide significant association to SCZ [14], whereas 64 such loci have been reported for BD [15].”
BackgroundSelf-citationDisentangling associations between complex traits and cell types with seismic
Lai, Q., Dannenfelser, R., Roussarie, J.-P., & Yao, V. (2025) · Nature Communications · doi:10.1038/s41467-025-63753-z · Cited by 26
“We fi nd that seismic successfully prioritizes causal genes whether in the single or multiple target cell type paradigm, achieving more than 20-fold higher precision for the top-ranked genes compared to random chance (Fig.2C, Supplementary Fig.8).”
Fine-mapping genomic loci refines bipolar disorder risk genes
Koromina, M., Ravi, A., Panagiotaropoulou, G., Schilder, B. M., Humphrey, J., Braun, A., Bidgeli, T., Chatzinakos, C., Coombes, B. J., Kim, J., et al. (2025) · Nature Neuroscience · doi:10.1038/s41593-025-01998-z · Cited by 29
“For example, the largest published BD GWAS to date, conducted by the Psychiatric Genomics Consortium (PGC), comprised more than 40,000 BD cases and 370,000 controls from 57 cohorts of European ancestry, and identified 64 genome-wide significant (GWS) risk loci 16 .”
InfluentialSelf-citationKang, J., Castro, V. M., Ripperger, M. A., Venkatesh, S., Burstein, D., Linnér, R. K., Rocha, D., Hu, Y., Wilimitis, D., Morley, T. J., et al. (2024) · American Journal of Psychiatry · doi:10.1176/appi.ajp.20230247 · Cited by 28
Self-citationGerstner, N., Fröhlich, A. S., Matosin, N., Gagliardi, M., Cruceanu, C., Ködel, M., Rex‐Haffner, M., Tu, X., Mostafavi, S., Ziller, M. J., et al. (2024) · medRxiv · doi:10.1101/2024.04.24.24306179 · Cited by 2
“Genome-wide association studies (GWAS) have significantly advanced our understanding of the genetic architecture of psychiatric disorders, uncovering numerous significant genetic variants 5,11–13 .”
Self-citationXue, H., Liu, S., Zeng, L., & Fan, W. (2023) · Journal of Affective Disorders · doi:10.1016/j.jad.2023.11.033 · Cited by 23
PharmGWAS: a GWAS-based knowledgebase for drug repurposing
Kang, H., Pan, S., Lin, S., Wang, Y., Yuan, N., & Jia, P. (2023) · Nucleic Acids Research · doi:10.1093/nar/gkad832 · Cited by 27
“W e downloaded GWAS sum-mary statistics mainly from three sources: GWAS Cat-alog ( 32 ), UK BioBank (UKBB) ( 33 ) ( 37 ,38 ), Reproductive Genetics Consortium (RGC) ( 39 ), Psychiatric Genomic Consortium (PGC) ( 40 ) and Sleep Disorder Knowledge Portal (SDKP) ( 41 ).”
MethodBang, L., Bahrami, S., Hindley, G., Smeland, O. B., Rødevand, L. N., Jaholkowski, P. P., Shadrin, A. A., Connell, K. S. O., Frei, O., Lin, A., et al. (2023) · Translational Psychiatry · doi:10.1038/s41398-023-02585-1 · Cited by 33
“To assess the presence of cross-phenotype polygenic enrichment, we generated conditional quantile-quantile (Q-Q) plots [29], conditioning AN on each disorder (SCZ, BIP, MD) and psychological trait (Mood, NEUR, and INT), and vice versa.”
MethodSelf-citationWoolf, B. A. R., Cronjé, H. T., Zagkos, L., Burgess, S., Gill, D., & Larsson, S. C. (2023) · BMC Medicine · doi:10.1186/s12916-023-03008-0 · Cited by 22
“This study is a meta-analysis of 41,917 cases of bipolar disorder and 371,549 controls from the PGC and five population-based cohort studies including the UK Biobank (UKB) [16, 17].”
