Social Contact Networks and Disease Eradicability under Voluntary Vaccination

Certain theories suggest that it should be difficult or impossible to eradicate a vaccine-preventable disease under voluntary vaccination: Herd immunity implies that the individual incentive to vaccinate disappears at high coverage levels. Historically, there have been examples of declining coverage for vaccines, such as MMR vaccine and whole-cell pertussis vaccine, that are consistent with this theory. On the other hand, smallpox was globally eradicated by 1980 despite voluntary vaccination policies in many jurisdictions. Previous modeling studies of the interplay between disease dynamics and individual vaccinating behavior have assumed that infection is transmitted in a homogeneously mixing population. By comparison, here we simulate transmission of a vaccine-preventable SEIR infection through a random, static contact network. Individuals choose whether to vaccinate based on infection risks from neighbors, and based on vaccine risks. When neighborhood size is small, rational vaccinating behavior results in rapid containment of the infection through voluntary ring vaccination. As neighborhood size increases (while the average force of infection is held constant), a threshold is reached beyond which the infection can break through partially vaccinated rings, percolating through the whole population and resulting in considerable epidemic final sizes and a large number vaccinated. The former outcome represents convergence between individually and socially optimal outcomes, whereas the latter represents their divergence, as observed in most models of individual vaccinating behavior that assume homogeneous mixing. Similar effects are observed in an extended model using smallpox-specific natural history and transmissibility assumptions. This work illustrates the significant qualitative differences between behavior–infection dynamics in discrete contact-structured populations versus continuous unstructured populations. This work also shows how disease eradicability in populations where voluntary vaccination is the primary control mechanism may depend partly on whether the disease is transmissible only to a few close social contacts or to a larger subset of the population.

[1]  A. J. Hall Infectious diseases of humans: R. M. Anderson & R. M. May. Oxford etc.: Oxford University Press, 1991. viii + 757 pp. Price £50. ISBN 0-19-854599-1 , 1992 .

[2]  R. May,et al.  Infection dynamics on scale-free networks. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[3]  Akira Sasaki,et al.  Statistical Mechanics of Population , 1992 .

[4]  B. T. Grenfell,et al.  Disease Extinction and Community Size: Modeling the Persistence of Measles , 1997, Science.

[5]  C. Fraser,et al.  Factors that make an infectious disease outbreak controllable. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[6]  M. Keeling The implications of network structure for epidemic dynamics. , 2005, Theoretical population biology.

[7]  Philip S. Brachman,et al.  Control of Communicable Diseases Manual, 17th Edition , 2001 .

[8]  Scott Barrett,et al.  The Smallpox Eradication Game , 2007 .

[9]  H. Gelfand,et al.  The recent outbreak of smallpox in Meschede, West Germany. , 1971, American journal of epidemiology.

[10]  F. Fenner Smallpox and its eradication , 1988 .

[11]  Timothy C. Reluga,et al.  Long-standing influenza vaccination policy is in accord with individual self-interest but not with the utilitarian optimum , 2007, Proceedings of the National Academy of Sciences.

[12]  David A. Rand,et al.  Invasion, stability and evolution to criticality in spatially extended, artificial host—pathogen ecologies , 1995, Proceedings of the Royal Society of London. Series B: Biological Sciences.

[13]  M. Newman,et al.  Network theory and SARS: predicting outbreak diversity , 2004, Journal of Theoretical Biology.

[14]  Pejman Rohani,et al.  Appropriate Models for the Management of Infectious Diseases , 2005, PLoS medicine.

[15]  P. Bellaby Communication and miscommunication of risk: understanding UK parents' attitudes to combined MMR vaccination , 2003, BMJ : British Medical Journal.

[16]  R C Hidalgo,et al.  Bursts in a fiber bundle model with continuous damage. , 2001, Physical review. E, Statistical, nonlinear, and soft matter physics.

[17]  B T Grenfell,et al.  Individual-based perspectives on R(0). , 2000, Journal of theoretical biology.

[18]  H. Bedford,et al.  Why do parents decide against immunization? The effect of health beliefs and health professionals. , 2003, Child: care, health and development.

[19]  P. Geoffard,et al.  Disease Eradication: Private versus Public Vaccination , 1997 .

[20]  A. Nizam,et al.  Containing Bioterrorist Smallpox , 2002, Science.

[21]  Akira Sasaki,et al.  Statistical Mechanics of Population: The Lattice Lotka-Volterra Model , 1992 .

