Genetic contributions to variation in general cognitive function: a meta-analysis of genome-wide association studies in the CHARGE consortium (N=53 949)

General cognitive function is substantially heritable across the human life course from adolescence to old age. We investigated the genetic contribution to variation in this important, health- and well-being-related trait in middle-aged and older adults. We conducted a meta-analysis of genome-wide association studies of 31 cohorts (N=53 949) in which the participants had undertaken multiple, diverse cognitive tests. A general cognitive function phenotype was tested for, and created in each cohort by principal component analysis. We report 13 genome-wide significant single-nucleotide polymorphism (SNP) associations in three genomic regions, 6q16.1, 14q12 and 19q13.32 (best SNP and closest gene, respectively: rs10457441, P=3.93 × 10−9, MIR2113; rs17522122, P=2.55 × 10−8, AKAP6; rs10119, P=5.67 × 10−9, APOE/TOMM40). We report one gene-based significant association with the HMGN1 gene located on chromosome 21 (P=1 × 10−6). These genes have previously been associated with neuropsychiatric phenotypes. Meta-analysis results are consistent with a polygenic model of inheritance. To estimate SNP-based heritability, the genome-wide complex trait analysis procedure was applied to two large cohorts, the Atherosclerosis Risk in Communities Study (N=6617) and the Health and Retirement Study (N=5976). The proportion of phenotypic variation accounted for by all genotyped common SNPs was 29% (s.e.=5%) and 28% (s.e.=7%), respectively. Using polygenic prediction analysis, ~1.2% of the variance in general cognitive function was predicted in the Generation Scotland cohort (N=5487; P=1.5 × 10−17). In hypothesis-driven tests, there was significant association between general cognitive function and four genes previously associated with Alzheimer’s disease: TOMM40, APOE, ABCG1 and MEF2C.