MethodLi, X., Shen, A., Zhao, Y., & Xia, J. (2023) · Schizophrenia Bulletin · doi:10.1093/schbul/sbad100 · Cited by 26
Polygenic Scores and Onset of Major Mood or Psychotic Disorders Among Offspring of Affected Parents
Zwicker, A., Fullerton, J. M., Mullins, N., Rice, F. J., Hafeman, D., van Haren, N. E. M., Setiaman, N., Merranko, J. A., Goldstein, B. I., Ferrera, A. G., et al. (2023) · American Journal of Psychiatry · doi:10.1176/appi.ajp.20220476 · Cited by 26
“depressive disorder (14), bipolar disorder (15), schizophrenia (16), anxiety disorders (17), ADHD”
BackgroundMethodSelf-citationOhi, K., Nishizawa, D., Sugiyama, S., Takai, K., Fujikane, D., Kuramitsu, A., Hasegawa, J., Soda, M., Kitaichi, K., Hashimoto, R., et al. (2022) · Psychological Medicine · doi:10.1017/s0033291722001271 · Cited by 26
“Furthermore, SCZ and BD risk genetic variants were commonly enriched in genes, particularly brain-expressed genes, and in synaptic signaling pathways (Mullins et al., 2021; Trubetskoy et al., 2022).”
BackgroundMethodInfluentialWingo, A. P., Liu, Y., Vattathil, S. M., Gerasimov, E. S., Mei, Z., Ravindran, S. P., Liu, J., Shantaraman, A., Seifar, F., Wang, E., et al. (2025) · Nature Genetics · doi:10.1038/s41588-025-02291-2 · Cited by 21
“…for 15 psychiatric traits: alcohol use disorder 42 , anorexia nervosa 43 , anxiety 44 , ADHD 45 , autism spectrum disorder 46 , bipolar disorder 47 , cannabis use disorder 48 , insomnia 49 , major depressive disorder 50,51 , neuroticism 52 , opioid addiction 53 , PTSD 54 , schizophrenia 55 ,…”
Cai, N., Verhulst, B., Andreassen, O. A., Buitelaar, J. K., Edenberg, H. J., Hettema, J. M., Gandal, M. J., Grotzinger, A. D., Jonas, K. G., Lee, P., et al. (2024) · Molecular Psychiatry · doi:10.1038/s41380-024-02878-x · Cited by 18
“At the individual locus level, we can assess the replicability or heterogeneity of effects across assessment strategies [19, 28, 132].”
Self-citationLi, M., Dang, X., Chen, Y., Chen, Z., Xu, X., Zhao, Z., & Wu, D. (2024) · Nature Communications · doi:10.1038/s41467-024-52222-8 · Cited by 26
Obstructive sleep apnea and mental disorders: a bidirectional mendelian randomization study
Liu, H., Wang, X., Hu, F., Zhou, S., Pan, J., Ouyang, C., & Hu, X. (2024) · BMC Psychiatry · doi:10.1186/s12888-024-05754-8 · Cited by 21
Genetic neurodevelopmental clustering and dyslexia
Čiulkinytė, A., Mountford, H. S., Fontanillas, P., Aslibekyan, S. W., Auton, A., Babalola, E., Bell, R. K., Bielenberg, J., Bowes, J., Bryc, K., et al. (2024) · Molecular Psychiatry · doi:10.1038/s41380-024-02649-8 · Cited by 25
Self-citationShakeshaft, A., Martin, J., Dennison, C. A., Riglin, L., Lewis, C. M., O’Donovan, M. C., & Thapar, A. (2023) · Molecular Psychiatry · doi:10.1038/s41380-023-02319-1 · Cited by 22
“…PGS using independent large-scale genome-wide association studies (GWAS), for the following primary phenotypes: anxiety [29], MDD [30] (excluding 23 and Me data), broad depression [31], bipolar disorder [32], and neurodevelopmental disorders [ADHD [33], ASD [34] and schizophrenia [35]].”
