Infection in social networks: using network analysis to identify high-risk individuals.

Abstract:

:Simulation studies using susceptible-infectious-recovered models were conducted to estimate individuals' risk of infection and time to infection in small-world and randomly mixing networks. Infection transmitted more rapidly but ultimately resulted in fewer infected individuals in the small-world, compared with the random, network. The ability of measures of network centrality to identify high-risk individuals was also assessed. "Centrality" describes an individual's position in a population; numerous parameters are available to assess this attribute. Here, the authors use the centrality measures degree (number of contacts), random-walk betweenness (a measure of the proportion of times an individual lies on the path between other individuals), shortest-path betweenness (the proportion of times an individual lies on the shortest path between other individuals), and farness (the sum of the number of steps between an individual and all other individuals). Each was associated with time to infection and risk of infection in the simulated outbreaks. In the networks examined, degree (which is the most readily measured) was at least as good as other network parameters in predicting risk of infection. Identification of more central individuals in populations may be used to inform surveillance and infection control strategies.

journal_name

Am J Epidemiol

authors

Christley RM,Pinchbeck GL,Bowers RG,Clancy D,French NP,Bennett R,Turner J

doi

10.1093/aje/kwi308

subject

Has Abstract

pub_date

2005-11-15 00:00:00

pages

1024-31

issue

10

eissn

0002-9262

issn

1476-6256

pii

kwi308

journal_volume

162

pub_type

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