Abstract
Here, we present a large (n = 107,207) genome-wide association study (GWAS) of general cognitive ability (“g”), further enhanced by combining results with a large-scale GWAS of educational attainment. We identified 70 independent genomic loci associated with general cognitive ability. Results showed significant enrichment for genes causing Mendelian disorders with an intellectual disability phenotype. Competitive pathway analysis implicated the biological processes of neurogenesis and synaptic regulation, as well as the gene targets of two pharmacologic agents: cinnarizine, a T-type calcium channel blocker, and LY97241, a potassium channel inhibitor. Transcriptome-wide and epigenome-wide analysis revealed that the implicated loci were enriched for genes expressed across all brain regions (most strongly in the cerebellum). Enrichment was exclusive to genes expressed in neurons but not oligodendrocytes or astrocytes. Finally, we report genetic correlations between cognitive ability and disparate phenotypes including psychiatric disorders, several autoimmune disorders, longevity, and maternal age at first birth. Lam et al. conduct a large-scale genome-wide association study of cognitive ability, identifying 70 associated loci. Results provide biological insights into the molecular basis of individual differences in cognitive ability, as well as their relationship to psychiatric and other health-relevant phenotypes.
Original language | English (US) |
---|---|
Pages (from-to) | 2597-2613 |
Number of pages | 17 |
Journal | Cell Reports |
Volume | 21 |
Issue number | 9 |
DOIs | |
State | Published - Nov 28 2017 |
Keywords
- GWAS
- calcium channel
- cerebellum
- gene expression
- general cognitive ability
- neurodevelopment
- nootropics
- potassium channel
- synapse
ASJC Scopus subject areas
- Biochemistry, Genetics and Molecular Biology(all)
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In: Cell Reports, Vol. 21, No. 9, 28.11.2017, p. 2597-2613.
Research output: Contribution to journal › Article › peer-review
}
TY - JOUR
T1 - Large-Scale Cognitive GWAS Meta-Analysis Reveals Tissue-Specific Neural Expression and Potential Nootropic Drug Targets
AU - Lam, Max
AU - Trampush, Joey W.
AU - Yu, Jin
AU - Knowles, Emma
AU - Davies, Gail
AU - Liewald, David C.
AU - Starr, John M.
AU - Djurovic, Srdjan
AU - Melle, Ingrid
AU - Sundet, Kjetil
AU - Christoforou, Andrea
AU - Reinvang, Ivar
AU - DeRosse, Pamela
AU - Lundervold, Astri J.
AU - Steen, Vidar M.
AU - Espeseth, Thomas
AU - Räikkönen, Katri
AU - Widen, Elisabeth
AU - Palotie, Aarno
AU - Eriksson, Johan G.
AU - Giegling, Ina
AU - Konte, Bettina
AU - Roussos, Panos
AU - Giakoumaki, Stella
AU - Burdick, Katherine E.
AU - Payton, Antony
AU - Ollier, William
AU - Chiba-Falek, Ornit
AU - Attix, Deborah K.
AU - Need, Anna C.
AU - Cirulli, Elizabeth T.
AU - Voineskos, Aristotle N.
AU - Stefanis, Nikos C.
AU - Avramopoulos, Dimitrios
AU - Hatzimanolis, Alex
AU - Arking, Dan E.
AU - Smyrnis, Nikolaos
AU - Bilder, Robert M.
AU - Freimer, Nelson A.
AU - Cannon, Tyrone D.
AU - London, Edythe
AU - Poldrack, Russell A.
AU - Sabb, Fred W.
AU - Congdon, Eliza
AU - Conley, Emily Drabant
AU - Scult, Matthew A.
AU - Dickinson, Dwight
AU - Straub, Richard E.
AU - Donohoe, Gary
AU - Morris, Derek
AU - Corvin, Aiden
AU - Gill, Michael
AU - Hariri, Ahmad R.
AU - Weinberger, Daniel R.
AU - Pendleton, Neil
AU - Bitsios, Panos
AU - Rujescu, Dan
AU - Lahti, Jari
AU - Le Hellard, Stephanie
AU - Keller, Matthew C.
AU - Andreassen, Ole A.
AU - Deary, Ian J.
AU - Glahn, David C.
AU - Malhotra, Anil K.