BackgroundMethodSelf-citationGuo, L., Ni, Z., Wei, G., Cheng, W., Huang, X., & Yue, W. (2022) · Translational Psychiatry · doi:10.1038/s41398-022-02236-x · Cited by 23
Liu, W., Jiang, X., Deng, Z., Jia, L., Sun, Q., Kong, L., Wu, F., & Tang, Y. (2022) · NeuroImage Clinical · doi:10.1016/j.nicl.2022.103184 · Cited by 23
“Gene research revealed that BD I is associated with schizophrenia in genetics, while BD II is more strongly associated with major depressive disorder (Mullins et al., 2021; Stahl et al., 2019).”
Jamshidi, J., Schofield, P. R., Gatt, J. M., & Fullerton, J. M. (2022) · Translational Psychiatry · doi:10.1038/s41398-022-01874-5 · Cited by 25
“In addition, rg with major psychiatric conditions were examined using published disease-specific summary statistics, including: major depressive disorder (MDD) [29], bipolar disorder (BIP) [30], schizophrenia (SCZ) [31], attention deficit/hyperactivity disorder (ADHD) [32], autism spectrum disorder (ASD) [33], obsessi…”
BackgroundMethodInfluentialSelf-citationWolter, J., Le, B. D., Matoba, N., Lafferty, M., Aygün, N., Liang, D., Courtney, K. P., Song, J., Piven, J., Zylka, M., et al. (2022) · bioRxiv · doi:10.1101/2022.01.31.478307 · Cited by 20
Nürnberger, J. I., Wang, Y., Zang, Y., Lai, D., Wetherill, L. F., Edenberg, H. J., Alıev, F., Plawecki, M. H., Chorlian, D. B., Chan, G., et al. (2021) · Biological Psychiatry Global Open Science · doi:10.1016/j.bpsgos.2021.10.007 · Cited by 20
“Recent studies (55) show that PRSs for bipolar disorder derived from EA subjects are reasonably predictive when applied to East Asian subjects but less so when applied to AA populations.”
BackgroundSelf-citationCirculating Blood-Based Proteins in Psychopathology and Cognition
Bhattacharyya, U., John, J., Lam, M., Fisher, J., Sun, B. B., Baird, D. A., Burgess, S., Chen, C., & Lencz, T. (2025) · JAMA Psychiatry · doi:10.1001/jamapsychiatry.2025.0033 · Cited by 18
Bipolar disorders and schizophrenia: discrete disorders?
Dines, M., Kes, M., Ailán, D., Cetkovich, M., Born, C., & Grunze, H. (2024) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2024.1352250 · Cited by 22
“Genome-wide association studies (GWAS) have discovered 270 single nucleotide polymorphisms (SNPs) that confer risk of SZ (40) and 64 for BD (41) with some overlapping associations.”
BackgroundKoller, D., Mitjans, M., Kouakou, M. R., Friligkou, E., Cabrera‐Mendoza, B., Deak, J. D., Llonga, N., Pathak, G. A., Stiltner, B., Løkhammer, S., et al. (2024) · Psychiatry Research · doi:10.1016/j.psychres.2024.115758 · Cited by 23
Self-citationGustavson, D. E., Morrison, C. L., Mallard, T. T., Jennings, M. V., Fontanillas, P., Elson, S. L., Palmer, A. A., Friedman, N. P., & Sanchez‐Roige, S. (2023) · Clinical Psychological Science · doi:10.1177/21677026231207845 · Cited by 24
Krčmář, L., Jäger, I. M., Boudriot, E., Hanken, K., Gabriel, V., Melcher, J., Klimas, N., Dengl, F., Schmölz, S., Pingen, P., et al. (2023) · Frontiers in Psychiatry · doi:10.3389/fpsyt.2023.1179811 · Cited by 23
Genetic origins of schizophrenia find common ground
Iyegbe, C. O., & O’Reilly, P. F. (2022) · Nature · doi:10.1038/d41586-022-00773-5 · Cited by 29
Lai, J., Zhang, P., Jiang, J., Mou, T., Li, Y., Xi, C., Wu, L., Gao, X., Zhang, D., Chen, Y., et al. (2021) · Frontiers in Immunology · doi:10.3389/fimmu.2021.789647 · Cited by 23
“With the technological advances in molecular biology, susceptible genes related to BD have been increasingly identified (3, 4).”
