Meta-analysis of Genome-wide Association Studies for Neuroticism, and the Polygenic Association With Major Depressive Disorder.

IMPORTANCE Neuroticism is a pervasive risk factor for psychiatric conditions. It genetically overlaps with major depressive disorder (MDD) and is therefore an important phenotype for psychiatric genetics. The Genetics of Personality Consortium has created a resource for genome-wide association analyses of personality traits in more than 63,000 participants (including MDD cases). OBJECTIVES To identify genetic variants associated with neuroticism by performing a meta-analysis of genome-wide association results based on 1000 Genomes imputation; to evaluate whether common genetic variants as assessed by single-nucleotide polymorphisms (SNPs) explain variation in neuroticism by estimating SNP-based heritability; and to examine whether SNPs that predict neuroticism also predict MDD. DESIGN, SETTING, AND PARTICIPANTS Genome-wide association meta-analysis of 30 cohorts with genome-wide genotype, personality, and MDD data from the Genetics of Personality Consortium. The study included 63,661 participants from 29 discovery cohorts and 9786 participants from a replication cohort. Participants came from Europe, the United States, or Australia. Analyses were conducted between 2012 and 2014. MAIN OUTCOMES AND MEASURES Neuroticism scores harmonized across all 29 discovery cohorts by item response theory analysis, and clinical MDD case-control status in 2 of the cohorts. RESULTS A genome-wide significant SNP was found on 3p14 in MAGI1 (rs35855737; P = 9.26 × 10-9 in the discovery meta-analysis). This association was not replicated (P = .32), but the SNP was still genome-wide significant in the meta-analysis of all 30 cohorts (P = 2.38 × 10-8). Common genetic variants explain 15% of the variance in neuroticism. Polygenic scores based on the meta-analysis of neuroticism in 27 cohorts significantly predicted neuroticism (1.09 × 10-12 < P < .05) and MDD (4.02 × 10-9 < P < .05) in the 2 other cohorts. CONCLUSIONS AND RELEVANCE This study identifies a novel locus for neuroticism. The variant is located in a known gene that has been associated with bipolar disorder and schizophrenia in previous studies. In addition, the study shows that neuroticism is influenced by many genetic variants of small effect that are either common or tagged by common variants. These genetic variants also influence MDD. Future studies should confirm the role of the MAGI1 locus for neuroticism and further investigate the association of MAGI1 and the polygenic association to a range of other psychiatric disorders that are phenotypically correlated with neuroticism.

Daniel E. Adkins | David M. Evans | Toshiko Tanaka | I. Deary | L. Ferrucci | E. Mihailov | G. Abecasis | T. Lehtimäki | D. Rujescu | I. Giegling | A. Hartmann | B. Franke | L. Bierut | D. Schlessinger | N. Timpson | C. Schmidt | P. Costa | R. Krueger | N. Martin | B. Engelhardt | M. Jokela | L. Pulkki-Råback | O. Raitakari | L. Keltikangas-Järvinen | J. Kaprio | H. de Wit | W. Iacono | B. Penninx | A. Palotie | A. Metspalu | T. Esko | G. Montgomery | A. Terracciano | I. Rudan | D. Boomsma | D. Porteous | J. Starr | J. Hottenga | P. Magnusson | N. Pedersen | C. V. van Duijn | J. Eriksson | A. Palmer | A. Heath | J. Allik | H. Grabe | G. Homuth | A. Teumer | S. Medland | N. Hansell | M. Wright | J. Hettema | G. Davies | D. Liewald | M. Luciano | J. Kemp | M. McGue | J. Derringer | A. Agrawal | N. Amin | C. Hayward | J. Lahti | O. Polašek | H. Campbell | A. Latvala | P. Madden | K. Räikkönen | A. Realo | B. St Pourcain | E. Widén | James F. Wilson | A. Minelli | J. Marten | Y. Milaneschi | Jun Ding | A. Maschio | F. Busonero | G. Davey Smith | M. Kirkpatrick | R. Grucza | S. Vermeulen | M. Nauck | I. Fedko | L. Zgaga | A. Henders | S. Gordon | J. Janzing | W. Slutske | J. Huffman | C. Magri | T. Bigdeli | K. Verweij | T. Nutile | D. Adkins | B. Konte | R. Karlsson | Lindsay K. Matteson | Yong Qian | J. Wedenoja | A. Sutin | I. Seppälä | M. Ciullo | D. Ruggiero | R. Sorice | E. Vuoksimaa | M. de Moor | A. Viktorin | E. Pettersson | S. M. van den Berg | Mike B. Miller | K. Heinonen | A. Hart | H. Trochet | K. Ouwens | A. Arias Vásquez | Minyoung Lee | Katja Appel | J. Wouda | R. rose | David M. Evans | Toshiko Tanaka | J. Eriksson | C. V. van Duijn | S. Gordon | D. Boomsma | M. Wright | N. Martin | N. Martin | David M. Evans | Beate St Pourcain | G. Davies | M. D. de Moor | K. G. Ouwens

[1]  C. Spencer,et al.  Biological Insights From 108 Schizophrenia-Associated Genetic Loci , 2014, Nature.