A Hofman | L Nyberg | D A Bennett | Amelia A. Assareh | I Ford | S-C Li | S Le Hellard | S Trompet | M J Wright | O L Lopez | J W Jukema | J G Eriksson | R. Marioni | J. Bressler | A. Hofman | I. Deary | E. Boerwinkle | D. Bennett | V. Gudnason | J. Becker | L. Nyberg | Shu-Chen Li | H. Amièva | A. Lundervold | S. Kardia | D. Knopman | U. Lindenberger | O. Lopez | B. Psaty | P. Schofield | R. Scott | A. Palotie | J. Rotter | I. Reinvang | P. Sachdev | J. Trollor | N. Kochan | S. Reppermund | H. Brodaty | I. Rudan | M. Loitfelder | A. Pattie | J. Starr | J. Lambert | P. Amouyel | A. D. de Craen | J. Eriksson | A. Thalamuthu | P. D. De Jager | V. Srikanth | C. Dufouil | T. Espeseth | J. Jukema | L. Nilsson | R. Schmidt | K. Petrovic | H. Schmidt | C. Berr | M. Wright | G. Heiss | R. Au | A. Beiser | J. Corley | S. Harris | P. Redmond | A. Wright | Tian Liu | J. Bis | L. Bertram | J. Kwok | B. Oostra | G. Davies | D. Liewald | S. Le Hellard | M. Luciano | V. Steen | S. Harris | N. Amin | C. Hayward | C. Ibrahim-Verbaas | J. Lahti | C. Oldmeadow | O. Polašek | Jennifer A. Smith | V. Vitart | J. Attia | H. Campbell | J. Faul | E. Holliday | L. Launer | K. Räikkönen | D. Weir | E. Widén | S. Kardia | V. Chouraki | A. Fitzpatrick | P. D. Jager | T. Mosley | S. Seshadri | S. Turner | C. V. van Duijn | M. Griswold | L. Bertram | C. Duijn | N. Armstrong | S. Giddaluru | K. Mather | D. Ames | A. Assareh | Hieab H. H. Adams | J. V. van Swieten | L. Zgaga | T. Mosley | H. Campbell | J. F. Wilson | S. Trompet | B. Buckley | D. Stott | I. Ford | A. Craen | I. Postmus | R. Thomson | W. Hill | Alexa Beiser | E. Hofer | G. Papenberg | J. Huffman | Wei Zhao | L. Yu | A. Smith | M. Ikram | S. J. van der Lee | B. Psaty | P. Schofield | R. Gottesman | M. Kirin | A. Beiser | S. Mirza | S. Hellard | J. Swieten | A. Uitterlinden | D. Porteous | M. Schuur | B. Windham | Teresa Lee | P. Schofield | D S Knopman | M A Ikram | P L De Jager | L Yu | E Boerwinkle | J C Bis | A F Wright | C Hayward | L Bertram | C Berr | M Luciano | G Heiss | A J M de Craen | P R Schofield | L-G Nilsson | D Ames | T. Liu | J. A. Smith | J. Wang | W. Zhao | R. Boxall | H. Adams | J. Becker | V. Gudnason | T. B. Harris | T. Lee | G. Li | S.-C. Li | A. Lundqvist | B. Oostra | K. Taylor | G. Weinstein | Q. Yang | A. Fitzpatrick | J-C Lambert | P Amouyel | V M Steen | C. Oldmeadow | C A Ibrahim-Verbaas | A V Smith | V Chouraki | H Schmidt | S J van der Lee | N Amin | C Dufouil | J I Rotter | R Schmidt | B M Psaty | S Seshadri | L Launer | A Palotie | J. Eriksson | I J Deary | J M Starr | U Lindenberger | R Au | I Reinvang | R J Scott | H Amieva | G Davies | A Pattie | D C Liewald | D J Porteous | H Brodaty | J C van Swieten | Generation Scotland | A G Uitterlinden | E Widen | B A Oostra | K Räikkönen | V Vitart | N Armstrong | J Bressler | S Giddaluru | E Hofer | M Kirin | J Lahti | T Liu | R E Marioni | C Oldmeadow | I Postmus | J A Smith | A Thalamuthu | R Thomson | J Wang | L Zgaga | W Zhao | R Boxall | S E Harris | W D Hill | H Adams | A A Assareh | J T Becker | A Beiser | B M Buckley | H Campbell | J Corley | T Espeseth | J D Faul | R F Gottesman | M E Griswold | V Gudnason | T B Harris | E G Holliday | J Huffman | S L R Kardia | N Kochan | J B Kwok | T Lee | G Li | M Loitfelder | A J Lundervold | A Lundqvist | K A Mather | S S Mirza | G Papenberg | K Petrovic | O Polasek | P Redmond | S Reppermund | M Schuur | P W Schofield | D J Stott | K D Taylor | J Trollor | G Weinstein | B G Windham | Q Yang | J R Attia | I Rudan | P S Sachdev | V Srikanth | S T Turner | D R Weir | J F Wilson | C van Duijn | A L Fitzpatrick | T H Mosley | Galit Weinstein | Jing Wang | David Ames | J. Attia | D. Knopman | G. Davies | Qiong Yang | T. Harris | D. Bennett | D. Porteous | James F. Wilson | T. Liu | J. Smith | R. Schmidt | P. L. Jager | Michael E Griswold | I. Ford | T. Liu | P. W. Schofield | Rodney J. Scott | Lei Yu | A. Smith | S. Turner | A. Wright | Ruth Boxall | M. Wright | A. Uitterlinden | S. V. D. Lee | Michael E. Griswold | A. Hofman | B. Oostra | B. Psaty | S. Kardia | M. Wright | A. Wright | S. Harris | H. Adams | A. Wright | Jennifer A. Smith | S. Kardia | S. L. Hellard | D. Bennett

[1]  P. S. Achilles THE PSYCHOLOGICAL CORPORATION. , 1923, Science.

[2]  Jason J. Corneveaux,et al.  A genome-wide scan for common variants affecting the rate of age-related cognitive decline , 2012, Neurobiology of Aging.

[3]  H. Zoghbi,et al.  Rett syndrome is caused by mutations in X-linked MECP2, encoding methyl-CpG-binding protein 2 , 1999, Nature Genetics.