BackgroundBarr, P. B., Mallard, T. T., Sanchez‐Roige, S., Poore, H. E., Linnér, R. K., Collaborators, C., Porjesz, B., HESSELBROCK, V. M., Foroud, T., Arpana Agrawal, A., et al. (2022) · Translational Psychiatry · doi:10.1038/s41398-022-02171-x · Cited by 22
“Second, while we considered externalizing phenotypes, we did not consider internalizing or psychotic conditions, which also show genetic overlap with AUD and other substance use disorders [4, 6, 18, 40, 41].”
BackgroundSelf-citationRoelfs, D., van der Meer, D., Alnæs, D., Frei, O., Shadrin, A. A., Loughnan, R. J., Fan, C. C., Dale, A. M., Andreassen, O. A., Westlye, L. T., et al. (2024) · Nature Mental Health · doi:10.1038/s44220-023-00190-1 · Cited by 18
“We found six loci for FC and one locus for node variance in ADHD, nine loci for FC and two loci for node variance in BIP, and four loci for FC and three loci for node variance in ASD.”
InfluentialSelf-citationShared genetic architectures of educational attainment in East Asian and European populations
Chen, T.-T., Kim, J., Lam, M., Chuang, Y.-F., Chiu, Y.-L., Lin, S.-C., Jung, S.-H., Kim, B., Kim, S., Cho, C., et al. (2024) · Nature Human Behaviour · doi:10.1038/s41562-023-01781-9 · Cited by 18
“…components with multiple traits and diseases relevant to medical research, including cognitive function, neurodegeneration and psychiatric disorders 43–46 , and findings on genetic overlaps between EduYears and health outcomes may shed light on the genetic basis of these relevant health outcomes.”
Self-citationDivergent biological pathways linking short and long sleep durations to mental and physical health
Li, Y., Gong, W., Sahakian, B. J., Huang, S., Zhang, W., Zhao, Y., Ma, L., Naismith, S. L., Yu, J., Jia, T., et al. (2025) · Nature Mental Health · doi:10.1038/s44220-025-00395-6 · Cited by 18
“…to measure the causal association between short and long sleep duration with 15 diseases and health-related biomarkers, including bipolar disorder 70 , major depressive disorder 71 , schizophrenia 72 , Alzheimer’s disease 73 and coronary artery disease 74 , as well as the clinical blood…”
Krebs, M. D., Hellberg, K.-L. G., Lundberg, M., Appadurai, V., Ohlsson, H., Pedersen, E. M., Steinbach, J., Matthews, J., Border, R., LaBianca, S., et al. (2024) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2024.09.009 · Cited by 22
Self-citationPratt, H., Andrews, G., Shedd, N., Phalke, N. N., Li, T., Pampari, A., Jensen, M., Wen, C. H., Gandal, M. J., Geschwind, D. H., et al. (2024) · Science Advances · doi:10.1126/sciadv.adj4452 · Cited by 21
Self-citationAkt and AMPK activators rescue hyperexcitability in neurons from patients with bipolar disorder
Khayachi, A., Abuzgaya, M., Liu, Y., Jiao, C., Dejgaard, K., Schorova, L., Kamesh, A., He, Q., Cousineau, Y., Pietrantonio, A., et al. (2024) · EBioMedicine · doi:10.1016/j.ebiom.2024.105161 · Cited by 23
“9 Despite these advances, the links between familial presentation, GWAS hits, neurobiological mechanisms, symptoms, and successful treatments, remain unresolved.”
