The Molecular Genetic Architecture of Self-Employment

Economic variables such as income, education, and occupation are known to affect mortality and morbidity, such as cardiovascular disease, and have also been shown to be partly heritable. However, very little is known about which genes influence economic variables, although these genes may have both a direct and an indirect effect on health. We report results from the first large-scale collaboration that studies the molecular genetic architecture of an economic variable–entrepreneurship–that was operationalized using self-employment, a widely-available proxy. Our results suggest that common SNPs when considered jointly explain about half of the narrow-sense heritability of self-employment estimated in twin data (σg 2/σP 2 = 25%, h 2 = 55%). However, a meta-analysis of genome-wide association studies across sixteen studies comprising 50,627 participants did not identify genome-wide significant SNPs. 58 SNPs with p<10−5 were tested in a replication sample (n = 3,271), but none replicated. Furthermore, a gene-based test shows that none of the genes that were previously suggested in the literature to influence entrepreneurship reveal significant associations. Finally, SNP-based genetic scores that use results from the meta-analysis capture less than 0.2% of the variance in self-employment in an independent sample (p≥0.039). Our results are consistent with a highly polygenic molecular genetic architecture of self-employment, with many genetic variants of small effect. Although self-employment is a multi-faceted, heavily environmentally influenced, and biologically distal trait, our results are similar to those for other genetically complex and biologically more proximate outcomes, such as height, intelligence, personality, and several diseases.

Christian Gieger | Paul Scheet | Rauli Svento | Dorret I. Boomsma | Daniel J. Benjamin | Katja Petrovic | Reinhold Schmidt | Markus Perola | Henry Völzke | Patrick J. F. Groenen | Gonçalo R. Abecasis | Niina Eklund | Albert V. Smith | Vilmundur Gudnason | Lenore J. Launer | Francesco Cucca | David Schlessinger | Fernando Rivadeneira | Magnus Johannesson | Panos Deloukas | Samuli Ripatti | Ida Surakka | Terho Lehtimäki | Olli Raitakari | Patrik K. E. Magnusson | Maria Dimitriou | Albert Hofman | Cornelia M. van Duijn | Georgina A. Ankra-Badu | Rolf Holle | Stefan Blankenberg | Philipp D. Koellinger | André G. Uitterlinden | A. Roy Thurik | Marjo-Riitta Järvelin | Gonneke Willemsen | Maarit A. Laaksonen | Matthijs J. H. M. van der Loos | Cornelius A. Rietveld | Sebastian E. Baumeister | Reiner Biffar | David Cesarini | Eco J. C. de Geus | George Dedoussis | Guðny Eiriksdottir | Johan Eriksson | Birgit Höhne | Jouke-Jan Hottenga | Aaron Isaacs | Marika Kaakinen | Mika Kähönen | Stavroula Kanoni | Jari Lahti | Marisa Loitfelder | Silvia Naitza | Ben A. Oostra | Lydia Quaye | Carsten O. Schmidt | Helena Schmidt | Andrea Senft | Timothy D. Spector | Antonio Terracciano | Emmi Tikkanen | Jorma Viikari | H. -Erich Wichmann | Philipp S. Wild | Sara M. Willems | Frank J. A. van Rooij | C. Gieger | R. Holle | A. Hofman | A. Uitterlinden | T. Spector | P. Deloukas | G. Abecasis | T. Lehtimäki | P. Groenen | M. Perola | D. Schlessinger | M. Johannesson | V. Gudnason | J. Viikari | H. Völzke | C. Schmidt | P. Scheet | O. Raitakari | F. Rivadeneira | H. Wichmann | S. Blankenberg | G. Willemsen | S. Ripatti | A. Terracciano | D. Boomsma | E. D. de Geus | N. Eklund | M. Loitfelder | I. Surakka | J. Hottenga | A. Isaacs | P. Magnusson | C. V. van Duijn | J. Eriksson | M. Järvelin | R. Schmidt | K. Petrovic | H. Schmidt | R. Biffar | B. Oostra | C. A. Rietveld | S. Baumeister | M. Kaakinen | S. Kanoni | J. Lahti | L. Quaye | F. Cucca | G. Dedoussis | M. Dimitriou | G. Eiriksdottir | M. Kähönen | L. Launer | R. Svento | F. V. van Rooij | A. Thurik | D. Benjamin | D. Cesarini | P. Koellinger | E. Tikkanen | C. Duijn | E. D. Geus | P. Wild | R. Thurik | S. Naitza | H. Wichmann | M. Laaksonen | A. Smith | F. V. Rooij | G. A. Ankra-Badu | B. Höhne | Andrea Senft | M. Loos | A. Smith | M. Kähönen | A. Uitterlinden | J. Eriksson | A. Hofman | B. Oostra | D. Boomsma | R. Schmidt | R. Schmidt | M. J. H. M. Loos

[1]  R. Ebstein,et al.  Dopamine D4 receptor (D4DR) exon III polymorphism associated with the human personality trait of Novelty Seeking , 1996, Nature Genetics.

