Human influenza infections exhibit a strong seasonal cycle in temperate regions. Recent laboratory and epidemiological evidence suggests that low specific humidity conditions facilitate the airborne survival and transmission of the influenza virus in temperate regions, resulting in annual winter epidemics. However, this relationship is unlikely to account for the epidemiology of influenza in tropical and subtropical regions where epidemics often occur during the rainy season or transmit year-round without a well-defined season. We assessed the role of specific humidity and other local climatic variables on influenza virus seasonality by modeling epidemiological and climatic information from 78 study sites sampled globally. We substantiated that there are two types of environmental conditions associated with seasonal influenza epidemics: "cold-dry" and "humid-rainy". For sites where monthly average specific humidity or temperature decreases below thresholds of approximately 11-12 g/kg and 18-21 degrees C during the year, influenza activity peaks during the cold-dry season (i.e., winter) when specific humidity and temperature are at minimal levels. For sites where specific humidity and temperature do not decrease below these thresholds, seasonal influenza activity is more likely to peak in months when average precipitation totals are maximal and greater than 150 mm per month. These findings provide a simple climate-based model rooted in empirical data that accounts for the diversity of seasonal influenza patterns observed across temperate, subtropical and tropical climates.
机构:
Univ London Imperial Coll Sci Technol & Med, MRC Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, London W2 1PG, EnglandUniv London Imperial Coll Sci Technol & Med, MRC Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, London W2 1PG, England
Cauchemez, Simon
;
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机构:
Valleron, Alain-Jacques
;
Boelle, Pierre-Yves
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris 06, UMR S707, F-75012 Paris, France
INSERM, UMR S 707, F-75012 Paris, France
Hop St Antoine, AP HP, F-75012 Paris, FranceUniv London Imperial Coll Sci Technol & Med, MRC Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, London W2 1PG, England
Boelle, Pierre-Yves
;
Flahault, Antoine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris 06, UMR S707, F-75012 Paris, France
INSERM, UMR S 707, F-75012 Paris, France
French Sch Publ Hlth EHESP, F-75004 Paris, FranceUniv London Imperial Coll Sci Technol & Med, MRC Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, London W2 1PG, England
Flahault, Antoine
;
Ferguson, Neil M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ London Imperial Coll Sci Technol & Med, MRC Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, London W2 1PG, EnglandUniv London Imperial Coll Sci Technol & Med, MRC Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, London W2 1PG, England
机构:
Univ Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
Chiu, Susan S.
;
Chan, Kwok-Hung
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Dept Microbiol, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
Chan, Kwok-Hung
;
Chen, Hong
论文数: 0引用数: 0
h-index: 0
机构:Univ Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
Chen, Hong
;
Young, Betty W.
论文数: 0引用数: 0
h-index: 0
机构:Univ Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
Young, Betty W.
;
Lim, Wilina
论文数: 0引用数: 0
h-index: 0
机构:Univ Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
Lim, Wilina
;
Wong, Wilfred Hing Sang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
Wong, Wilfred Hing Sang
;
Lau, Yu Lung
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
Lau, Yu Lung
;
Peiris, J. S. Malik
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Dept Microbiol, Hong Kong, Hong Kong, Peoples R China
Univ Hong Kong, Pasteur Res Ctr, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
机构:
Arizona State Univ, Sch Human Evolut & Social Change, Math Computat & Modeling Sci Ctr, Tempe, AZ 85287 USA
NIH, Div Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD 20892 USAArizona State Univ, Sch Human Evolut & Social Change, Math Computat & Modeling Sci Ctr, Tempe, AZ 85287 USA
Chowell, Gerardo
;
Viboud, Cecile
论文数: 0引用数: 0
h-index: 0
机构:
NIH, Div Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD 20892 USAArizona State Univ, Sch Human Evolut & Social Change, Math Computat & Modeling Sci Ctr, Tempe, AZ 85287 USA
Viboud, Cecile
;
Simonsen, Lone
论文数: 0引用数: 0
h-index: 0
机构:
George Washington Univ, Sch Publ Hlth & Hlth Serv, Dept Global Hlth, Washington, DC USAArizona State Univ, Sch Human Evolut & Social Change, Math Computat & Modeling Sci Ctr, Tempe, AZ 85287 USA
Simonsen, Lone
;
Miller, Mark
论文数: 0引用数: 0
h-index: 0
机构:
NIH, Div Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD 20892 USAArizona State Univ, Sch Human Evolut & Social Change, Math Computat & Modeling Sci Ctr, Tempe, AZ 85287 USA
Miller, Mark
;
Alonso, Wladimir J.
论文数: 0引用数: 0
h-index: 0
机构:
NIH, Div Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD 20892 USAArizona State Univ, Sch Human Evolut & Social Change, Math Computat & Modeling Sci Ctr, Tempe, AZ 85287 USA
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Dapat, Clyde
;
Saito, Reiko
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Saito, Reiko
;
Kyaw, Yadanar
论文数: 0引用数: 0
h-index: 0
机构:
Sanpya Hosp, Chest Med Unit, Yangon, MyanmarNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Kyaw, Yadanar
;
Naito, Makoto
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Div Cellular & Mol Pathol, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Naito, Makoto
;
Hasegawa, Go
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Div Cellular & Mol Pathol, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Hasegawa, Go
;
Suzuki, Yasushi
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Suzuki, Yasushi
;
Dapat, Isolde C.
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Dapat, Isolde C.
