Model of Genetic Variation in Human Social Networks
arXiv:0807.3089 · doi:10.1073/pnas.0806746106
Abstract
Social networks exhibit strikingly systematic patterns across a wide range of human contexts. While 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 three 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 accounts 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 as well as 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.
Additional materials related to the paper are available at http://jhfowler.ucsd.edu
References in corpus (7)
- Emergence of scaling in random networks
- Community structure in social and biological networks
- Evolutionary games on graphs
- Identity and Search in Social Networks
- Co-evolution of strategy and structure in complex networks with dynamical linking
- Inferring Network Mechanisms: The Drosophila melanogaster Protein Interaction Network
- Experience versus Talent Shapes the Structure of the Web
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