[22]  S. Blower,et al.  Mean-field analysis of an inductive reasoning game: application to influenza vaccination. , 2007, Physical review. E, Statistical, nonlinear, and soft matter physics.

[23]  Elizabeth Mason,et al.  WHO's strategy on Integrated Management of Childhood Illness. , 2006, Bulletin of the World Health Organization.

[24]  M. Meltzer Introduction to health economics for physicians , 2001, The Lancet.

[25]  Shane Marley,et al.  Control of Communicable Diseases Manual , 1997, Annals of Internal Medicine.

[26]  D A Henderson,et al.  Diagnosis and management of smallpox. , 2002, The New England journal of medicine.

[27]  Raffaele Vardavas,et al.  Can Influenza Epidemics Be Prevented by Voluntary Vaccination? , 2007, PLoS Comput. Biol..

[28]  J. Berthelot,et al.  Obesity--a growing issue. , 2006, Health reports.

[29]  Jan Medlock,et al.  Optimal Timing of Disease Transmission in an Age-Structured Population , 2007, Bulletin of mathematical biology.

[30]  L. Meyers,et al.  When individual behaviour matters: homogeneous and network models in epidemiology , 2007, Journal of The Royal Society Interface.

[31]  Christopher A. Gilligan,et al.  Economic incentives and mathematical models of disease , 2007, Environment and Development Economics.

[32]  M. Nowak,et al.  Evolutionary games and spatial chaos , 1992, Nature.

[33]  H. Nishiura,et al.  Infectiousness of smallpox relative to disease age: estimates based on transmission network and incubation period , 2006, Epidemiology and Infection.

[34]  M. Kretzschmar,et al.  Concurrent partnerships and the spread of HIV , 1997, AIDS.

[35]  D. Fryback,et al.  HALYS and QALYS and DALYS, Oh My: similarities and differences in summary measures of population Health. , 2002, Annual review of public health.

[36]  D. Earn,et al.  Vaccination and the theory of games. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[37]  David A. Rand,et al.  Correlation Equations and Pair Approximations for Spatial Ecologies , 1999 .

[38]  D. Earn,et al.  Group interest versus self-interest in smallpox vaccination policy , 2003, Proceedings of the National Academy of Sciences of the United States of America.

[39]  R. Durrett,et al.  The Importance of Being Discrete (and Spatial) , 1994 .

[40]  Philip K. Russell,et al.  Smallpox as a biological weapon: medical and public health management. Working Group on Civilian Biodefense. , 1999, JAMA.

[41]  M. Pascual,et al.  Building epidemiological models from R0: an implicit treatment of transmission in networks , 2007, Proceedings of the Royal Society B: Biological Sciences.

[42]  Duncan J. Watts,et al.  Collective dynamics of ‘small-world’ networks , 1998, Nature.

[43]  G Haq,et al.  Smallpox eradication. , 1983, JPMA. The Journal of the Pakistan Medical Association.

[44]  Frederick Chen A Susceptible-infected Epidemic Model with Voluntary Vaccinations , 2006, Journal of mathematical biology.

[45]  P. Fine,et al.  Individual versus public priorities in the determination of optimal vaccination policies. , 1986, American journal of epidemiology.

[46]  H Kunreuther,et al.  Omission Bias and Pertussis Vaccination , 1994, Medical decision making : an international journal of the Society for Medical Decision Making.

[47]  C. Bauch Imitation dynamics predict vaccinating behaviour , 2005, Proceedings of the Royal Society B: Biological Sciences.

[48]  M. Evans,et al.  Reasons for non-uptake of measles, mumps, and rubella catch up immunisation in a measles epidemic and side effects of the vaccine , 1995, BMJ.

[49]  David L. Craft,et al.  Emergency response to a smallpox attack: The case for mass vaccination , 2002, Proceedings of the National Academy of Sciences of the United States of America.

[50]  S. Levin,et al.  Mathematical and Computational Challenges in Population Biology and Ecosystems Science , 1997, Science.

[51]  P. Manfredi,et al.  Vaccinating behaviour, information, and the dynamics of SIR vaccine preventable diseases. , 2007, Theoretical population biology.

[52]  M. Baalen,et al.  The Unit of Selection in Viscous Populations and the Evolution of Altruism. , 1998, Journal of theoretical biology.

[53]  E. Miller,et al.  Impact of anti-vaccine movements on pertussis control: the untold story , 1998, The Lancet.