[2]  C. Montag,et al.  Disentangling the molecular genetic basis of personality: From monoamines to neuropeptides , 2014, Neuroscience & Biobehavioral Reviews.

[3]  P. Scheet,et al.  A genome-wide association meta-analysis of preschool internalizing problems. , 2014, Journal of the American Academy of Child and Adolescent Psychiatry.

[4]  Jean-Paul Fox,et al.  Harmonization of Neuroticism and Extraversion phenotypes across inventories and cohorts in the Genetics of Personality Consortium: an application of Item Response Theory , 2014, Behavior genetics.

[5]  Naomi R. Wray,et al.  Statistical Power to Detect Genetic (Co)Variance of Complex Traits Using SNP Data in Unrelated Samples , 2014, PLoS genetics.

[6]  Susan M. Resnick,et al.  Personality and risk of Alzheimer's disease: New data and meta-analysis , 2014, Alzheimer's & Dementia.

[7]  P. Muglia,et al.  Investigating the genetic variation underlying episodicity in major depressive disorder: suggestive evidence for a bipolar contribution. , 2014, Journal of affective disorders.

[8]  B. Penninx,et al.  Further confirmation of the association between anxiety and CTNND2: replication in humans , 2014, Genes, brain, and behavior.

[9]  K. Nagata,et al.  MAGI-1 acts as a scaffolding molecule for NGF receptor-mediated signaling pathway. , 2013, Biochimica et biophysica acta.

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

[11]  M. Daly,et al.  Identification of risk loci with shared effects on five major psychiatric disorders: a genome-wide analysis , 2013, The Lancet.

[12]  K. Kendler,et al.  The boundaries of the internalizing and externalizing genetic spectra in men and women , 2013, Psychological Medicine.

[13]  N. Wray,et al.  A mega-analysis of genome-wide association studies for major depressive disorder , 2013, Molecular Psychiatry.

[14]  Dorret I. Boomsma,et al.  Sex Differences in Genetic Architecture of Complex Phenotypes? , 2012, PloS one.

[15]  B. Penninx,et al.  Estimating the Genetic Variance of Major Depressive Disorder Due to All Single Nucleotide Polymorphisms , 2012, Biological Psychiatry.

[16]  Lars Penke,et al.  MAINTENANCE OF GENETIC VARIATION IN HUMAN PERSONALITY: TESTING EVOLUTIONARY MODELS BY ESTIMATING HERITABILITY DUE TO COMMON CAUSAL VARIANTS AND INVESTIGATING THE EFFECT OF DISTANT INBREEDING , 2012, Evolution; international journal of organic evolution.

[17]  K. Nagata,et al.  Biochemical and morphological characterization of MAGI‐1 in neuronal tissue , 2012, Journal of neuroscience research.

[18]  I. Deary,et al.  Genome‐wide association uncovers shared genetic effects among personality traits and mood states , 2012, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[19]  Robert Karlsson,et al.  MAGI1 Copy Number Variation in Bipolar Affective Disorder and Schizophrenia , 2012, Biological Psychiatry.

[20]  M. Jarvelin,et al.  A genome-wide meta-analysis of association studies of Cloninger's Temperament Scales , 2012, Translational Psychiatry.

[21]  M McGue,et al.  Common SNPs explain some of the variation in the personality dimensions of neuroticism and extraversion , 2012, Translational Psychiatry.

[22]  D. Boomsma,et al.  Causes of Comorbidity: Pleiotropy or Causality? Shared Genetic and Environmental Influences on Migraine and Neuroticism , 2012, Twin Research and Human Genetics.

[23]  Lorna M. Lopez,et al.  Meta-analysis of genome-wide association studies for personality , 2012, Molecular Psychiatry.

[24]  N. Wray,et al.  Genome-wide association study of major depressive disorder: new results, meta-analysis, and lessons learned , 2010, Molecular Psychiatry.

[25]  J. Flint,et al.  The relationship between neuroticism, major depressive disorder and comorbid disorders in Chinese women , 2011, Journal of affective disorders.

[26]  Lorna M. Lopez,et al.  The genetic association between personality and major depression or bipolar disorder. A polygenic score analysis using genome-wide association data , 2011, Translational Psychiatry.

[27]  A. Hofman,et al.  The Neuronal Transporter Gene SLC6A15 Confers Risk to Major Depression , 2011, Neuron.

[28]  P. Visscher,et al.  A Commentary on ‘Common SNPs Explain a Large Proportion of the Heritability for Human Height’ by Yang et al. (2010) , 2010, Twin Research and Human Genetics.

[29]  Patrick F Sullivan,et al.  The Psychiatric GWAS Consortium: Big Science Comes to Psychiatry , 2010, Neuron.

[30]  F. Schmidt,et al.  Linking "big" personality traits to anxiety, depressive, and substance use disorders: a meta-analysis. , 2010, Psychological bulletin.

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

[32]  T. Trull,et al.  The Five-Factor Model of Personality and Borderline Personality Disorder: A Genetic Analysis of Comorbidity , 2009, Biological Psychiatry.