BackgroundSelf-citationOptimization of multi-ancestry polygenic risk score disease prediction models
Lerga-Jaso, J., Terpolovsky, A., Novković, B., Osama, A., Manson, C., Bohn, S., Marino, A. D., Kunitomi, M., & Yazdi, P. G. (2025) · Scientific Reports · doi:10.1038/s41598-025-02903-1 · Cited by 21
Genetic correlation and causal associations between psychiatric disorders and lung cancer risk
Shi, J., Wen, W., Long, J., Gamazon, E. R., Tao, R., & Cai, Q. (2024) · Journal of Affective Disorders · doi:10.1016/j.jad.2024.04.080 · Cited by 18
Metadata
- Authors
- 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., Psychiatry, H. A.-I., 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.
- Affiliations
- Icahn School of Medicine at Mount Sinai (US)
- University of Bonn (DE)
- Oslo University Hospital (NO)
- Mayo Clinic (US)
- King's College London (GB)
- The University of Queensland (AU)
- Aarhus University (DK)
- SUNY Downstate Health Sciences University (US)
- Karolinska Institutet (SE)
- Norwegian University of Science and Technology (NO)
- University of California, Los Angeles (US)
- Fujita Health University (JP)
- Broad Institute (US)
- University of Tartu (EE)
- Stiftung Charité (DE)
- deCODE Genetics (Iceland) (IS)
- Samsung (South Korea) (KR)
- Mental Health Research Center of Russian Academy of Medical Sciences (RU)
- Institut für Psychiatrische Phänomik und Genomik (DE)
- Mario Negri Institute for Pharmacological Research (IT)
- Berkshire Healthcare NHS Foundation Trust (GB)
- National and Kapodistrian University of Athens (GR)
- Samsung Medical Center (KR)
- University College London (GB)
- University Hospital Carl Gustav Carus (DE)
- Medical University of Graz (AT)
- Diakonhjemmet Hospital (NO)
- University Medical Center Utrecht (NL)
- Universitat Autònoma de Barcelona (ES)
- University Hospital Frankfurt (DE)
- University of California, San Francisco (US)
- University of Newcastle Australia (AU)
- McGill University Health Centre (CA)
- University of Edinburgh (GB)
- Queen Mary University of London (GB)
- Poznan University of Medical Sciences (PL)
- University of California San Diego (US)
- Newcastle University (GB)
- Indiana University Indianapolis (US)
- Cardiff University (GB)
- Heidelberg University (DE)
- Universitätsmedizin Göttingen (DE)
- Dalhousie University (CA)
- Yale University (US)
- University of Missouri (US)
- QIMR Berghofer Medical Research Institute (AU)
- Seoul National University (KR)
- National University Hospital of Iceland (IS)
- University of Tübingen (DE)
- Inserm (FR)
- RIKEN Center for Integrative Medical Sciences (JP)
- Centre for Addiction and Mental Health (CA)
- Barcelona Institute for Global Health (ES)
- University of Patras (GR)
- Philadelphia VA Medical Center (US)
- GGZ inGeest (NL)
- Erasmus MC (NL)
- Karolinska University Hospital (SE)
- North East London NHS Foundation Trust (GB)
- University Hospital Cologne (DE)
- Korea University (KR)
- Harvard University (US)
- HudsonAlpha Institute for Biotechnology (US)
- Montreal Neurological Institute and Hospital (CA)
- Max Planck Institute of Psychiatry (DE)
- Stellenbosch University (ZA)
- Centre international de recherche sur le cancer (FR)
