Identification of Pathways for Bipolar Disorder: A Meta-analysis
Open accessAbstract
IMPORTANCE: Genome-wide investigations provide systematic information regarding the neurobiology of psychiatric disorders. OBJECTIVE: To identify biological pathways that contribute to risk for bipolar disorder (BP) using genes with consistent evidence for association in multiple genome-wide association studies (GWAS). DATA SOURCES: Four independent data sets with individual genome-wide data available in July 2011 along with all data sets contributed to the Psychiatric Genomics Consortium Bipolar Group by May 2012. A prior meta-analysis was used as a source for brain gene expression data. STUDY SELECTION: The 4 published GWAS were included in the initial sample. All independent BP data sets providing genome-wide data in the Psychiatric Genomics Consortium were included as a replication sample. DATA EXTRACTION AND SYNTHESIS: We identified 966 genes that contained 2 or more variants associated with BP at P < .05 in 3 of 4 GWAS data sets (n = 12,127 [5253 cases, 6874 controls]). Simulations using 10,000 replicates of these data sets corrected for gene size and allowed the calculation of an empirical P value for each gene; empirically significant genes were entered into a pathway analysis. Each of these pathways was then tested in the replication sample (n = 8396 [3507 cases, 4889 controls]) using gene set enrichment analysis for single-nucleotide polymorphisms. The 226 genes were also compared with results from a meta-analysis of gene expression in the dorsolateral prefrontal cortex. MAIN OUTCOMES AND MEASURES: Empirically significant genes and biological pathways. RESULTS Among 966 genes, 226 were empirically significant (P < .05). Seventeen pathways were overrepresented in analyses of the initial data set. Six of the 17 pathways were associated with BP in both the initial and replication samples: corticotropin-releasing hormone signaling, cardiac β-adrenergic signaling, phospholipase C signaling, glutamate receptor signaling, endothelin 1 signaling, and cardiac hypertrophy signaling. Among the 226 genes, 9 differed in expression in the dorsolateral prefrontal cortex in patients with BP: CACNA1C, DTNA, FOXP1, GNG2, ITPR2, LSAMP, NPAS3, NCOA2, and NTRK3. CONCLUSIONS AND RELEVANCE: Pathways involved in the genetic predisposition to BP include hormonal regulation, calcium channels, second messenger systems, and glutamate signaling. Gene expression studies implicate neuronal development pathways as well. These results tend to reinforce specific hypotheses regarding BP neurobiology and may provide clues for new approaches to treatment and prevention.
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
The claims and statistics of this paper haven’t been checked yet.
Run the check — free, no account needed. It reads the open-access text and checks the sources it cites.
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Subsequent studies have linked NPAS3 to multiple human psychiatric and neurodevelopmental disorders, including bipolar disorder, schizophrenia, attention-deficit/hyperactivity disorder, major depression, and intellectual disability.
“Subsequent studies have further linked NPAS3 to multiple human psychiatric and neurodevelopmental disorders, including bipolar disorder (Pickard et al. 2009; Huang et al. 2010; Nurnberger et al. 2014), schizophrenia (Pickard et al. 2005, 2006, 2009; Huang et al. 2010; Macintyre et al. 2010; Yu et al. 2014)”
From The Human Accelerated Region HAR202 Controls <i>NPAS3</i> Expression in the Developing Forebrain Displaying Differential Enhancer Activity Between Modern and Archaic Human Sequences (2024) · cites this paper as Nurnberger et al. 2014
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
The self-check needs the paper’s full text.