[4]  K. Hawkins,et al.  The effects of apolipoprotein E on non-impaired cognitive functioning: A meta-analysis , 2011, Neurobiology of Aging.

[5]  A. Vallejo Immunological hurdles of ageing: Indispensable research of the human model , 2011, Ageing Research Reviews.

[6]  G. Mcclearn,et al.  The Genetic and Environmental Relationship Between General and Specific Cognitive Abilities in Twins Age 80 and Older , 1998 .

[7]  Simon C. Potter,et al.  Genome-wide Association Analysis Identifies 14 New Risk Loci for Schizophrenia , 2013, Nature Genetics.

[8]  J. Raven,et al.  Manual for Raven's progressive matrices and vocabulary scales , 1962 .

[9]  P. Baltes,et al.  Sensory functioning and intelligence in old age: a strong connection. , 1994, Psychology and aging.

[10]  J. Scott,et al.  mAKAP: an A-kinase anchoring protein targeted to the nuclear membrane of differentiated myocytes. , 1999, Journal of cell science.

[11]  P. Visscher,et al.  Common SNPs explain a large proportion of heritability for human height , 2011 .

[12]  Nick C Fox,et al.  Common variants in ABCA7, MS4A6A/MS4A4E, EPHA1, CD33 and CD2AP are associated with Alzheimer’s disease , 2011, Nature Genetics.

[13]  Sudha Seshadri,et al.  Genome-wide analysis of genetic loci associated with Alzheimer disease. , 2010, JAMA.

[14]  Valérie Ledent,et al.  Phylogenetic analysis of the human basic helix-loop-helix proteins , 2002, Genome Biology.

[15]  Nick C Fox,et al.  Meta-analysis of 74,046 individuals identifies 11 new susceptibility loci for Alzheimer's disease , 2013, Nature Genetics.

[16]  J. Kleinman,et al.  Spatiotemporal transcriptome of the human brain , 2011, Nature.

[17]  I. Deary,et al.  Genetic foundations of human intelligence , 2009, Human Genetics.

[18]  H. Hakonarson,et al.  A genome-wide association study on common SNPs and rare CNVs in anorexia nervosa , 2011, Molecular Psychiatry.

[19]  Nick C Fox,et al.  Letter abstract - Genome-wide association study identifies variants at CLU and PICALM associated with Alzheimer's Disease , 2009 .

[20]  S. Lawn,et al.  The eye as a model of ageing in translational research – Molecular, epigenetic and clinical aspects , 2013, Ageing Research Reviews.

[21]  D. Finkelhor,et al.  ADMINISTRATION AND SCORING MANUAL , 2001 .

[22]  P. Visscher,et al.  The Lothian Birth Cohort 1936: a study to examine influences on cognitive ageing from age 11 to age 70 and beyond , 2007, BMC geriatrics.

[23]  Lorna M. Lopez,et al.  Genome-wide association studies establish that human intelligence is highly heritable and polygenic , 2011, Molecular Psychiatry.

[24]  Michael C. Pyryt Human cognitive abilities: A survey of factor analytic studies , 1998 .

[25]  Ian J. Deary,et al.  Common genetic variants associated with cognitive performance identified using the proxy-phenotype method , 2014, Proceedings of the National Academy of Sciences.

[26]  S. Blinkhorn,et al.  Developmental Influences On Adult Intelligence , 2005 .

[27]  P. Batterham,et al.  APOE genotype and cognitive change in young, middle-aged, and older adults living in the community. , 2014, The journals of gerontology. Series A, Biological sciences and medical sciences.

[28]  Ayellet V. Segrè,et al.  Hundreds of variants clustered in genomic loci and biological pathways affect human height , 2010, Nature.

[29]  B. Pierce,et al.  Genetic susceptibility to accelerated cognitive decline in the US Health and Retirement Study , 2014, Neurobiology of Aging.

[30]  Christoph Lange,et al.  Genome-wide association analysis reveals putative Alzheimer's disease susceptibility loci in addition to APOE. , 2008, American journal of human genetics.

