Model of genetic variation in human social networks
Open accessAbstract
Social networks exhibit strikingly systematic patterns across a wide range of human contexts. Although genetic variation accounts for a significant portion of the variation in many complex social behaviors, the heritability of egocentric social network attributes is unknown. Here, we show that 3 of these attributes (in-degree, transitivity, and centrality) are heritable. We then develop a “mirror network” method to test extant network models and show that none account for observed genetic variation in human social networks. We propose an alternative “Attract and Introduce” model with two simple forms of heterogeneity that generates significant heritability and other important network features. We show that the model is well suited to real social networks in humans. These results suggest that natural selection may have played a role in the evolution of social networks. They also suggest that modeling intrinsic variation in network attributes may be important for understanding the way genes affect human behaviors and the way these behaviors spread from person to person.
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?
Active network dynamics are mediated by brains and nervous systems that are transcriptionally plastic and sensitive to both biological and social influences.
“These active network dynamics are mediated by brains and nervous systems that are themselves transcriptionally plastic and thus sensitive to both biological and social influences [59], [60].”
From Human Social Genomics (2014) · cites this paper as [60]
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
Emergence of Scaling in Random Networks
Barabási, A.-L., & Albert, R. (1999) · Science · doi:10.1126/science.286.5439.509 · Cited by 36,135 · see citing works
Birds of a Feather: Homophily in Social Networks
McPherson, M., Smith-Lovin, L., & Cook, J. M. (2001) · Annual Review of Sociology · doi:10.1146/annurev.soc.27.1.415 · Cited by 18,567 · see citing works
Social Network Analysis: Methods and Applications
Wasserman, S., & Faust, K. (1994) · doi:10.1017/cbo9780511815478 · Cited by 17,557 · see citing works
Community structure in social and biological networks
Girvan, M., & Newman, M. E. J. (2002) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.122653799 · Cited by 15,502 · see citing works
Complex networks: structure and dynamics
BOCCALETTI, S., LATORA, V, MORENO, Y., CHAVEZ, M., & HWANG, D. (2006) · Physics Reports · doi:10.1016/j.physrep.2005.10.009 · Cited by 11,010 · see citing works
Network motifs: simple building blocks of complex networks.
Milo, R., Shen-Orr, S., Itzkovitz, S., Kashtan, N., Chklovskii, D., & Alon, U. (2002) · Science · doi:10.1126/science.298.5594.824 · Cited by 7,368 · see citing works
(2017) · Sage eBooks · doi:10.4135/9781483381411.n575 · Cited by 6,067 · see citing works
Five Rules for the Evolution of Cooperation
Nowak, M. A. (2006) · Science · doi:10.1126/science.1133755 · Cited by 5,894 · see citing works
Erdős, P., & Rényi, A. (2022) · Publicationes Mathematicae Debrecen · doi:10.5486/pmd.1959.6.3-4.12 · Cited by 5,337 · see citing works
The Spread of Obesity in a Large Social Network over 32 Years
Christakis, N. A., & Fowler, J. H. (2007) · New England Journal of Medicine · doi:10.1056/nejmsa066082 · Cited by 5,007 · see citing works
Self-citationMethodology for Genetic Studies of Twins and Families
Neale, M. C., & Cardon, L. R. (1992) · doi:10.1007/978-94-015-8018-2 · Cited by 4,005 · see citing works
Szabó, G., & Fáth, G. (2007) · Physics Reports · doi:10.1016/j.physrep.2007.04.004 · Cited by 2,928 · see citing works
A Strategic Model of Social and Economic Networks
Jackson, M. O., & Wolinsky, A. (1996) · Journal of Economic Theory · doi:10.1006/jeth.1996.0108 · Cited by 2,600 · see citing works
Structural balance: a generalization of Heider's theory.
