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:
Int TB Res Ctr, Seoul, South KoreaEuropean Soc Clin Microbiol & Infect Dis, CH-4010 Basel, Switzerland
Go, Unyeong
Hamer, Davidson H.
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Boston Univ, Sch Publ Hlth, Dept Global Hlth, Boston, MA USA
Boston Univ, Sch Med, Dept Med, Boston, MA 02118 USA
Boston Univ, Natl Emerging Infect Dis Labs, Boston, MA 02215 USAEuropean Soc Clin Microbiol & Infect Dis, CH-4010 Basel, Switzerland
机构:
Univ Nova Lisboa UNL, Global Hlth & Trop Med GHTM, Inst Higiene & Med Trop IHMT, Lisbon, PortugalUniv Nova Lisboa UNL, Global Hlth & Trop Med GHTM, Inst Higiene & Med Trop IHMT, Lisbon, Portugal
Miranda, Mafalda N. S.
Pingarilho, Marta
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Univ Nova Lisboa UNL, Global Hlth & Trop Med GHTM, Inst Higiene & Med Trop IHMT, Lisbon, PortugalUniv Nova Lisboa UNL, Global Hlth & Trop Med GHTM, Inst Higiene & Med Trop IHMT, Lisbon, Portugal
Pingarilho, Marta
Pimentel, Victor
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机构:
Univ Nova Lisboa UNL, Global Hlth & Trop Med GHTM, Inst Higiene & Med Trop IHMT, Lisbon, PortugalUniv Nova Lisboa UNL, Global Hlth & Trop Med GHTM, Inst Higiene & Med Trop IHMT, Lisbon, Portugal
Pimentel, Victor
Torneri, Andrea
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机构:
Vrije Univ Brussel, Dept Comp Sci, Artificial Intelligence Lab, Brussels, BelgiumUniv Nova Lisboa UNL, Global Hlth & Trop Med GHTM, Inst Higiene & Med Trop IHMT, Lisbon, Portugal
Torneri, Andrea
Seabra, Sofia G.
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机构:
Univ Nova Lisboa UNL, Global Hlth & Trop Med GHTM, Inst Higiene & Med Trop IHMT, Lisbon, PortugalUniv Nova Lisboa UNL, Global Hlth & Trop Med GHTM, Inst Higiene & Med Trop IHMT, Lisbon, Portugal
Seabra, Sofia G.
Libin, Pieter J. K.
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机构:
Vrije Univ Brussel, Dept Comp Sci, Artificial Intelligence Lab, Brussels, Belgium
Hasselt Univ, Interuniv Inst Biostat & Stat Bioinformat, Data Sci Inst, Hasselt, Belgium
Univ Leuven, KU Leuven, Rega Inst Med Res, Dept Microbiol & Immunol, Leuven, BelgiumUniv Nova Lisboa UNL, Global Hlth & Trop Med GHTM, Inst Higiene & Med Trop IHMT, Lisbon, Portugal
Libin, Pieter J. K.
Abecasis, Ana B.
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机构:
Univ Nova Lisboa UNL, Global Hlth & Trop Med GHTM, Inst Higiene & Med Trop IHMT, Lisbon, PortugalUniv Nova Lisboa UNL, Global Hlth & Trop Med GHTM, Inst Higiene & Med Trop IHMT, Lisbon, Portugal
机构:
Guangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Guangxi Zhuang Autonomous Reg Engn Res Ctr Vet Bi, Nanning, Peoples R China
Guangxi Key Lab Anim Breeding Dis Control & Preve, Nanning, Peoples R ChinaGuangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Xu, Yi
Huang, Jiamo
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机构:
Guangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Guangxi Zhuang Autonomous Reg Engn Res Ctr Vet Bi, Nanning, Peoples R China
Guangxi Key Lab Anim Breeding Dis Control & Preve, Nanning, Peoples R ChinaGuangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Huang, Jiamo
Qin, Yibin
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机构:
Guangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Guangxi Inst Vet Med, Nanning, Peoples R ChinaGuangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Qin, Yibin
Guo, Xuan
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机构:
Guangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Guangxi Nongken Yongxin Anim Husb Grp Co Ltd, Nanning, Peoples R ChinaGuangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Guo, Xuan
Zeng, Yongfang
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机构:
Nanning Houxin Biotechnol Co Ltd, Nanning, Peoples R ChinaGuangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Zeng, Yongfang
Qin, Yifeng
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h-index: 0
机构:
Guangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Guangxi Zhuang Autonomous Reg Engn Res Ctr Vet Bi, Nanning, Peoples R China
Guangxi Key Lab Anim Breeding Dis Control & Preve, Nanning, Peoples R ChinaGuangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Qin, Yifeng
Ouyang, Kang