[2]  Trivellore E Raghunathan,et al.  Deeper and wider: income and mortality in the USA over three decades. , 2011, International journal of epidemiology.

[3]  Stephen Ansolabehere,et al.  The Strength of Issues: Using Multiple Measures to Gauge Preference Stability, Ideological Constraint, and Issue Voting , 2008, American Political Science Review.

[4]  Philipp Koellinger,et al.  Gender Differences in Entrepreneurial Propensity , 2013 .

[5]  P M Visscher,et al.  Evidence-based psychiatric genetics, AKA the false dichotomy between common and rare variant hypotheses , 2012, Molecular Psychiatry.

[6]  Scott Shane,et al.  A polymorphism associated with entrepreneurship: evidence from dopamine receptor candidate genes , 2011 .

[7]  Arnoud Arntz,et al.  Short-interval test-retest interrater reliability of the Dutch version of the Structured Clinical Interview for DSM-IV personality disorders (SCID-II). , 2003, Journal of personality disorders.

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

[9]  D. Altman,et al.  Measuring inconsistency in meta-analyses , 2003, BMJ : British Medical Journal.

[10]  Bruce Sacerdote,et al.  How Large are the Effects from Changes in Family Environment? A Study of Korean American Adoptees , 2007 .

[11]  J. Ioannidis Why Most Published Research Findings Are False , 2005, PLoS medicine.

[12]  J. Marshall,et al.  Occupational sources of stress ; a review of the literature relating to coronary heart disease and mental ill health , 1976 .

[13]  Nicholas G. Martin,et al.  Genetic and environmental contributions to educational attainment in Australia , 2001 .

[14]  Roy Thurik,et al.  Start-Up Capital: "Does Gender Matter?" , 2001 .

[15]  Richard P. Ebstein,et al.  The Oxytocin Receptor (OXTR) Contributes to Prosocial Fund Allocations in the Dictator Game and the Social Value Orientations Task , 2009, PloS one.

[16]  Barton H. Hamilton,et al.  Does Entrepreneurship Pay? An Empirical Analysis of the Returns to Self‐Employment , 2000, Journal of Political Economy.

[17]  G. Abecasis,et al.  Merlin—rapid analysis of dense genetic maps using sparse gene flow trees , 2002, Nature Genetics.

[18]  Jonathan P. Beauchamp,et al.  No Association between Oxytocin Receptor (OXTR) Gene Polymorphisms and Experimentally Elicited Social Preferences , 2010, PloS one.

[19]  A. Lager,et al.  Causal effect of education on mortality in a quasi-experiment on 1.2 million Swedes , 2012, Proceedings of the National Academy of Sciences.

[20]  Bruce J. Avolio,et al.  The genetic basis of entrepreneurship: Effects of gender and personality , 2009 .

[21]  Michael S. Dahl,et al.  The effects of becoming an entrepreneur on the use of psychotropics among entrepreneurs and their spouses , 2010, Scandinavian journal of public health.

[22]  Tanya M. Teslovich,et al.  Association analyses of 249,796 individuals reveal 18 new loci associated with body mass index , 2010 .

[23]  S. Ettner New evidence on the relationship between income and health. , 1996, Journal of health economics.

[24]  M McGue,et al.  Longevity is moderately heritable in a sample of Danish twins born 1870-1880. , 1993, Journal of gerontology.

[25]  Timothy Bates,et al.  Restricted access to markets characterizes women-owned businesses , 2002 .

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

[27]  Y. Georgellis,et al.  Gender differences in self‐employment , 2005 .

[28]  A. Diamond,et al.  The Economics of Entrepreneurship , 2008 .

[29]  Patrick J. F. Groenen,et al.  Genome-wide association studies and the genetics of entrepreneurship , 2010, European Journal of Epidemiology.

[30]  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.