AU - Lencz, Todd
N1 - Funding Information: This work has been supported by grants from the NIH (R01 MH079800 and P50 MH080173 to A.K.M., R01 MH080912 to D.C.G., K23 MH077807 to K.E.B., and K01 MH085812 to M.C.K.). Data collection for the TOP cohort was supported by the Research Council of Norway, South-East Norway Health Authority, and KG Jebsen Foundation. The NCNG study was supported by Research Council of Norway Grants 154313/V50 and 177458/V50. The NCNG GWAS was financed by grants from the Bergen Research Foundation, the University of Bergen, the Research Council of Norway (FUGE, Psykisk Helse), Helse Vest RHF, and the Dr. Einar Martens Fund. The Helsinki Birth Cohort Study has been supported by grants from the Academy of Finland, the Finnish Diabetes Research Society, the Folkhälsan Research Foundation, the Novo Nordisk Foundation, Finska Läkaresällskapet, Signe and the Ane Gyllenberg Foundation, University of Helsinki, Ministry of Education, the Ahokas Foundation, and the Emil Aaltonen Foundation. For the LBC1936 cohort, phenotype collection was supported by The Disconnected Mind project. Genotyping was funded by the UK Biotechnology and Biological Sciences Research Council (BBSRC grant No. BB/F019394/1). The work was undertaken by The University of Edinburgh Centre for Cognitive Ageing and Cognitive Epidemiology, part of the cross council Lifelong Health and Wellbeing Initiative, which is funded by the Medical Research Council and the Biotechnology and Biological Sciences Research Council (MR/K026992/1). The CAMH work was supported by the CAMH Foundation and the Canadian Institutes of Health Research. The Duke Cognition Cohort (DCC) acknowledges K. Linney, J.M. McEvoy, P. Hunt, V. Dixon, T. Pennuto, K. Cornett, D. Swilling, L. Phillips, M. Silver, J. Covington, N. Walley, J. Dawson, H. Onabanjo, P. Nicoletti, A. Wagoner, J. Elmore, L. Bevan, J. Hunkin, and R. Wilson for recruitment and testing of subjects. DCC also acknowledges the Ellison Medical Foundation New Scholar award AG-NS-0441-08 for partial funding of this study as well as the National Institute of Mental Health of the NIH under award number K01MH098126. The UCLA Consortium for Neuropsychiatric Phenomics (CNP) study acknowledges the following sources of funding from the NIH: Grants UL1DE019580 and PL1MH083271 (R.M.B.), RL1MH083269 (T.D.C.), RL1DA024853 (E.L.), and PL1NS062410. The ASPIS study was supported by National Institute of Mental Health research grants R01MH085018 and R01MH092515 to D.A. Support for the Duke Neurogenetics Study was provided by the NIH (R01 DA033369 and R01 AG049789 to A.R.H.) and by a National Science Foundation Graduate Research Fellowship to M.A.S. Recruitment, genotyping and analysis of the TCD (Trinity College, Dublin) healthy control samples were supported by Science Foundation Ireland (grants 12/IP/1670, 12/IP/1359 and 08/IN.1/B1916). Funding Information: Cardiovascular Health Study: This research was supported by contracts HHSN268201200036C, HHSN268200800007C, N01-HC-85079, N01-HC-85080, N01-HC-85081, N01-HC-85082, N01-HC-85083, N01-HC-85084, N01-HC-85085, N01-HC-85086, N01-HC-35129, N01 HC-15103, N01 HC-55222, N01-HC-75150, N01-HC-45133, and N01-HC-85239 and grant numbers U01 HL080295 and U01 HL130014 from the National Heart, Lung, and Blood Institute and R01 AG-023629 from the National Institute on Aging, with additional contribution from the National Institute of Neurological Disorders and Stroke. A full list of principal CHS investigators and institutions can be found at https://chs-nhlbi.org/pi . This manuscript was not prepared in collaboration with CHS investigators and does not necessarily reflect the opinions or views of CHS or the NHLBI. Support for the genotyping through the CARE Study was provided by NHLBI Contract N01-HC-65226. Support for the Cardiovascular Health Study Whole Genome Study was provided by NHLBI grant HL087652. Additional support for infrastructure was provided by HL105756, and additional genotyping among the African-American cohort was supported in part by HL085251. DNA handling and genotyping at Cedars-Sinai Medical Center was supported in part by the National Center for Research Resources grant UL1RR033176, now at the National Center for Advancing Translational Technologies CTSI grant UL1TR000124, in addition to the National Institute of Diabetes and Digestive and Kidney Diseases grant DK063491 to the Southern California Diabetes Endocrinology Research Center. Funding Information: Long Life Family Study: Funding support for the Long Life Family Study was provided by the Division of Geriatrics and Clinical Gerontology, National Institute on Aging. The Long Life Family Study includes GWAS analyses for factors that contribute to long and healthy