- Ollscoil na Gaillimhe – University of Galway (IE)
- Forschungszentrum Jülich (DE)
- University of Worcester (GB)
- Johns Hopkins University (US)
- Oxford Health NHS Foundation Trust (GB)
- Emory University (US)
- Washington University in St. Louis (US)
- Instituto de Investigación Biomédica de Málaga (ES)
- Universidad de Granada (ES)
- Universitätsklinikum Würzburg (DE)
- Vanderbilt University Medical Center (US)
- University of Southern California (US)
- PsyQ (NL)
- South African Medical Research Council (ZA)
- Nofer Institute of Occupational Medicine (PL)
- University of California, Irvine (US)
- University of Toronto (CA)
- National Health Service (GB)
- Umeå University (SE)
- University of Pennsylvania (US)
- University of Michigan (US)
- Trinity College Dublin (IE)
- UNSW Sydney (AU)
- University of Chicago (US)
- Statens Serum Institut (DK)
- The University of Western Australia (AU)
- The Maria Sklodowska-Curie National Research Institute of Oncology (PL)
- University of Florida (US)
- Lindner Center of HOPE (US)
- National Institute of Mental Health (US)
- University of Oslo (NO)
- Massachusetts General Hospital (US)
- University of Copenhagen (DK)
- Haukeland University Hospital (NO)
- Pfizer (United States) (US)
- The University of Melbourne (AU)
- Neuroscience Research Australia (AU)
- University of North Carolina at Chapel Hill (US)
- St Olav's University Hospital (NO)
- Centro de Investigación Biomédica en Red de Salud Mental (ES)
- SUNY Upstate Medical University (US)
- Corresponding author
- Mullins, Niamh
- Andreassen, Ole A.
- ORCID
- Mullins, Niamh
- Forstner, Andreas J.
- O’Connell, Kevin S.
- Coombes, Brandon
- Coleman, Jonathan R. I.
- Qiao, Zhen
- Als, Thomas D.
- Bigdeli, Tim B.
- Børte, 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
- Adorjan, Kristina
- Agerbo, Esben
- Albani, Diego
- Antoniou, Anastasia
- Awasthi, Swapnil
- Baek, Ji Hyun
- Bass, Nicholas
- Bauer, Michael
- Beins, Eva C.
- Bergen, Sarah E.
- Birner, Armin
- Bøen, Erlend
- Boks, Marco P.
- Bosch, Rosa
- Brumpton, Ben M.
- Budde, Monika
- Byerley, William
- Cairns, Murray
- Cervantes, Pablo
- Clarke, Toni-Kim
- Cruceanu, Cristiana
- Cunningham, Julie
- Curtis, David
- Czerski, Piotr M.
- Dale, Anders M.
- Dalkner, Nina
- David, Friederike S.
- Degenhardt, Franziska
- Djurovic, Srdjan
- Dobbyn, Amanda L.
- Elvsåshagen, Torbjørn
- Ferrier, I. Nicol
- Fiorentino, Alessia
- Foroud, Tatiana M.
- Forty, Liz
- Frank, Josef
- Frei, Oleksandr
- Freimer, Nelson B.
- Frisén, Louise
- Gade, Katrin
- Garnham, Julie
- Gelernter, Joel
- Gizer, Ian R.
- Gordon, Scott D.
- Greenwood, Tiffany A.
- Grove, Jakob
- Ha, Kyooseob
- Haraldsson, Magnus
- Hautzinger, Martin
- Heilbronner, Urs
- Herms, Stefan
- Hoffmann, Per
- Holmans, Peter A.
- Huckins, Laura
- Jamain, Stéphane
- Johnson, Jessica S.
- Kalman, Janos L.
- Kennedy, James L.
- 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.
- Liao, Calwing
- Lucae, Susanne
- MacIntyre, Donald J.
- Maihofer, Adam
- Malaspina, Dolores
- Maratou, Eirini
- Martinsson, Lina
- Mattheisen, Manuel
- McCarroll, Steven A.
- McGregor, Nathaniel W.
- McKay, James D.
- Medeiros, Helena
- Medland, Sarah E.