[31]  Ian J. Deary,et al.  Edinburgh Research Explorer Intelligence and personality as predictors of illness and death: How researchers in differential psychology and chronic disease epidemiology are collaborating to understand and address health inequalities , 2013 .

[32]  L. Bekris,et al.  Functional Analysis of APOE Locus Genetic Variation Implicates Regional Enhancers in the Regulation of Both TOMM40 and APOE , 2011, Journal of Human Genetics.

[33]  T. Salthouse Localizing age-related individual differences in a hierarchical structure. , 2004, Intelligence.

[34]  E. Boerwinkle,et al.  APOE genotype and cognitive decline in a middle-aged cohort , 2005, Neurology.

[35]  T. Gill,et al.  Respiratory impairment and the aging lung: a novel paradigm for assessing pulmonary function. , 2012, The journals of gerontology. Series A, Biological sciences and medical sciences.

[36]  Blair H. Smith,et al.  Molecular genetic contributions to socioeconomic status and intelligence , 2014, Intelligence.

[37]  T. Salthouse When does age-related cognitive decline begin? , 2009, Neurobiology of Aging.

[38]  N. Pedersen,et al.  Cohort differences in trajectories of cognitive aging. , 2007, The journals of gerontology. Series B, Psychological sciences and social sciences.

[39]  L. Nyberg,et al.  Genetic and Lifestyle Predictors of 15‐Year Longitudinal Change in Episodic Memory , 2012, Journal of the American Geriatrics Society.

[40]  Robert J. Sternberg,et al.  Encyclopedia of human intelligence , 1994 .

[41]  D W Cox,et al.  Disruption of the neuronal PAS3 gene in a family affected with schizophrenia , 2003, Journal of medical genetics.

[42]  E. Tucker-Drob,et al.  Global and domain-specific changes in cognition throughout adulthood. , 2011, Developmental psychology.

[43]  Geoff Der,et al.  Association Between Mortality and Cognitive Change Over 7 Years in a Large Representative Sample of UK Residents , 2007, Psychosomatic medicine.

[44]  Eurie L. Hong,et al.  Annotation of functional variation in personal genomes using RegulomeDB , 2012, Genome research.

[45]  Thomas W. Mühleisen,et al.  Genome-wide association study identifies variants at CLU and PICALM associated with Alzheimer's disease , 2013, Nature Genetics.

[46]  M. Bustin,et al.  Regulation of chromatin structure and function by HMGN proteins. , 2010, Biochimica et biophysica acta.

[47]  I. Deary,et al.  Intelligence in youth and all-cause-mortality: systematic review with meta-analysis. , 2011, International journal of epidemiology.

[48]  Ian J. Deary,et al.  Body Mass Index, Muscle Strength and Physical Performance in Older Adults from Eight Cohort Studies: The HALCyon Programme , 2013, PloS one.

[49]  Margaret A. Pericak-Vance,et al.  Genome-Wide Association Meta-analysis of Neuropathologic Features of Alzheimer's Disease and Related Dementias , 2014, PLoS genetics.

[50]  Jonathan P. Beauchamp,et al.  GWAS of 126,559 Individuals Identifies Genetic Variants Associated with Educational Attainment , 2013, Science.

[51]  S. Laurent Defining vascular aging and cardiovascular risk , 2012, Journal of hypertension.

[52]  Daniel J. Benjamin,et al.  The genetic architecture of economic and political preferences , 2012, Proceedings of the National Academy of Sciences.

[53]  Manuel A. R. Ferreira,et al.  PLINK: a tool set for whole-genome association and population-based linkage analyses. , 2007, American journal of human genetics.

[54]  Lorna M. Lopez,et al.  A genome-wide association study implicates the APOE locus in nonpathological cognitive ageing , 2014, Molecular Psychiatry.

[55]  P. Visscher,et al.  Childhood intelligence is heritable, highly polygenic and associated with FNBP1L , 2014, Molecular Psychiatry.