Cartwright, D., & Harary, F. (1956) · Psychological Review · doi:10.1037/h0046049 · Cited by 2,529 · see citing works
The collective dynamics of smoking in a large social network
Christakis, N. A., & Fowler, J. H. (2008) · New England Journal of Medicine · doi:10.1056/nejmsa0706154 · Cited by 2,390 · see citing works
Self-citationA simple rule for the evolution of cooperation on graphs and social networks
Ohtsuki, H., Hauert, C., Lieberman, E., & Nowak, M. A. (2006) · Nature · doi:10.1038/nature04605 · Cited by 2,208 · see citing works
Fowler, J. H., & Christakis, N. A. (2008) · BMJ · doi:10.1136/bmj.a2338 · Cited by 1,990 · see citing works
Self-citationLatent Space Approaches to Social Network Analysis
Hoff, P. D., Raftery, A. E., & Handcock, M. S. (2002) · Journal of the American Statistical Association · doi:10.1198/016214502388618906 · Cited by 1,917 · see citing works
Happiness Is a Stochastic Phenomenon
Lykken, D., & Tellegen, A. (1996) · Psychological Science · doi:10.1111/j.1467-9280.1996.tb00355.x · Cited by 1,719 · see citing works
Life-history trade-offs favour the evolution of animal personalities
Wolf, M., van Doorn, G. S., Leimar, O., & Weissing, F. J. (2007) · Nature · doi:10.1038/nature05835 · Cited by 1,427 · see citing works
New Specifications for Exponential Random Graph Models
Snijders, T. A. B., Pattison, P. E., Robins, G. L., & Handcock, M. S. (2006) · Sociological Methodology · doi:10.1111/j.1467-9531.2006.00176.x · Cited by 1,426 · see citing works
Sources of human psychological differences: the Minnesota Study of Twins Reared Apart
Bouchard, T. J., Lykken, D. T., McGue, M., Segal, N. L., & Tellegen, A. (1990) · Science · doi:10.1126/science.2218526 · Cited by 1,373 · see citing works
Evolutionary dynamics on graphs
Aiden, E. L., Hauert, C., & Nowak, M. A. (2005) · Nature · doi:10.1038/nature03204 · Cited by 1,351 · see citing works
ergm : A Package to Fit, Simulate and Diagnose Exponential-Family Models for Networks
Hunter, D. R., Handcock, M. S., Butts, C. T., Goodreau, S. M., & Morris, M. (2008) · Journal of Statistical Software · doi:10.18637/jss.v024.i03 · Cited by 1,302 · see citing works
A Noncooperative Model of Network Formation
Bala, V., & Goyal, S. (2000) · Econometrica · doi:10.1111/1468-0262.00155 · Cited by 1,087 · see citing works
Competition and multiscaling in evolving networks
Bianconi, G., & Barabási, A.-L. (2001) · Europhysics Letters (EPL) · doi:10.1209/epl/i2001-00260-6 · Cited by 1,067 · see citing works
Identity and Search in Social Networks
Watts, D. J., Dodds, P. S., & Newman, M. E. J. (2002) · Science · doi:10.1126/science.1070120 · Cited by 1,060 · see citing works
Three Laws of Behavior Genetics and What They Mean
Turkheimer, E. N. (2000) · Current Directions in Psychological Science · doi:10.1111/1467-8721.00084 · Cited by 1,025 · see citing works
A Noncooperative Model of Network Formation
Bala, V., & Goyal, S. (2003) · Springer eBooks · doi:10.1007/978-3-540-24790-6_7 · Cited by 944 · see citing works
Genetic and environmental influences on human psychological differences
Bouchard, T. J., & McGue, M. (2003) · Journal of Neurobiology · doi:10.1002/neu.10160 · Cited by 870 · see citing works
Understanding quantitative genetic variation
Barton, N., & Keightley, P. D. (2002) · Nature Reviews Genetics · doi:10.1038/nrg700 · Cited by 839 · see citing works
Models of social networks based on social distance attachment
Boguñá, M., Pastor‐Satorras, R., Dı́az-Guilera, A., et al. (2004) · Physical Review E · doi:10.1103/physreve.70.056122 · Cited by 782 · see citing works
A common genetic variant is associated with adult and childhood obesity.