- Millischer, Vincent
- Montgomery, Grant W.
- Moran, Jennifer L.
- Morris, Derek W.
- Mühleisen, Thomas W.
- O’Brien, Niamh
- O’Donovan, Claire
- Papiol, Sergi
- Pardiñas, Antonio F.
- Perry, Amy
- Pfennig, Andrea
- Potash, James B.
- Quested, Digby
- Raj, Towfique
- Rapaport, Mark H.
- DePaulo, J. Raymond
- Regeer, Eline J.
- Rice, John P.
- Rivera, Margarita
- Roth, Julian
- Roussos, Panos
- Ruderfer, Douglas M.
- Schulte, Eva C.
- Senner, Fanny
- Sharp, Sally
- Shilling, Paul D.
- Sirignano, Lea
- Slaney, Claire
- Smeland, Olav B.
- Sobell, Janet L.
- Stein, Dan J.
- Świątkowska, Beata
- Terao, Chikashi
- Thorgeirsson, Thorgeir E.
- Tooney, Paul
- Tsermpini, Evangelia-Eirini
- Vawter, Marquis P.
- Vedder, Helmut
- Walters, James T. R.
- Witt, Stephanie H.
- Xu, Wei
- Yang, Jessica Mei Kay
- Young, Allan H.
- Young, Hannah
- Zandi, Peter P.
- Zhou, Hang
- Zillich, Lea
- Adolfsson, Rolf
- Agartz, Ingrid
- Alda, Martin
- Alfredsson, Lars
- Backlund, Lena
- Baune, Bernhard T.
- Bellivier, Frank
- Bengesser, Susanne
- Berrettini, Wade H.
- Blackwood, Douglas H. R.
- Boehnke, Michael
- Børglum, Anders D.
- Breen, Gerome
- Carr, Vaughan J.
- Catts, Stanley
- Corvin, Aiden
- Dannlowski, Udo
- Dikeos, Dimitris
- Esko, Tõnu
- Ferentinos, Panagiotis
- Frye, Mark
- Fullerton, Janice M.
- Gawlik, Micha
- Gershon, Elliot S.
- Goes, Fernando S.
- Green, Melissa J.
- Hauser, Joanna
- Hillert, Jan
- Hong, Kyung Sue
- Hougaard, David M.
- Hultman, Christina M.
- Hveem, Kristian
- Iwata, Nakao
- Jablensky, Assen V.
- Jones, Ian
- Jones, Lisa A.
- Kahn, René S.
- Kelsoe, John R.
- Kirov, George
- Landén, Mikael
- Leboyer, Marion
- Lewis, Cathryn M.
- Li, Qingqin S.
- Lissowska, Jolanta
- Loughland, Carmel
- Martin, Nicholas G.
- Mathews, Carol A.
- 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
- Myers, Richard M.
- Neale, Benjamin M.
- Nievergelt, Caroline M.
- Nordentoft, Merete
- Nöthen, Markus M.
- O’Donovan, Michael C.
- Oedegaard, Ketil J.
- Olsson, Tomas
- Owen, Michael J.
- Paciga, Sara A.
- Pato, Carlos
- Pato, Michele T.
- Patrinos, George P.
- Perlis, Roy H.
- Reif, Andreas
- Reininghaus, Eva Z.
- Ribasés, 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
- Smoller, Jordan W.
- Stordal, Eystein
- Streit, Fabian
- Sullivan, Patrick F.
- Turecki, Gustavo
- Vieta, Eduard
- Vincent, John B.
- Waldman, Irwin D.
- Weickert, Thomas W.
- Werge, Thomas
- Wray, Naomi R.
- Zwart, John-Anker
- Biernacka, Joanna M.
- Cichon, Sven
- Edenberg, Howard J.
- Stahl, Eli A.
- McQuillin, Andrew
- Ophoff, Roel A.
- Andreassen, Ole A.