Cites
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 · see citing works
Howie, B. N., Donnelly, P., & Marchini, J. (2009) · PLoS Genetics · doi:10.1371/journal.pgen.1000529 · Cited by 3,928 · see citing works
(2013) · The Lancet · doi:10.1016/s0140-6736(12)62129-1 · Cited by 3,010 · see citing works
Carroll, B. J. (1981) · Archives of General Psychiatry · doi:10.1001/archpsyc.1981.01780260017001 · Cited by 2,243 · see citing works
Psychiatric GWAS Consortium Bipolar Disorder Working Group, Sklar, P., Ripke, S., Scott, L. J., Andreassen, O. A., Cichon, S., Craddock, N., Edenberg, H. J., Nurnberger, J. I., Rietschel, M., et al. (2011) · Nature Genetics · doi:10.1038/ng.943 · Cited by 1,344 · see citing works
Self-citationWellcome Trust Case Control Consortium, Ferreira, M. A. R., O'Donovan, M. C., Meng, Y. A., Jones, I. R., Ruderfer, D. M., Jones, L., Fan, J., Kirov, G., Perlis, R. H., et al. (2008) · Nature Genetics · doi:10.1038/ng.209 · Cited by 1,237 · see citing works
Estimating Missing Heritability for Disease from Genome-wide Association Studies
Lee, S. H., Wray, N. R., Goddard, M. E., & Visscher, P. M. (2011) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2011.02.002 · Cited by 1,064 · see citing works
Li, Y., Willer, C., Sanna, S., & Abecasis, G. (2009) · Annual Review of Genomics and Human Genetics · doi:10.1146/annurev.genom.9.081307.164242 · Cited by 990 · see citing works
Baum, A. E., Akula, N., Cabanero, M., Cardona, I., Corona, W., Klemens, B., Schulze, T. G., Cichon, S., Rietschel, M., Nöthen, M. M., et al. (2008) · Molecular Psychiatry · doi:10.1038/sj.mp.4002012 · Cited by 700 · see citing works
Whole-genome association study of bipolar disorder
Sklar, P. B., Smoller, J. W., Fan, J., Ferreira, M. A. R., Perlis, R. H., Chambert, K., Nimgaonkar, V. L., McQueen, M. B., Faraone, S. V., Kirby, A. W., et al. (2008) · Molecular Psychiatry · doi:10.1038/sj.mp.4002151 · Cited by 691 · see citing works
A common mechanism of action for three mood-stabilizing drugs
Williams, R. S. B., Cheng, L., Mudge, A. W., & Harwood, A. J. (2002) · Nature · doi:10.1038/417292a · Cited by 617 · see citing works
Can bipolar disorder be viewed as a multi-system inflammatory disease?
Leboyer, M., Soreca, I., Scott, J., Frye, M., Henry, C., Tamouza, R., & Kupfer, D. J. (2012) · Journal of Affective Disorders · doi:10.1016/j.jad.2011.12.049 · Cited by 417 · see citing works
Gene Ontology Analysis of GWA Study Data Sets Provides Insights into the Biology of Bipolar Disorder
Holmans, P., Green, E. K., Pahwa, J. S., Ferreira, M. A. R., Purcell, S. M., Sklar, P., Owen, M. J., O'Donovan, M. C., & Craddock, N. (2009) · The American Journal of Human Genetics · doi:10.1016/j.ajhg.2009.05.011 · Cited by 378 · see citing works
Smith, E. N., Bloss, C. S., Badner, J. A., Barrett, T., Belmonte, P. L., Berrettini, W., Byerley, W., Coryell, W., Craig, D., Edenberg, H. J., et al. (2009) · Molecular Psychiatry · doi:10.1038/mp.2009.43 · Cited by 363 · see citing works
Self-citationPathway analysis of seven common diseases assessed by genome-wide association
Torkamani, A., Topol, E. J., & Schork, N. J. (2008) · Genomics · doi:10.1016/j.ygeno.2008.07.011 · Cited by 345 · see citing works
Hypothalamic-pituitary-adrenal axis function in patients with bipolar disorder
Watson, S., Gallagher, P., Ritchie, J. C., Ferrier, I. N., & Young, A. H. (2004) · British Journal of Psychiatry · doi:10.1192/bjp.184.6.496 · Cited by 343 · see citing works
High frequencies of de novo CNVs in bipolar disorder and schizophrenia
Malhotra, D., McCarthy, S., Michaelson, J. J., Vacic, V., Burdick, K. E., Yoon, S., Cichon, S., Corvin, A., Gary, S., Gershon, E. S., et al. (2011) · Neuron · doi:10.1016/j.neuron.2011.11.007 · Cited by 325 · see citing works
Self-citationEvans, D. M., Visscher, P. M., & Wray, N. R. (2009) · Human Molecular Genetics · doi:10.1093/hmg/ddp295 · Cited by 297 · see citing works