Herbert, A., Gerry, N. P., McQueen, M. B., Heid, I. M., Pfeufer, A., Illig, T., Wichmann, H.-E., Meitinger, T., Hunter, D., Hu, F. B., et al. (2006) · Science · doi:10.1126/science.1124779 · Cited by 732 · see citing works
Coevolution of Strategy and Structure in Complex Networks with Dynamical Linking
Pacheco, J. M., Traulsen, A., & Nowak, M. A. (2006) · Physical Review Letters · doi:10.1103/physrevlett.97.258103 · Cited by 697 · see citing works
Visscher, P. M., Medland, S. E., Ferreira, M. A. R., Morley, K. I., Zhu, G., Cornes, B. K., Montgomery, G. W., & Martin, N. G. (2006) · PLoS Genetics · doi:10.1371/journal.pgen.0020041 · Cited by 613 · see citing works
Is Voting Contagious? Evidence from Two Field Experiments
Nickerson, D. W. (2008) · American Political Science Review · doi:10.1017/s0003055408080039 · Cited by 608 · see citing works
The evolution and functions of laughter and humor: A synthetic approach
Gervais, M., & Wilson, D. S. (2005) · The Quarterly Review of Biology · doi:10.1086/498281 · Cited by 585 · see citing works
A dynamic model of social network formation
Skyrms, B., & Pemantle, R. (2000) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.97.16.9340 · Cited by 570 · see citing works
Cooperation Prevails When Individuals Adjust Their Social Ties
Santos, F. C., Pacheco, J. M., & Lenaerts, T. (2006) · PLoS Computational Biology · doi:10.1371/journal.pcbi.0020140 · Cited by 556 · see citing works
Devlin, B., Daniels, M., & Roeder, K. (1997) · Nature · doi:10.1038/41319 · Cited by 478 · see citing works
Local Structure in Social Networks
Holland, P. W., & Leinhardt, S. (1976) · Sociological Methodology · doi:10.2307/270703 · Cited by 444 · see citing works
Sexually antagonistic genetic variation for fitness in red deer
Foerster, K., Coulson, T. N., Sheldon, B. C., Pemberton, J. M., Clutton-Brock, T. H., & Kruuk, L. E. B. (2007) · Nature · doi:10.1038/nature05912 · Cited by 424 · see citing works
Genetic Variation in Political Participation
Fowler, J., Baker, L. A., & Dawes, C. T. (2008) · American Political Science Review · doi:10.1017/s0003055408080209 · Cited by 383 · see citing works
Self-citationGenetic Influence on Smoking — A Study of Male Twins
Carmelli, D., Swan, G. E., Robinette, D., & Fabsitz, R. R. (1992) · New England Journal of Medicine · doi:10.1056/nejm199209173271201 · Cited by 328 · see citing works
Evidence for a genetic aetiology in reading disability of twins
DeFries, J. C., Fulker, D. W., & LaBuda, M. C. (1987) · Nature · doi:10.1038/329537a0 · Cited by 315 · see citing works
Two Genes Predict Voter Turnout
Fowler, J., & Dawes, C. T. (2008) · Journal of Politics · doi:10.1017/s0022381608080638 · Cited by 271 · see citing works
Self-citationGenetics and general cognitive ability
Plomin, R. J. (1999) · Nature · doi:10.1038/35011520 · Cited by 260 · see citing works
Sociological Methodology 1972.
Acock, A. C., & Costner, H. L. (1975) · Contemporary Sociology A Journal of Reviews · doi:10.2307/2064039 · Cited by 231 · see citing works
Biology, Politics, and the Emerging Science of Human Nature
Fowler, J. H., & Schreiber, D. M. (2008) · Science · doi:10.1126/science.1158188 · Cited by 202 · see citing works
Self-citationInferring network mechanisms: The Drosophila melanogaster protein interaction network
Middendorf, M., Ziv, E., & Wiggins, C. H. (2005) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0409515102 · Cited by 197 · see citing works
The National Longitudinal Study of Adolescent Health (Add Health) Twin Data
Harris, K. M., Halpern, C. T., Smolen, A., & Haberstick, B. C. (2006) · Twin Research and Human Genetics · doi:10.1375/183242706779462787 · Cited by 178 · see citing works
Self-report psychiatric symptoms in twins and their nontwin relatives: are twins different?