- Venue
- Nature Genetics
- Published
- 2021-05-17
- Volume
- 53
- Issue
- 6
- Pages
- 817-829
- ISSN
- 1061-4036 (ISSN-L)
- 1546-1718
- PMC
- PMC8192451
- OpenAlex
- W3162259891
- Cited by
- 1,517
- References
- 129
- Citations by year
- 2026: 232 · 2025: 369 · 2024: 387 · 2023: 255 · 2022: 204 · 2021: 68
- FWCI
- 41.13
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- Nature Genetics (publishedVersion, other-oa)
- medRxiv (acceptedVersion, cc-by)
- PubMed (publishedVersion)
- Kölner Universitäts PublikationsServer (Universität zu Köln) (publishedVersion)
- Pure Amsterdam UMC (publishedVersion, cc-by)
- Research at the University of Copenhagen (University of Copenhagen) (publishedVersion, other-oa)
- Amsterdam UMC (VU Amsterdam) - Institutional Repository (publishedVersion, other-oa)
- EUR Research Repository (Erasmus University Rotterdam) (publishedVersion, other-oa)
- VU Research Portal (publishedVersion, other-oa)
- ENLIGHTEN (Jurnal Bimbingan dan Konseling Islam) (acceptedVersion, cc-by-sa)
- ORCA Online Research @Cardiff (Cardiff University) (acceptedVersion)
- PubMed Central (acceptedVersion)
- Institutional Repository of the University of Granada (University of Granada) (acceptedVersion, cc-by-nc-nd)
- DIGITAL.CSIC (Spanish National Research Council (CSIC)) (acceptedVersion)
- IUScholarWorks (Indiana University) (submittedVersion, other-oa)
- ScholarWorks @ UTRGV (The University of Texas Rio Grande Valley) (submittedVersion, other-oa)
- Worcester Research and Publications (University of Worcester) (submittedVersion, other-oa)
- UWA Profiles and Research Repository (UWA) (submittedVersion, other-oa)
- EUR Research Repository (Erasmus University Rotterdam) (submittedVersion, other-oa)
- HAL (submittedVersion, other-oa)
- Archivio istituzionale della ricerca (Alma Mater Studiorum Università di Bologna) (submittedVersion)
- Utrecht University Repository (Utrecht University) (submittedVersion, other-oa)
- UCL Discovery (University College London) (submittedVersion)
- Open access LMU (Ludwid Maxmilian's Universitat Munchen) (submittedVersion)
- eScholarship (California Digital Library) (submittedVersion)
- Minerva Access (University of Melbourne) (submittedVersion)
- Hirsla (Landspítali University Hospital) (submittedVersion)
- Hirsla (Landspítali University Hospital) (submittedVersion, other-oa)
- NOVA (University of Newcastle Australia) (submittedVersion)
- Data Archiving and Networked Services (DANS) (submittedVersion, other-oa)
- Funders
- U.S. Department of Health & Human Services | NIH | National Institute of Mental Health (U01 MH109528, U01 MH094421, U01 MH085520)
- Topics
- Health Sciences › Medicine › Psychiatry and Mental health › Bipolar Disorder and Treatment
- Life Sciences › Biochemistry, Genetics and Molecular Biology › Genetics › Genetic Associations and Epidemiology
- Health Sciences › Medicine › Psychiatry and Mental health › Schizophrenia research and treatment
- Keywords
- bipolar disorder, genome-wide association study, genetic susceptibility loci, prefrontal cortex, hippocampus, expression quantitative trait loci, melanin-concentrating hormone receptor 1, furin, bipolar disorder subtypes, genetic correlation, drug repurposing, European ancestry
- MeSH terms
- Bipolar Disorder, Chromosomes, Human, Humans, Major Histocompatibility Complex, Phenotype, Risk Factors, Genome, Human, Case-Control Studies, Genetic Predisposition to Disease, Multifactorial Inheritance, Quantitative Trait Loci, Genome-Wide Association Study
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