[31]  Hon-Cheong So,et al.  Uncovering the total heritability explained by all true susceptibility variants in a genome‐wide association study , 2011, Genetic epidemiology.

[32]  N. Lewin-Epstein,et al.  Health Risks of Self-Employment , 1991 .

[33]  Evan Charney,et al.  Genes and Ideologies , 2008, Perspectives on Politics.

[34]  Paul Taubman,et al.  The Determinants of Earnings: Genetics, Family, and Other Environments; A Study of White Male Twins , 1976 .

[35]  Michael Argyle,et al.  Is happiness a cause of health , 1997 .

[36]  K. Roeder,et al.  Genomic Control for Association Studies , 1999, Biometrics.

[37]  E. van Doorslaer,et al.  Long-Run Returns to Education: Does Schooling Lead to an Extended Old Age? , 2009, The Journal of human resources.

[38]  K. Lunetta,et al.  Methods in Genetics and Clinical Interpretation Cohorts for Heart and Aging Research in Genomic Epidemiology (CHARGE) Consortium Design of Prospective Meta-Analyses of Genome-Wide Association Studies From 5 Cohorts , 2010 .

[39]  S. Scarr,et al.  Educational and occupational achievements of brothers and sisters in adoptive and biologically related families , 1994, Behavior genetics.

[40]  Barbara Bird,et al.  A Gendered Perspective on Organizational Creation , 2002 .

[41]  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.

[42]  Roy Thurik,et al.  Tinbergen Institute The Tinbergen Institute is the institute for economic research of the Erasmus Universiteit , 2006 .

[43]  N. Adler,et al.  Socioeconomic Status and Health: What We Know and What We Don't , 1999, Annals of the New York Academy of Sciences.

[44]  A A Schäffer,et al.  Heritability of life span in the Old Order Amish. , 2001, American journal of medical genetics.

[45]  E. Lander,et al.  The mystery of missing heritability: Genetic interactions create phantom heritability , 2012, Proceedings of the National Academy of Sciences.

[46]  Albert Hofman,et al.  Genome-wide association studies in economics and entrepreneurship research: promises and limitations , 2010 .

[47]  David Masclet,et al.  Intergenerational correlation in self employment: some further evidence from French ECHP data , 2008 .

[48]  Nancy L. Pedersen,et al.  The Origins of Individual Differences in Occupational Status and Educational Level , 1992 .

[49]  Kyle Steenland,et al.  All-cause and cause-specific death rates by educational status for two million people in two American Cancer Society cohorts, 1959-1996. , 2002, American journal of epidemiology.

[50]  Philipp Koellinger,et al.  I Can't Get No Satisfaction - Necessity Entrepreneurship and Procedural Utility , 2008 .

[51]  James W. Vaupel,et al.  The heritability of human longevity: A population-based study of 2872 Danish twin pairs born 1870–1900 , 1996, Human Genetics.

[52]  S. Thompson,et al.  Quantifying heterogeneity in a meta‐analysis , 2002, Statistics in medicine.

[53]  Matthias Benz,et al.  Being Independent is a Great Thing: Subjective Evaluations of Self-Employment and Hierarchy , 2003, SSRN Electronic Journal.

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

[55]  J E Keil,et al.  Socioeconomic factors and cardiovascular disease: a review of the literature. , 1993, Circulation.

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

[57]  L H Kuller,et al.  Educational attainment and behavioral and biologic risk factors for coronary heart disease in middle-aged women. , 1989, American journal of epidemiology.

[58]  Naomi R. Wray,et al.  A genome-wide association study of Cloninger's temperament scales: Implications for the evolutionary genetics of personality , 2010, Biological Psychology.

[59]  P. Visscher,et al.  GCTA: a tool for genome-wide complex trait analysis. , 2011, American journal of human genetics.

[60]  Stephan Ripke,et al.  Estimating the proportion of variation in susceptibility to schizophrenia captured by common SNPs , 2012, Nature Genetics.

[61]  D. Holtz-eakin,et al.  Financial Capital, Human Capital, and the Transition to Self‐Employment: Evidence from Intergenerational Links , 1996, Journal of Labor Economics.

[62]  P. Visscher,et al.  Estimating missing heritability for disease from genome-wide association studies. , 2011, American journal of human genetics.

[63]  W. G. Cochran The combination of estimates from different experiments. , 1954 .

[64]  M G Marmot,et al.  Social/economic status and disease. , 1987, Annual review of public health.