Kendler, K., Martin, N. G., Heath, A. C., & Eaves, L. (1995) · American journal of medical genetics · doi:10.1002/ajmg.1320600622 · Cited by 158 · see citing works
Distribution of node characteristics in complex networks
Park, J. M., & Barabási, A.-Ĺ. (2007) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0705081104 · Cited by 151 · see citing works
The Heritability of Partisan Attachment
Settle, J. E., Dawes, C. T., & Fowler, J. H. (2009) · Political Research Quarterly · doi:10.1177/1065912908327607 · Cited by 144 · see citing works
Self-citationGenetic and Environmental Influences on Adult Intelligence and Special Mental Abilities
Bouchard, & Thomas, J. (1998) · Human Biology · Cited by 132 · see citing works
Evans, D. M., Gillespie, N. A., & Martin, N. G. (2002) · Biological Psychology · doi:10.1016/s0301-0511(02)00051-0 · Cited by 121 · see citing works
Horwitz, A. V., Videon, T. M., Schmitz, M. F., & Davis, D. (2003) · Journal of Health and Social Behavior · doi:10.2307/1519802 · Cited by 114 · see citing works
Genetic and environmental contributions to the acquisition of a motor skill
Fox, P. W., Hershberger, S., & Bouchard, T. J. J. (1996) · Nature · doi:10.1038/384356a0 · Cited by 111 · see citing works
Genetic and Shared Environmental Influences on Adolescent BMI: Interactions with Race and Sex
Jacobson, K. C., & Rowe, D. (1998) · Behavior Genetics · doi:10.1023/a:1021619329904 · Cited by 105 · see citing works
Experience versus talent shapes the structure of the Web
Kong, J. S., Sarshar, N., & Roychowdhury, V. (2008) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0805921105 · Cited by 76 · see citing works
Burt, S. (2008) · Psychology Science · doi:10.1111/j.1467-9280.2008.02055.x · Cited by 25 · see citing works
Tilting at Twindmills: Rethinking Sociological Responses to Behavioral Genetics
Freese, J., & Powell, B. (2003) · Journal of Health and Social Behavior · doi:10.2307/1519803 · Cited by 21 · see citing works
Flagged first, then by citations
Research works printed but not linked: 2
- [11]11. Evans, D.M., Gillespie, N.A., Martin, N.G. Biological Psychology 61, 33 (2002).
- [21]21. Holland, P., Leinhardt, S. in Sociological Methodology , D. Heise, Ed. (Jossey-Bass, San Francisco, 1975), pp. 1-45.
Cited by
Sorted by citations
Lazer, D., Pentland, A., Adamic, L., Aral, S., Barabási, A.-L., Brewer, D., Christakis, N., Contractor, N., Fowler, J., Gutmann, M., et al. (2009) · Science · doi:10.1126/science.1167742 · Cited by 3,365 · see citing works
Self-citationSocial contagion theory: examining dynamic social networks and human behavior
Christakis, N. A., & Fowler, J. H. (2013) · Statistics in Medicine · doi:10.1002/sim.5408 · Cited by 1,303 · see citing works
Self-citationCooperative behavior cascades in human social networks
Fowler, J. H., & Christakis, N. A. (2010) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.0913149107 · Cited by 767 · see citing works
Self-citationSocial networks and cooperation in hunter-gatherers.
Apicella, C. L., Marlowe, F. W., Fowler, J. H., & Christakis, N. A. (2012) · Nature · doi:10.1038/nature10736 · Cited by 698 · see citing works
Self-citationDynamic social networks promote cooperation in experiments with humans
Rand, D. G., Arbesman, S., & Christakis, N. A. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1108243108 · Cited by 653 · see citing works
Self-citationCole, S. W. (2014) · PLoS Genetics · doi:10.1371/journal.pgen.1004601 · Cited by 415 · see citing works
News, Politics, and Negativity
Soroka, S., & McAdams, S. (2015) · Political Communication · doi:10.1080/10584609.2014.881942 · Cited by 420 · see citing works
Online social network size is reflected in human brain structure
Kanai, R., Bahrami, B., Roylance, R., & Rees, G. (2012) · Proceedings of the Royal Society B: Biological Sciences · doi:10.1098/rspb.2011.1959 · Cited by 391 · see citing works
Genetic origins of social networks in rhesus macaques
Brent, L. J. N., Heilbronner, S. R., Horvath, J. E., Gonzalez-Martinez, J., Ruiz-Lambides, A., Robinson, A. G., Skene, J. H. P., & Platt, M. L. (2013) · Scientific Reports · doi:10.1038/srep01042 · Cited by 220 · see citing works
Correlated genotypes in friendship networks
Fowler, J. H., Settle, J. E., & Christakis, N. A. (2011) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1011687108 · Cited by 188 · see citing works
Self-citationNeuroethology of primate social behavior
Chang, S. W. C., Brent, L. J. N., Adams, G. K., Klein, J. T., Pearson, J. M., Watson, K. K., & Platt, M. L. (2013) · Proceedings of the National Academy of Sciences · doi:10.1073/pnas.1301213110 · Cited by 157 · see citing works
Genes, economics, and happiness.