life. Assistance with phenotype harmonization and genotype cleaning, as well as with general study coordination, was provided by the Division of Geriatrics and Clinical Gerontology, National Institute on Aging. Support for the collection of datasets and samples were provided by Multicenter Cooperative Agreement support by the Division of Geriatrics and Clinical Gerontology, National Institute on Aging (UO1AG023746, UO1023755, UO1023749, UO1023744, and UO1023712). Funding support for the genotyping that was performed at the Johns Hopkins University Center for Inherited Disease Research was provided by the National Institute on Aging, NIH. Funding Information: Framingham Heart Study: The Framingham Heart Study is conducted and supported by the National Heart, Lung, and Blood Institute (NHLBI) in collaboration with Boston University (Contract No. N01-HC-25195 and HHSN268201500001I). This manuscript was not prepared in collaboration with investigators of the Framingham Heart Study and does not necessarily reflect the opinions or views of the Framingham Heart Study, Boston University, or NHLBI. Funding for SHARe Affymetrix genotyping was provided by NHLBI Contract N02-HL-64278. SHARe Illumina genotyping was provided under an agreement between Illumina and Boston University. Publisher Copyright: © 2017 The Author(s)
PY - 2017/11/28
Y1 - 2017/11/28
N2 - Here, we present a large (n = 107,207) genome-wide association study (GWAS) of general cognitive ability (“g”), further enhanced by combining results with a large-scale GWAS of educational attainment. We identified 70 independent genomic loci associated with general cognitive ability. Results showed significant enrichment for genes causing Mendelian disorders with an intellectual disability phenotype. Competitive pathway analysis implicated the biological processes of neurogenesis and synaptic regulation, as well as the gene targets of two pharmacologic agents: cinnarizine, a T-type calcium channel blocker, and LY97241, a potassium channel inhibitor. Transcriptome-wide and epigenome-wide analysis revealed that the implicated loci were enriched for genes expressed across all brain regions (most strongly in the cerebellum). Enrichment was exclusive to genes expressed in neurons but not oligodendrocytes or astrocytes. Finally, we report genetic correlations between cognitive ability and disparate phenotypes including psychiatric disorders, several autoimmune disorders, longevity, and maternal age at first birth. Lam et al. conduct a large-scale genome-wide association study of cognitive ability, identifying 70 associated loci. Results provide biological insights into the molecular basis of individual differences in cognitive ability, as well as their relationship to psychiatric and other health-relevant phenotypes.
AB - Here, we present a large (n = 107,207) genome-wide association study (GWAS) of general cognitive ability (“g”), further enhanced by combining results with a large-scale GWAS of educational attainment. We identified 70 independent genomic loci associated with general cognitive ability. Results showed significant enrichment for genes causing Mendelian disorders with an intellectual disability phenotype. Competitive pathway analysis implicated the biological processes of neurogenesis and synaptic regulation, as well as the gene targets of two pharmacologic agents: cinnarizine, a T-type calcium channel blocker, and LY97241, a potassium channel inhibitor. Transcriptome-wide and epigenome-wide analysis revealed that the implicated loci were enriched for genes expressed across all brain regions (most strongly in the cerebellum). Enrichment was exclusive to genes expressed in neurons but not oligodendrocytes or astrocytes. Finally, we report genetic correlations between cognitive ability and disparate phenotypes including psychiatric disorders, several autoimmune disorders, longevity, and maternal age at first birth. Lam et al. conduct a large-scale genome-wide association study of cognitive ability, identifying 70 associated loci. Results provide biological insights into the molecular basis of individual differences in cognitive ability, as well as their relationship to psychiatric and other health-relevant phenotypes.
KW - GWAS
KW - calcium channel
KW - cerebellum
KW - gene expression
KW - general cognitive ability
KW - neurodevelopment
KW - nootropics
KW - potassium channel
KW - synapse
UR - http://www.scopus.com/inward/record.url?scp=85035770040&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=85035770040&partnerID=8YFLogxK
U2 - 10.1016/j.celrep.2017.11.028
DO - 10.1016/j.celrep.2017.11.028
M3 - Article
C2 - 29186694
AN - SCOPUS:85035770040
SN - 2211-1247
VL - 21
SP - 2597
EP - 2613
JO - Cell Reports
JF - Cell Reports
IS - 9
ER -