Background: A striking characteristic of the past four influenza pandemic outbreaks in the United States has been the multiple waves of infections. However, the mechanisms responsible for the multiple waves of influenza or other acute infectious diseases are uncertain. Understanding these mechanisms could provide knowledge for health authorities to develop and implement prevention and control strategies. Materials and Methods: We exhibit five distinct mechanisms, each of which can generate two waves of infections for an acute infectious disease. The first two mechanisms capture changes in virus transmissibility and behavioral changes. The third mechanism involves population heterogeneity (e.g., demography, geography), where each wave spreads through one sub-population. The fourth mechanism is virus mutation which causes delayed susceptibility of individuals. The fifth mechanism is waning immunity. Each mechanism is incorporated into separate mathematical models, and outbreaks are then simulated. We use the models to examine the effects of the initial number of infected individuals (e.g., border control at the beginning of the outbreak) and the timing of and amount of available vaccinations. Results: Four models, individually or in any combination, reproduce the two waves of the 2009 H1N1 pandemic in the United States, both qualitatively and quantitatively. One model reproduces the two waves only qualitatively. All models indicate that significantly reducing or delaying the initial numbers of infected individuals would have little impact on the attack rate. Instead, this reduction or delay results in a single wave as opposed to two waves. Furthermore, four of these models also indicate that a vaccination program started earlier than October 2009 (when the H1N1 vaccine was initially distributed) could have eliminated the second wave of infection, while more vaccine available starting in October would not have eliminated the second wave.
机构:
Univ Wisconsin, Sch Vet Med, Dept Pathobiol Sci, Influenza Res Inst, 575 Sci Dr, Madison, WI 53711 USAUniv Wisconsin, Sch Vet Med, Dept Pathobiol Sci, Influenza Res Inst, 575 Sci Dr, Madison, WI 53711 USA
Neumann, Gabriele
Kawaoka, Yoshihiro
论文数: 0引用数: 0
h-index: 0
机构:
Univ Wisconsin, Sch Vet Med, Dept Pathobiol Sci, Influenza Res Inst, 575 Sci Dr, Madison, WI 53711 USA
Univ Tokyo, Inst Med Sci, Dept Microbiol & Immunol, Div Virol, Tokyo, JapanUniv Wisconsin, Sch Vet Med, Dept Pathobiol Sci, Influenza Res Inst, 575 Sci Dr, Madison, WI 53711 USA
机构:
Univ Hong Kong, Dept Community Med, Pokfulam, Hong Kong, Peoples R China
Univ Hong Kong, Sch Publ Hlth, Pokfulam, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Community Med, Pokfulam, Hong Kong, Peoples R China
Kwok, Kin On
Leung, Gabriel M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Dept Community Med, Pokfulam, Hong Kong, Peoples R China
Univ Hong Kong, Sch Publ Hlth, Pokfulam, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Community Med, Pokfulam, Hong Kong, Peoples R China
Leung, Gabriel M.
Mak, Peter
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Dept Community Med, Pokfulam, Hong Kong, Peoples R China
Univ Hong Kong, Sch Publ Hlth, Pokfulam, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Community Med, Pokfulam, Hong Kong, Peoples R China
Mak, Peter
Riley, Steven
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Dept Community Med, Pokfulam, Hong Kong, Peoples R China
Univ Hong Kong, Sch Publ Hlth, Pokfulam, Hong Kong, Peoples R China
Univ London Imperial Coll Sci Technol & Med, MRC Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, Sch Publ Hlth, London SW7 2AZ, EnglandUniv Hong Kong, Dept Community Med, Pokfulam, Hong Kong, Peoples R China
机构:
Univ Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON M5T 3M7, Canada
Publ Hlth Agcy Canada, Ottawa, ON, CanadaUniv Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON M5T 3M7, Canada
Greer, A. L.
Tuite, A.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON M5T 3M7, CanadaUniv Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON M5T 3M7, Canada
Tuite, A.
Fisman, D. N.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON M5T 3M7, Canada
Univ Toronto, Dept Hlth Policy Management & Evaluat, Toronto, ON M5T 3M7, Canada
Univ Toronto, Dept Med, Toronto, ON M5T 3M7, CanadaUniv Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON M5T 3M7, Canada
机构:
Icahn Sch Med Mt Sinai, Dept Microbiol, Div Infect Dis, New York, NY 10029 USAIcahn Sch Med Mt Sinai, Dept Microbiol, Div Infect Dis, New York, NY 10029 USA
Miller, Matthew S.
Palese, Peter
论文数: 0引用数: 0
h-index: 0
机构:
Icahn Sch Med Mt Sinai, Dept Microbiol, Div Infect Dis, New York, NY 10029 USA
Icahn Sch Med Mt Sinai, Dept Med, Div Infect Dis, New York, NY 10029 USAIcahn Sch Med Mt Sinai, Dept Microbiol, Div Infect Dis, New York, NY 10029 USA