Hattori, E., Liu, C., Badner, J. A., Bonner, T. I., Christian, S. L., Maheshwari, M., Detera‐Wadleigh, S. D., Gibbs, R. A., & Gershon, E. S. (2003) · The American Journal of Human Genetics · doi:10.1086/374822 · Cited by 263 · see citing works
Zarate, C. A., Quiroz, J. A., Singh, J. B., Denicoff, K. D., Jesus, G. D., Luckenbaugh, D. A., Charney, D. S., & Manji, H. K. (2005) · Biological Psychiatry · doi:10.1016/j.biopsych.2004.11.023 · Cited by 257 · see citing works
Psychiatric “diseases” versus behavioral disorders and degree of genetic influence
Bienvenu, O., Davydow, D., & Kendler, K. (2010) · Psychological Medicine · doi:10.1017/s003329171000084x · Cited by 244 · see citing works
O'Dushlaine, C., Kenny, E., Heron, E., Donohoe, G., Gill, M., Morris, D., The International Schizophrenia Consortium, & Corvin, A. (2011) · Molecular Psychiatry · doi:10.1038/mp.2010.7 · Cited by 228 · see citing works
The Albert Lasker Medical Awards. Inositol trisphosphate, calcium, lithium, and cell signaling
Berridge, M. J. (1989) · JAMA · doi:10.1001/jama.262.13.1834 · Cited by 206 · see citing works
Le‐Niculescu, H., Patel, S. D., Bhat, M., Kuczenski, R., Faraone, S. V., Tsuang, M. T., McMahon, F. J., Schork, N. J., Nurnberger, J. I., & Niculescu, A. B. (2009) · American Journal of Medical Genetics Part B: Neuropsychiatric Genetics · doi:10.1002/ajmg.b.30887 · Cited by 201 · see citing works
Self-citationPhospholipases A2 and Inflammatory Responses in the Central Nervous System
Sun, G. Y., Shelat, P. B., Jensen, M. B., He, Y., Sun, A. Y., & Simonyi, Á. (2009) · NeuroMolecular Medicine · doi:10.1007/s12017-009-8092-z · Cited by 197 · see citing works
GSEA-SNP: applying gene set enrichment analysis to SNP data from genome-wide association studies
Holden, M., Deng, S., Wojnowski, L., & Kulle, B. (2008) · Bioinformatics · doi:10.1093/bioinformatics/btn516 · Cited by 187 · see citing works
The Dexamethasone Suppression Test in Patients With Mood Disorders
Rush, A. J., Giles, D. E., Schlesser, M. A., Orsulak, P. J., Parker, C., Weissenburger, J. E., Crowley, G. T., Khatami, M., & Vasavada, N. (1996) · The Journal of Clinical Psychiatry · doi:10.4088/jcp.v57n1006 · Cited by 174 · see citing works
Intracellular calcium ions in affective disorders: a review and an hypothesis.
Dubovsky, S. L., & Franks, R. D. (1983) · PubMed · Cited by 161 · see citing works
L‐type calcium channels and psychiatric disorders: A brief review
Casamassima, F., Hay, A. C., Benedetti, A., Lattanzi, L., Cassano, G. B., & Perlis, R. H. (2010) · American Journal of Medical Genetics Part B Neuropsychiatric Genetics · doi:10.1002/ajmg.b.31122 · Cited by 136 · see citing works
Calcium: bivalent cation in the bivalent psychoses.
Carman, J., & Wyatt, R. J. (1979) · PubMed · Cited by 96 · see citing works
McQuillin, A., Bass, N. J., Kalsi, G., Lawrence, J., Puri, V., Choudhury, K., Detera‐Wadleigh, S. D., Curtis, D., & Gurling, H. (2005) · Molecular Psychiatry · doi:10.1038/sj.mp.4001759 · Cited by 93 · see citing works
Wang, F., McIntosh, A. M., Yong He, A., Gelernter, J. E., & Blumberg, H. P. (2011) · Bipolar Disorders · doi:10.1111/j.1399-5618.2011.00963.x · Cited by 81 · see citing works
Meta-analysis of 12 genomic studies in bipolar disorder
Elashoff, M. R., Higgs, B. W., Yolken, R. H., Knable, M. B., Weis, S., Webster, M. J., Barci, B. M., & Torrey, Ε. F. (2007) · Journal of Molecular Neuroscience · doi:10.1385/jmn:31:03:221 · Cited by 75 · see citing works
Modulation of Calcium and Potassium Currents by Lamotrigine
Grunze, H., von Wegerer, J., Greene, R. W., & Walden, J. (1998) · Neuropsychobiology · doi:10.1159/000026528 · Cited by 73 · see citing works
Wright, F. A., Huang, H., Guan, X., Gamiel, K., Jeffries, C. D., Barry, W. T., de Villena, F. P., Sullivan, P. F., Wilhelmsen, K. C., & Zou, F. (2007) · Bioinformatics · doi:10.1093/bioinformatics/btm386 · Cited by 67 · see citing works