[56]  A D Roses,et al.  A TOMM40 variable-length polymorphism predicts the age of late-onset Alzheimer's disease , 2009, The Pharmacogenomics Journal.

[57]  I. Deary,et al.  The neuroscience of human intelligence differences , 2010, Nature Reviews Neuroscience.

[58]  G. Rouleau,et al.  Association of NPAS3 exonic variation with schizophrenia , 2010, Schizophrenia Research.

[59]  Claude Bouchard,et al.  A genome-wide approach accounting for body mass index identifies genetic variants influencing fasting glycemic traits and insulin resistance , 2012, Nature Genetics.

[60]  I. Deary,et al.  Does cognitive ability predict mortality in the ninth decade? The Lothian Birth Cohort 1921 , 2012 .

[61]  F. Craik,et al.  The handbook of aging and cognition , 1992 .

[62]  F. Craik,et al.  The handbook of aging and cognition (3rd ed.). , 2008 .

[63]  Thomas J. Bouchard,et al.  Just one g: consistent results from three test batteries , 2004 .

[64]  Janice M. Fullerton,et al.  Genome-wide association study reveals two new risk loci for bipolar disorder , 2014, Nature Communications.

[65]  W. Sturm,et al.  Neuropsychological assessment , 2007, Journal of Neurology.

[66]  E. Tucker-Drob,et al.  Differentiation of Cognitive Abilities across the Lifespan , 2010 .

[67]  E. Ferrari,et al.  Role of neuroendocrine pathways in cognitive decline during aging , 2008, Ageing Research Reviews.

[68]  P. Visscher,et al.  Five years of GWAS discovery. , 2012, American journal of human genetics.

[69]  Lars-Göran Nilsson,et al.  The influence of APOE status on episodic and semantic memory: data from a population-based study. , 2006, Neuropsychology.

[70]  Dustin E. Schones,et al.  The Chromatin-binding Protein HMGN1 Regulates the Expression of Methyl CpG-binding Protein 2 (MECP2) and Affects the Behavior of Mice* , 2011, The Journal of Biological Chemistry.

[71]  Lars Bäckman,et al.  Apolipoprotein E and cognitive performance: a meta-analysis. , 2004, Psychology and aging.

[72]  Antony Payton,et al.  The Impact of Genetic Research on our Understanding of Normal Cognitive Ageing: 1995 to 2009 , 2009, Neuropsychology Review.

[73]  L. Kiemeney,et al.  Corrigendum: Genetic variation in the prostate stem cell antigen gene PSCA confers susceptibility to urinary bladder cancer , 2009, Nature Genetics.

[74]  M. Pericak-Vance,et al.  Apolipoprotein E: high-avidity binding to beta-amyloid and increased frequency of type 4 allele in late-onset familial Alzheimer disease. , 1993, Proceedings of the National Academy of Sciences of the United States of America.

[75]  Colm O'Dushlaine,et al.  INRICH: interval-based enrichment analysis for genome-wide association studies , 2012, Bioinform..

[76]  J. Haines,et al.  Gene dose of apolipoprotein E type 4 allele and the risk of Alzheimer's disease in late onset families. , 1993, Science.

[77]  Ian J. Deary,et al.  Genetic contributions to stability and change in intelligence from childhood to old age , 2012, Nature.

[78]  I. Deary,et al.  Polygenic risk for Alzheimer's disease is not associated with cognitive ability or cognitive aging in non-demented older people. , 2014, Journal of Alzheimer's disease : JAD.

[79]  E. Tucker-Drob,et al.  Neurocognitive functions and everyday functions change together in old age. , 2011, Neuropsychology.

[80]  P. Visscher,et al.  A versatile gene-based test for genome-wide association studies. , 2010, American journal of human genetics.

[81]  Thomas J. Bouchard,et al.  Still just 1 g: Consistent results from five test batteries , 2008 .

[82]  D J Porteous,et al.  Disruption of a brain transcription factor, NPAS3, is associated with schizophrenia and learning disability , 2005, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[83]  D. Bolignano,et al.  The aging kidney revisited: A systematic review , 2014, Ageing Research Reviews.