[33]  K. Kendler,et al.  The genetic and environmental relationship between major depression and the five-factor model of personality , 2009, Psychological Medicine.

[34]  P. Visscher,et al.  Common polygenic variation contributes to risk of schizophrenia and bipolar disorder , 2009, Nature.

[35]  B. Lahey,et al.  Public health significance of neuroticism. , 2009, The American psychologist.

[36]  N. Wray,et al.  Genomewide Association for Major Depressive Disorder: A possible role for the presynaptic protein Piccolo , 2008, Molecular Psychiatry.

[37]  A. Fanous,et al.  The genetic relationship of personality to major depression and schizophrenia , 2009, Neurotoxicity Research.

[38]  Dorret I Boomsma,et al.  Testing causality in the association between regular exercise and symptoms of anxiety and depression. , 2008, Archives of general psychiatry.

[39]  Kai Wang,et al.  Pathway-based approaches for analysis of genomewide association studies. , 2007, American journal of human genetics.

[40]  Nicholas G Martin,et al.  Genetic and Phenotypic Stability of Measures of Neuroticism Over 22 Years , 2007, Twin Research and Human Genetics.

[41]  Michael C Neale,et al.  A longitudinal study of personality and major depression in a population-based sample of male twins , 2007, Psychological Medicine.

[42]  Nancy L Pedersen,et al.  Personality and major depression: a Swedish longitudinal, population-based twin study. , 2006, Archives of general psychiatry.

[43]  C Henry,et al.  Genome-wide scan for genes involved in bipolar affective disorder in 70 European families ascertained through a bipolar type I early-onset proband: supportive evidence for linkage at 3p14 , 2006, Molecular Psychiatry.

[44]  Y. Ono,et al.  PERSONALITY PROCESSES AND INDIVIDUAL DIFFERENCES Is the Genetic Structure of Human Personality Universal ? A Cross-Cultural Twin Study From North America , Europe , and Asia , 2006 .

[45]  K. Kendler,et al.  A population-based twin study of the relationship between neuroticism and internalizing disorders. , 2006, The American journal of psychiatry.

[46]  Faculteit der Psychologie en Pedagogiek,et al.  The association of personality with anxious and depressive psychopathology , 2006 .

[47]  N. Martin,et al.  Widespread Evidence for Non-Additive Genetic Variation in Cloninger’s and Eysenck’s Personality Dimensions using a Twin Plus Sibling Design , 2005, Behavior genetics.

[48]  Kristian E Markon,et al.  PERSONALITY PROCESSES AND INDIVIDUAL DIFFERENCES Delineating the Structure of Normal and Abnormal Personality: An Integrative Hierarchical Approach , 2004 .

[49]  J. Flint The genetic basis of neuroticism , 2004, Neuroscience & Biobehavioral Reviews.

[50]  Lisa Saulsman,et al.  The five-factor model and personality disorder empirical literature: A meta-analytic review. , 2004, Clinical psychology review.

[51]  Christopher J Patrick,et al.  Development and validation of a brief form of the Multidimensional Personality Questionnaire. , 2002, Psychological assessment.

[52]  A. Fanous,et al.  Neuroticism, major depression and gender: a population-based twin study , 2002, Psychological Medicine.

[53]  J. Loehlin,et al.  Genes, Evolution, and Personality , 2001, Behavior genetics.

[54]  P. J. Ferrando The measurement of neuroticism using MMQ, MPI, EPI and EPQ items:: a psychometric analysis based on item response theory , 2001 .

[55]  D I Boomsma,et al.  Netherlands twin family study of anxious depression (NETSAD). , 2000, Twin research : the official journal of the International Society for Twin Studies.

[56]  F. Fruyt,et al.  Cloninger's Psychobiological Model of Temperament and Character and the Five-Factor Model of Personality , 2000 .

[57]  N. Martin,et al.  Further Evidence Against the Environmental Transmission of Individual Differences in Neuroticism from a Collaborative Study of 45,850 Twins and Relatives on Two Continents , 2000, Behavior genetics.

[58]  M. McGue,et al.  Sex differences and nonadditivity in heritability of the Multidimensional Personality Questionnaire Scales. , 1997, Journal of personality and social psychology.

[59]  A. T. Church,et al.  Relating the Tellegen and five-factor models of personality structure. , 1994, Journal of personality and social psychology.

[60]  C. R. Cloninger,et al.  A psychobiological model of temperament and character. , 1993, Archives of general psychiatry.

[61]  D. Watson,et al.  On traits and temperament: general and specific factors of emotional experience and their relation to the five-factor model. , 1992, Journal of personality.

[62]  Cloninger Cr A systematic method for clinical description and classification of personality variants: A proposal. , 1987 .

[63]  C. Robert Cloninger A systematic method for clinical description and classification of personality variants. A proposal. , 1987, Archives of general psychiatry.

[64]  H. Eysenck,et al.  A revised version of the Psychoticism scale. , 1985 .

[65]  H. Eysenck,et al.  Manual of the Eysenck personality questionnaire , 1975 .

[66]  Hans J. Eysenck,et al.  The Eysenck Personality Inventory , 1965 .