Mathematical models to investigate the relationship between cross-immunity and replacement of influenza subtypes

A pandemic subtype of influenza A sometimes replaces (e.g., in 1918, 1957, 1968) but sometimes coexists (e.g., in 1977) with the previous seasonal subtype. This research aims to determine a condition for replacement or coexistence of influenza subtypes. We formulate a hybrid model for the dynamics o...

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Main Author: Asaduzzaman, S M
Other Authors: Ma, Junling
Format: Others
Language:English
en
Published: 2018
Subjects:
Online Access:https://dspace.library.uvic.ca//handle/1828/8951
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spelling ndltd-uvic.ca-oai-dspace.library.uvic.ca-1828-89512018-01-09T17:09:03Z Mathematical models to investigate the relationship between cross-immunity and replacement of influenza subtypes Asaduzzaman, S M Ma, Junling Van den Driessche, Pauline Influenza drift Influenza pandemic Cross-immunity Reproduction number Vaccine protection Drift evolution Basic reproduction number Seasonal influenza strains Evolutionary tree A pandemic subtype of influenza A sometimes replaces (e.g., in 1918, 1957, 1968) but sometimes coexists (e.g., in 1977) with the previous seasonal subtype. This research aims to determine a condition for replacement or coexistence of influenza subtypes. We formulate a hybrid model for the dynamics of influenza A epidemics taking into account cross-immunity of influenza strains depending on the most recent seasonal infection. A combination of theoretical and numerical analyses shows that for very strong cross-immunity between seasonal and pandemic subtypes, the pandemic cannot invade, whereas for strong and weak cross-immunity there is coexistence, and for intermediate levels of cross-immunity the pandemic may replace the seasonal subtype. Cross-immunity between seasonal strains is also a key factor of our model because it has a major influence on the final size of seasonal epidemics, and on the distribution of susceptibility in the population. To determine this cross-immunity, we design a novel statistical method, which uses a theoretical model and clinical data on attack rates and vaccine efficacy among school children for two seasons after the 1968 A/H3N2 pandemic. This model incorporates the distribution of susceptibility and the dependence of cross-immunity on the antigenic distance of drifted strains. We find that the cross-immunity between an influenza strain and the mutant that causes the next epidemic is 88%. Our method also gives an estimated value 2.15 for the basic reproduction number of the 1968 pandemic influenza. Our hybrid model agrees qualitatively with the observed subtype replacement or coexistence in 1957, 1968 and 1977. However, our model with the homogeneous mixing assumption significantly over estimates the pandemic attack rate. Thus, we modify the model to incorporate heterogeneity in the contact rate of individuals. Using the determined values of cross-immunity and the basic reproduction number, this modification lowers the pandemic attack rate slightly, but it is still higher than the observed attack rates. Graduate 2018-01-08T15:44:50Z 2018-01-08T15:44:50Z 2017 2018-01-08 Thesis https://dspace.library.uvic.ca//handle/1828/8951 English en Available to the World Wide Web application/pdf
collection NDLTD
language English
en
format Others
sources NDLTD
topic Influenza drift
Influenza pandemic
Cross-immunity
Reproduction number
Vaccine protection
Drift evolution
Basic reproduction number
Seasonal influenza strains
Evolutionary tree
spellingShingle Influenza drift
Influenza pandemic
Cross-immunity
Reproduction number
Vaccine protection
Drift evolution
Basic reproduction number
Seasonal influenza strains
Evolutionary tree
Asaduzzaman, S M
Mathematical models to investigate the relationship between cross-immunity and replacement of influenza subtypes
description A pandemic subtype of influenza A sometimes replaces (e.g., in 1918, 1957, 1968) but sometimes coexists (e.g., in 1977) with the previous seasonal subtype. This research aims to determine a condition for replacement or coexistence of influenza subtypes. We formulate a hybrid model for the dynamics of influenza A epidemics taking into account cross-immunity of influenza strains depending on the most recent seasonal infection. A combination of theoretical and numerical analyses shows that for very strong cross-immunity between seasonal and pandemic subtypes, the pandemic cannot invade, whereas for strong and weak cross-immunity there is coexistence, and for intermediate levels of cross-immunity the pandemic may replace the seasonal subtype. Cross-immunity between seasonal strains is also a key factor of our model because it has a major influence on the final size of seasonal epidemics, and on the distribution of susceptibility in the population. To determine this cross-immunity, we design a novel statistical method, which uses a theoretical model and clinical data on attack rates and vaccine efficacy among school children for two seasons after the 1968 A/H3N2 pandemic. This model incorporates the distribution of susceptibility and the dependence of cross-immunity on the antigenic distance of drifted strains. We find that the cross-immunity between an influenza strain and the mutant that causes the next epidemic is 88%. Our method also gives an estimated value 2.15 for the basic reproduction number of the 1968 pandemic influenza. Our hybrid model agrees qualitatively with the observed subtype replacement or coexistence in 1957, 1968 and 1977. However, our model with the homogeneous mixing assumption significantly over estimates the pandemic attack rate. Thus, we modify the model to incorporate heterogeneity in the contact rate of individuals. Using the determined values of cross-immunity and the basic reproduction number, this modification lowers the pandemic attack rate slightly, but it is still higher than the observed attack rates. === Graduate
author2 Ma, Junling
author_facet Ma, Junling
Asaduzzaman, S M
author Asaduzzaman, S M
author_sort Asaduzzaman, S M
title Mathematical models to investigate the relationship between cross-immunity and replacement of influenza subtypes
title_short Mathematical models to investigate the relationship between cross-immunity and replacement of influenza subtypes
title_full Mathematical models to investigate the relationship between cross-immunity and replacement of influenza subtypes
title_fullStr Mathematical models to investigate the relationship between cross-immunity and replacement of influenza subtypes
title_full_unstemmed Mathematical models to investigate the relationship between cross-immunity and replacement of influenza subtypes
title_sort mathematical models to investigate the relationship between cross-immunity and replacement of influenza subtypes
publishDate 2018
url https://dspace.library.uvic.ca//handle/1828/8951
work_keys_str_mv AT asaduzzamansm mathematicalmodelstoinvestigatetherelationshipbetweencrossimmunityandreplacementofinfluenzasubtypes
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