;
Zaraket, Hassan
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Zaraket, Hassan
;
Cho, Tin Maung
论文数: 0引用数: 0
h-index: 0
机构:
Yangon Gen Hosp, Dept Resp Med, Yangon, MyanmarNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Cho, Tin Maung
;
Li, Danjuan
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Li, Danjuan
;
Oguma, Taeko
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Oguma, Taeko
;
Baranovich, Tatiana
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Baranovich, Tatiana
;
Suzuki, Hiroshi
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
机构:
Univ London Imperial Coll Sci Technol & Med, MRC Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, London W2 1PG, EnglandUniv London Imperial Coll Sci Technol & Med, MRC Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, London W2 1PG, England
Cauchemez, Simon
;
论文数: 引用数:
h-index:
机构:
Valleron, Alain-Jacques
;
Boelle, Pierre-Yves
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris 06, UMR S707, F-75012 Paris, France
INSERM, UMR S 707, F-75012 Paris, France
Hop St Antoine, AP HP, F-75012 Paris, FranceUniv London Imperial Coll Sci Technol & Med, MRC Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, London W2 1PG, England
Boelle, Pierre-Yves
;
Flahault, Antoine
论文数: 0引用数: 0
h-index: 0
机构:
Univ Paris 06, UMR S707, F-75012 Paris, France
INSERM, UMR S 707, F-75012 Paris, France
French Sch Publ Hlth EHESP, F-75004 Paris, FranceUniv London Imperial Coll Sci Technol & Med, MRC Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, London W2 1PG, England
Flahault, Antoine
;
Ferguson, Neil M.
论文数: 0引用数: 0
h-index: 0
机构:
Univ London Imperial Coll Sci Technol & Med, MRC Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, London W2 1PG, EnglandUniv London Imperial Coll Sci Technol & Med, MRC Ctr Outbreak Anal & Modelling, Dept Infect Dis Epidemiol, London W2 1PG, England
机构:
Univ Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
Chiu, Susan S.
;
Chan, Kwok-Hung
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Dept Microbiol, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
Chan, Kwok-Hung
;
Chen, Hong
论文数: 0引用数: 0
h-index: 0
机构:Univ Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
Chen, Hong
;
Young, Betty W.
论文数: 0引用数: 0
h-index: 0
机构:Univ Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
Young, Betty W.
;
Lim, Wilina
论文数: 0引用数: 0
h-index: 0
机构:Univ Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
Lim, Wilina
;
Wong, Wilfred Hing Sang
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
Wong, Wilfred Hing Sang
;
Lau, Yu Lung
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
Lau, Yu Lung
;
Peiris, J. S. Malik
论文数: 0引用数: 0
h-index: 0
机构:
Univ Hong Kong, Dept Microbiol, Hong Kong, Hong Kong, Peoples R China
Univ Hong Kong, Pasteur Res Ctr, Hong Kong, Hong Kong, Peoples R ChinaUniv Hong Kong, Dept Paediat & Adolescent Med, Hong Kong, Hong Kong, Peoples R China
机构:
Arizona State Univ, Sch Human Evolut & Social Change, Math Computat & Modeling Sci Ctr, Tempe, AZ 85287 USA
NIH, Div Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD 20892 USAArizona State Univ, Sch Human Evolut & Social Change, Math Computat & Modeling Sci Ctr, Tempe, AZ 85287 USA
Chowell, Gerardo
;
Viboud, Cecile
论文数: 0引用数: 0
h-index: 0
机构:
NIH, Div Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD 20892 USAArizona State Univ, Sch Human Evolut & Social Change, Math Computat & Modeling Sci Ctr, Tempe, AZ 85287 USA
Viboud, Cecile
;
Simonsen, Lone
论文数: 0引用数: 0
h-index: 0
机构:
George Washington Univ, Sch Publ Hlth & Hlth Serv, Dept Global Hlth, Washington, DC USAArizona State Univ, Sch Human Evolut & Social Change, Math Computat & Modeling Sci Ctr, Tempe, AZ 85287 USA
Simonsen, Lone
;
Miller, Mark
论文数: 0引用数: 0
h-index: 0
机构:
NIH, Div Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD 20892 USAArizona State Univ, Sch Human Evolut & Social Change, Math Computat & Modeling Sci Ctr, Tempe, AZ 85287 USA
Miller, Mark
;
Alonso, Wladimir J.
论文数: 0引用数: 0
h-index: 0
机构:
NIH, Div Epidemiol & Populat Studies, Fogarty Int Ctr, Bethesda, MD 20892 USAArizona State Univ, Sch Human Evolut & Social Change, Math Computat & Modeling Sci Ctr, Tempe, AZ 85287 USA
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Dapat, Clyde
;
Saito, Reiko
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Saito, Reiko
;
Kyaw, Yadanar
论文数: 0引用数: 0
h-index: 0
机构:
Sanpya Hosp, Chest Med Unit, Yangon, MyanmarNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Kyaw, Yadanar
;
Naito, Makoto
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Div Cellular & Mol Pathol, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Naito, Makoto
;
Hasegawa, Go
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Div Cellular & Mol Pathol, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Hasegawa, Go
;
Suzuki, Yasushi
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Suzuki, Yasushi
;
Dapat, Isolde C.
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Dapat, Isolde C.
;
Zaraket, Hassan
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Zaraket, Hassan
;
Cho, Tin Maung
论文数: 0引用数: 0
h-index: 0
机构:
Yangon Gen Hosp, Dept Resp Med, Yangon, MyanmarNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Cho, Tin Maung
;
Li, Danjuan
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Li, Danjuan
;
Oguma, Taeko
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Oguma, Taeko
;
Baranovich, Tatiana
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan
Baranovich, Tatiana
;
Suzuki, Hiroshi
论文数: 0引用数: 0
h-index: 0
机构:
Niigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, JapanNiigata Univ, Grad Sch Med & Dent Sci, Dept Publ Hlth, Niigata 9518510, Japan