[65]  Magnus Henrekson,et al.  Testing the Female Underperformance Hypothesis , 2007 .

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

[67]  Kaare Christensen,et al.  Genetic influence on human lifespan and longevity , 2006, Human Genetics.

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

[69]  Albert Hofman,et al.  Candidate gene studies and the quest for the entrepreneurial gene , 2011 .

[70]  T. Manolio,et al.  How to Interpret a Genome-wide Association Study Topic Collections , 2022 .

[71]  Jonathan P. Beauchamp,et al.  Most Reported Genetic Associations With General Intelligence Are Probably False Positives , 2012, Psychological science.

[72]  Judy H. Cho,et al.  Finding the missing heritability of complex diseases , 2009, Nature.

[73]  H. Grüneberg,et al.  Introduction to quantitative genetics , 1960 .

[74]  David S. Evans,et al.  Some Empirical Aspects of Entrepreneurship , 1989 .

[75]  S. Shane,et al.  The Promise of Entrepreneurship as a Field of Research , 2000 .

[76]  K. Lesch,et al.  Association of Anxiety-Related Traits with a Polymorphism in the Serotonin Transporter Gene Regulatory Region , 1996, Science.

[77]  Roy Thurik,et al.  Explaining preferences and actual involvement in self-employment: Gender and the entrepreneurial personality , 2012 .

[78]  Naomi R. Wray,et al.  Synthetic Associations Created by Rare Variants Do Not Explain Most GWAS Results , 2011, PLoS biology.

[79]  David N. Laband,et al.  Entrepreneurial Success and Occupational Inheritance among Proprietors , 1990 .

[80]  Scott Shane,et al.  Is the Tendency to Engage in Entrepreneurship Genetic? , 2008, Manag. Sci..

[81]  E. Dempster,et al.  Heritability of Threshold Characters. , 1950, Genetics.

[82]  John B. Loomis,et al.  Test-Retest Reliability of the Contingent Valuation Method: A Comparison of General Population and Visitor Responses , 1989 .

[83]  Naomi R. Wray,et al.  Estimating Effects and Making Predictions from Genome-Wide Marker Data , 2010, 1010.4710.

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

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

[86]  Paul Taubman,et al.  Intergenerational Transmission of Income and Wealth , 1976 .

[87]  A. Paterson,et al.  Dopamine D4 Receptor Gene: Novelty or Nonsense? , 1999, Neuropsychopharmacology.

[88]  David R. Williams,et al.  Job Stress and Blue Collar Work , 1987 .

[89]  Brian J. Caveney,et al.  Born Entrepreneurs, Born Leaders: How Your Genes Affect Your Work Life , 2011 .

[90]  M Feinleib,et al.  Women, work and coronary heart disease: prospective findings from the Framingham heart study. , 1980, American journal of public health.

[91]  S. Folkman,et al.  Socioeconomic Status and Health , 1994 .

[92]  P. Landsbergis,et al.  Job strain and cardiovascular disease. , 1994, Annual review of public health.

[93]  Lina Andersson,et al.  Intergenerational transmissions in immigrant self-employment: Evidence from three generations , 2010 .

[94]  A. Riding,et al.  Women business owners and terms of credit: Some empirical findings of the Canadian experience , 1990 .

[95]  Yun Li,et al.  METAL: fast and efficient meta-analysis of genomewide association scans , 2010, Bioinform..

[96]  Jonathan P. Beauchamp,et al.  The Promises and Pitfalls of Genoeconomics* , 2012, Annual review of economics.

[97]  Scott Shane,et al.  Journal of Economic Behavior & Organization Entrepreneurship and Occupational Choice: Genetic and Environmental Influences , 2022 .

[98]  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.

[99]  S. Fortmann,et al.  Socioeconomic status and health: how education, income, and occupation contribute to risk factors for cardiovascular disease. , 1992, American journal of public health.

[100]  Pak Chung Sham,et al.  Genetic Power Calculator: design of linkage and association genetic mapping studies of complex traits , 2003, Bioinform..

[101]  Luigi Ferrucci,et al.  Variants of the serotonin transporter gene and NEO‐PI‐R Neuroticism: No association in the BLSA and SardiNIA samples , 2009, American journal of medical genetics. Part B, Neuropsychiatric genetics : the official publication of the International Society of Psychiatric Genetics.

[102]  Jonathan P. Beauchamp,et al.  Molecular Genetics and Economics , 2011 .