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机构:
Guangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Guangxi Zhuang Autonomous Reg Engn Res Ctr Vet Bi, Nanning, Peoples R China
Guangxi Key Lab Anim Breeding Dis Control & Preve, Nanning, Peoples R ChinaGuangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Ouyang, Kang
Wei, Zuzhang
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机构:
Guangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Guangxi Zhuang Autonomous Reg Engn Res Ctr Vet Bi, Nanning, Peoples R China
Guangxi Key Lab Anim Breeding Dis Control & Preve, Nanning, Peoples R ChinaGuangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Wei, Zuzhang
Huang, Weijian
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机构:
Guangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Guangxi Zhuang Autonomous Reg Engn Res Ctr Vet Bi, Nanning, Peoples R China
Guangxi Key Lab Anim Breeding Dis Control & Preve, Nanning, Peoples R ChinaGuangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Huang, Weijian
Garcia-Sastre, Adolfo
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机构:
Icahn Sch Med Mt Sinai, Dept Microbiol, New York, NY USA
Icahn Sch Med Mt Sinai, Global Hlth & Emerging Pathogens Inst, New York, NY USA
Icahn Sch Med Mt Sinai, Dept Med, Div Infect Dis, New York, NY USAGuangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Garcia-Sastre, Adolfo
Chen, Ying
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机构:
Guangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
Guangxi Zhuang Autonomous Reg Engn Res Ctr Vet Bi, Nanning, Peoples R China
Guangxi Key Lab Anim Breeding Dis Control & Preve, Nanning, Peoples R ChinaGuangxi Univ, Coll Anim Sci & Technol, Lab Anim Infect Dis & Mol Immunol, Nanning, Peoples R China
机构:
New York State Dept Hlth, Lab Viral Dis, Wadsworth Ctr, Albany, NY 12208 USANew York State Dept Hlth, Lab Viral Dis, Wadsworth Ctr, Albany, NY 12208 USA
Escuyer, Kay L.
Fuschino, Meghan E.
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机构:
New York State Dept Hlth, Lab Viral Dis, Wadsworth Ctr, Albany, NY 12208 USANew York State Dept Hlth, Lab Viral Dis, Wadsworth Ctr, Albany, NY 12208 USA
Fuschino, Meghan E.
George, Kirsten St.
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机构:
New York State Dept Hlth, Lab Viral Dis, Wadsworth Ctr, Albany, NY 12208 USANew York State Dept Hlth, Lab Viral Dis, Wadsworth Ctr, Albany, NY 12208 USA
机构:
CNRS UPMC ENS, UMR 7625, F-75230 Paris 05, France
London Sch Hyg & Trop Med, Dept Infect Dis Epidemiol, London WC1, EnglandCNRS UPMC ENS, UMR 7625, F-75230 Paris 05, France
Camacho, A.
Cazelles, B.
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机构:
CNRS UPMC ENS, UMR 7625, F-75230 Paris 05, France
UMMISCO UMI 209 IRD UPMC, F-93142 Bondy, FranceCNRS UPMC ENS, UMR 7625, F-75230 Paris 05, France
机构:
Hong Kong Polytech Univ, Dept Appl Math, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Appl Math, Hong Kong, Peoples R China
He, Daihai
Zhao, Shi
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机构:
Chinese Univ Hong Kong, JC Sch Publ Hlth & Primary Care, Hong Kong, Peoples R China
CUHK Shenzhen Res Inst, Shenzhen, Peoples R ChinaHong Kong Polytech Univ, Dept Appl Math, Hong Kong, Peoples R China
Zhao, Shi
Li, Yingke
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机构:
Xinjiang Agr Univ, Coll Math & Phys, Urumqi, Peoples R ChinaHong Kong Polytech Univ, Dept Appl Math, Hong Kong, Peoples R China
Li, Yingke
Cao, Peihua
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机构:
Southern Med Univ, Zhujiang Hosp, Clin Res Ctr, Guangzhou, Peoples R ChinaHong Kong Polytech Univ, Dept Appl Math, Hong Kong, Peoples R China
Cao, Peihua
Gao, Daozhou
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机构:
Shanghai Normal Univ, Coll Math & Sci, Shanghai, Peoples R ChinaHong Kong Polytech Univ, Dept Appl Math, Hong Kong, Peoples R China
Gao, Daozhou
Lou, Yijun
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机构:
Hong Kong Polytech Univ, Dept Appl Math, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Appl Math, Hong Kong, Peoples R China
Lou, Yijun
Yang, Lin
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机构:
Hong Kong Polytech Univ, Sch Nursing, Hong Kong, Peoples R ChinaHong Kong Polytech Univ, Dept Appl Math, Hong Kong, Peoples R China