De Neve, J.-E., Christakis, N. A., Fowler, J. H., & Frey, B. S. (2012) · Journal of Neuroscience, Psychology, and Economics · doi:10.1037/a0030292 · Cited by 148 · see citing works
Self-citationThe neuroethology of friendship
Brent, L. J. N., Chang, S. W. C., Gariépy, J., & Platt, M. L. (2014) · Annals of the New York Academy of Sciences · doi:10.1111/nyas.12315 · Cited by 138 · see citing works
Blum, K., Thompson, B., Demotrovics, Z., Femino, J., Giordano, J., Oscar-Berman, M., Teitelbaum, S., Smith, D. E., Roy, A. K., Agan, G., et al. (2015) · Journal of Reward Deficiency Syndrome · doi:10.17756/jrds.2015-008 · Cited by 73 · see citing works
Neurogenetics and Epigenetics of Loneliness
Bowirrat, A., Elman, I., Dennen, C. A., Gondré-Lewis, M. C., Cadet, J. L., Khalsa, J., Baron, D., Soni, D., Gold, M. S., McLaughlin, T., et al. (2023) · Psychology Research and Behavior Management · doi:10.2147/prbm.s423802 · Cited by 23 · see citing works
Is there an active gene-environment correlation in adolescent drinking behavior?
Loehlin, J. C. (2010) · Behavior Genetics · doi:10.1007/s10519-010-9347-z · Cited by 16 · see citing works
Zeine, F., Jafari, N., Manoukian, E., & Blum, K. (2024) · Medical Research Archives · doi:10.18103/mra.v12i8.5702 · Cited by 1 · see citing works
- Authors
- Fowler, J. H., Dawes, C. T., & Christakis, N. A.
- Affiliations
- University of California San Diego (US)
- Harvard University (US)
- Venue
- Proceedings of the National Academy of Sciences
- Publisher
- National Academy of Sciences
- Published
- 2009-02-10
- Volume
- 106
- Issue
- 6
- Pages
- 1720-1724
- ISSN
- 0027-8424 (ISSN-L)
- 1091-6490
- PMC
- PMC2644104
- OpenAlex
- W2080569341
- Cited by
- 245
- References
- 62
- Citations by year
- 2026: 3 · 2025: 5 · 2024: 2 · 2023: 10 · 2022: 13 · 2021: 12 · 2020: 16 · 2019: 8 · 2018: 6 · 2017: 17 · 2016: 13 · 2015: 19 · 2014: 23 · 2013: 14 · 2012: 27
- FWCI
- 18.52
- Type
- journal article
- Language
- en
- Open access
- green
- doi.org
- Locations
- Proceedings of the National Academy of Sciences (publishedVersion)
- SSRN Electronic Journal (acceptedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- arXiv (Cornell University) (submittedVersion)
- Digital Access to Scholarship at Harvard (DASH) (Harvard University) (submittedVersion, cc-by)
- arXiv (Cornell University)
- Funders
- National Science Foundation (0719404)
- National Institute on Aging (P01AG031093)
- Topics
- Physical Sciences › Physics and Astronomy › Statistical and Nonlinear Physics › Complex Network Analysis Techniques
- Social Sciences › Cultural Studies › Language and cultural evolution
- Social Sciences › Psychology › Experimental and Cognitive Psychology › Evolutionary Psychology and Human Behavior
- Keywords
- human social networks, genetic variation, heritability, personal networks, in-degree, transitivity, centrality, network evolution, natural selection, social behavior genetics, gene-culture coevolution
- MeSH terms
- Genetics, Behavioral, Humans, Interpersonal Relations, Models, Theoretical, Social Support, Genetic Variation
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