Multigeneration Reproduction Ratios and the Effects of Clustered Unvaccinated Individuals on Epidemic Outbreak
An SIR epidemiological community-structured model is constructed to investigate the effects of clustered distributions of unvaccinated individuals and the distribution of the primary case relative to vaccination levels. The communities here represent groups such as neighborhoods within a city or cit...
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Veröffentlicht in: | Bulletin of mathematical biology 2011-12, Vol.73 (12), p.3047-3070 |
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creator | Hiebeler, David E. Michaud, Isaac J. Ackerman, Hamilton Hoxie Reed Iosevich, Shannon Robinson, Andre |
description | An SIR epidemiological community-structured model is constructed to investigate the effects of clustered distributions of unvaccinated individuals and the distribution of the primary case relative to vaccination levels. The communities here represent groups such as neighborhoods within a city or cities within a region. The model contains two levels of mixing, where individuals make more intra-group than inter-group contacts. Stochastic simulations and analytical results are utilized to explore the model. An extension of the effective reproduction ratio that incorporates more spatial information by predicting the average number of tertiary infections caused by a single infected individual is introduced to characterize the system. Using these methods, we show that both the vaccination coverage and the variation in vaccination levels among communities affect the likelihood and severity of epidemics. The location of the primary infectious case and the degree of mixing between communities are also important factors in determining the dynamics of outbreaks. In some cases, increasing the efficacy of a vaccine can in fact increase the effective reproduction ratio in early generations, due to the effects of population structure on the likely initial location of an infection. |
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The communities here represent groups such as neighborhoods within a city or cities within a region. The model contains two levels of mixing, where individuals make more intra-group than inter-group contacts. Stochastic simulations and analytical results are utilized to explore the model. An extension of the effective reproduction ratio that incorporates more spatial information by predicting the average number of tertiary infections caused by a single infected individual is introduced to characterize the system. Using these methods, we show that both the vaccination coverage and the variation in vaccination levels among communities affect the likelihood and severity of epidemics. The location of the primary infectious case and the degree of mixing between communities are also important factors in determining the dynamics of outbreaks. In some cases, increasing the efficacy of a vaccine can in fact increase the effective reproduction ratio in early generations, due to the effects of population structure on the likely initial location of an infection.</description><subject>Cell Biology</subject><subject>Cluster Analysis</subject><subject>Disease Outbreaks - prevention & control</subject><subject>Disease Outbreaks - statistics & numerical data</subject><subject>Epidemics</subject><subject>Epidemics - prevention & control</subject><subject>Epidemics - statistics & numerical data</subject><subject>Epidemiology</subject><subject>Humans</subject><subject>Immunization</subject><subject>Life Sciences</subject><subject>Mathematical analysis</subject><subject>Mathematical and Computational Biology</subject><subject>Mathematical Concepts</subject><subject>Mathematics</subject><subject>Mathematics and Statistics</subject><subject>Models, Biological</subject><subject>Original Article</subject><subject>Outbreaks</subject><subject>Population structure</subject><subject>Reproduction</subject><subject>Spatial data</subject><subject>Vaccination</subject><subject>Vaccination - 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subjects | Cell Biology Cluster Analysis Disease Outbreaks - prevention & control Disease Outbreaks - statistics & numerical data Epidemics Epidemics - prevention & control Epidemics - statistics & numerical data Epidemiology Humans Immunization Life Sciences Mathematical analysis Mathematical and Computational Biology Mathematical Concepts Mathematics Mathematics and Statistics Models, Biological Original Article Outbreaks Population structure Reproduction Spatial data Vaccination Vaccination - statistics & numerical data |
title | Multigeneration Reproduction Ratios and the Effects of Clustered Unvaccinated Individuals on Epidemic Outbreak |
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