Pedroso, I., Lourdusamy, A., Rietschel, M., Nöthen, M. M., Cichon, S., McGuffin, P., Al-Chalabi, A., Barnes, M. R., & Breen, G. (2012) · Biological Psychiatry · doi:10.1016/j.biopsych.2011.12.031 · Cited by 59 · see citing works
The internet-based MGS2 control sample: Self report of mental illness
Sanders, A. R., Levinson, D., Duan, J., Dennis, J. M., Li, R., Kendler, K., Rice, J. P., Shi, J.-X., Mowry, B. J., Amin, F., et al. (2010) · American Journal of Psychiatry · doi:10.1176/appi.ajp.2010.09071050 · Cited by 55 · see citing works
Schultz, C. C., Nenadić, I., Koch, K., Wagner, G., Roebel, M., Schachtzabel, C., Mühleisen, T. W., Nöthen, M. M., Cichon, S., Deufel, T., et al. (2011) · Neuropsychopharmacology · doi:10.1038/npp.2011.56 · Cited by 43 · see citing works
Backlund, L., Lavebratt, C., Frisén, L., Nikamo, P., Sudic, D. H., Träskman‐Bendz, L., Landén, M., Edman, G., Vawter, M. P., Ösby, U., et al. (2012) · PLoS ONE · doi:10.1371/journal.pone.0043057 · Cited by 41 · see citing works
Self-citationSwami, M. (2011) · Nature Medicine · doi:10.1038/nm.2524 · Cited by 24 · see citing works
ACTH AND CORTISOL SECRETION IN PSYCHIATRIC DISEASE
Sachar, E. J. (1977) · Annals of the New York Academy of Sciences · doi:10.1111/j.1749-6632.1977.tb41888.x · Cited by 7 · see citing works
Flagged first, then by citations
Cited by
Sorted by citations
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., et al. (2021) · Nature Genetics · doi:10.1038/s41588-021-00857-4 · Cited by 1,517 · see citing works
Self-citationBrain membrane lipids in major depression and anxiety disorders
Müller, C. P., Reichel, M., Mühle, C., Rhein, C., Gulbins, E., & Kornhuber, J. (2015) · Biochimica et Biophysica Acta (BBA) - Molecular and Cell Biology of Lipids · doi:10.1016/j.bbalip.2014.12.014 · Cited by 308 · see citing works
Gene expression in major depressive disorder
Jansen, R., Penninx, B. W. J. H., Madar, V, Xia, K., Milaneschi, Y., Hottenga, J. J., Hammerschlag, A. R., Beekman, A., van der Wee, N., Smit, J. H., et al. (2016) · Molecular Psychiatry · doi:10.1038/mp.2015.57 · Cited by 224 · see citing works
Dong, Y., Zhang, X., Xie, M., Arefnezhad, B., Wang, Z., Wang, W., Feng, S., Huang, G., Guan, R., Shen, W., et al. (2015) · BMC Genomics · doi:10.1186/s12864-015-1606-1 · Cited by 116 · see citing works
Emerging roles for MEF2 in brain development and mental disorders
Assali, A., Harrington, A. J., & Cowan, C. W. (2019) · Current Opinion in Neurobiology · doi:10.1016/j.conb.2019.04.008 · Cited by 92 · see citing works
Cattaneo, A., Cattane, N., Malpighi, C., Czamara, D., Suarez, A., Mariani, N., Kajantie, E., Luoni, A., Eriksson, J. G., Lahti, J., et al. (2018) · Molecular Psychiatry · doi:10.1038/s41380-017-0002-4 · Cited by 86 · see citing works
Genetic aetiology of self-harm ideation and behaviour
Campos, A. I., Verweij, K. J. H., Statham, D. J., Madden, P. A. F., Maciejewski, D. F., Davis, K. A. S., John, A., Hotopf, M., Heath, A. C., Martin, N. G., et al. (2020) · Scientific Reports · doi:10.1038/s41598-020-66737-9 · Cited by 74 · see citing works
Pacifico, R., & Davis, R. L. (2017) · Molecular Psychiatry · doi:10.1038/mp.2016.94 · Cited by 61 · see citing works
Neuronal PAS domain proteins 1 and 3 are master regulators of neuropsychiatric risk genes
Michaelson, J. J., Shin, M.-K., Koh, J.-Y., Brueggeman, L., Zhang, A., Katzman, A., McDaniel, L., Fang, M., Pufall, M., & Pieper, A. A. (2017) · Biological Psychiatry · doi:10.1016/j.biopsych.2017.03.021 · Cited by 47 · see citing works
Caporale, A. L., Cinalli, A. R., Rubinstein, M., & Franchini, L. F. (2024) · Molecular Biology and Evolution · doi:10.1093/molbev/msae186 · Cited by 7 · see citing works
- Authors
- Nurnberger, J. I., Koller, D. L., Jung, J., Edenberg, H. J., Foroud, T., Guella, I., Vawter, M. P., & Kelsoe, J. R.
- Affiliations
- Department of Medical and Molecular Genetics, Indiana University School of Medicine, Indianapolis2Institute of Psychiatric Research, Department of Psychiatry, Indiana University School of Medicine, Indianapolis
- Indiana University School of Medicine (US)
- National Institutes of Health (US)
- Indiana University Indianapolis (US)
- University of California, Irvine (US)
- University of California San Diego (US)
- Venue
- JAMA Psychiatry
- Publisher
- American Medical Association (AMA)
- Published
- 2014-06-01
- Volume
- 71
- Issue
- 6
- Pages
- 657
- ISSN
- 2168-622X (ISSN-L)
- PMC
- PMC4523227
- OpenAlex
- W2095094363
- Cited by
- 234
- References
- 41
- Citations by year
- 2026: 6 · 2025: 6 · 2024: 13 · 2023: 10 · 2022: 19 · 2021: 23 · 2020: 24 · 2019: 23 · 2018: 16 · 2017: 27 · 2016: 25 · 2015: 31 · 2014: 10
- FWCI
- 23.65
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- JAMA Psychiatry (publishedVersion)
- PubMed (publishedVersion)
- Discovery Research Portal (University of Dundee) (publishedVersion)
- Europe PMC (PubMed Central) (acceptedVersion)
- PubMed Central (acceptedVersion)
- UNSWorks (University of New South Wales, Sydney, Australia) (submittedVersion, cc-by-nc-nd)
- Worcester Research and Publications (University of Worcester) (submittedVersion)
- UNSWorks (UNSW Sydney) (submittedVersion, cc-by-nc-nd)
- UCL Discovery (University College London) (submittedVersion)
- Research Portal (King's College London) (submittedVersion)
- MPG.PuRe (Max Planck Society) (submittedVersion)
- IUScholarWorks (Indiana University) (submittedVersion)
- Purdue University Indianapolis (Indiana University) (submittedVersion)
- Funders
- GlaxoSmithKline
- Wellcome Trust
- NorthShore University HealthSystem
- Fondation FondaMental
- European Commission
- Agence Nationale de la Recherche
- Institut National de la Santé et de la Recherche Médicale
- Lundbeckfonden (R155-2014-1724)
- Norges Forskningsråd (#167153/V50, #163070/V50, #175345/V50, 167153)
- Assistance publique-Hôpitaux de Paris
- National Institutes of Health (UL1TR001108)
- University of California, Irvine
- National Institute of Mental Health (R01 MH61675, R01 MH-59571, R01MH085801, R01MH59588, R01MH059553, R01-MH59566, R01-MH60879, R01-MH60870, R01-MH59586, R01MH059566, R01MH59587, MH094483, R01-MH59565, R01MH059571, MH081804, R01MH078151, R01MH059545, R01MH060879, R01MH059565, MH 59553, R01 MH-67257, R01MH060870, MH085801, R01MH061675, R01MH059567, R01MH059586, MH59571, R01MH059588, MH078151, R01MH094483, R01MH067257, R01MH081804, MH080372, K08MH080372, R01MH059587, MH059567)
- U.S. National Library of Medicine
- National Center for Research Resources (1U54RR025204)
- National Center for Advancing Translational Sciences
- 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, gene pathways, single nucleotide polymorphisms, phospholipase C signaling, glutamate receptor signaling, endothelin-1 signaling, CACNA1C, calcium channels, second messenger signaling, hormonal regulation
- MeSH terms
- Bipolar Disorder, Humans, Signal Transduction, Gene Expression, Case-Control Studies, Prefrontal Cortex, Genetic Predisposition to Disease, Polymorphism, Single Nucleotide, Genome-Wide Association Study
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
What counts as a claim ›How we measure confidence ›How we check this ›
Are you an author, or do you see a problem with this page? Request a review