Driving factors of influenza transmission in the Netherlands.

Influenza epidemics in temperate regions show a characteristic seasonal pattern with peak incidence occurring in winter. Previous research has shown that low absolute humidity and school holidays can both affect influenza transmission. During an epidemic, transmission is strongly influenced by the depletion of susceptibles (i.e., increase in the number of those immune). To assess how much variability in influenza transmission intensity is due to each of these driving factors, we used a long time series of the number of weekly visits to general practitioners for influenzalike illness in the Netherlands from 1970-2011 and transformed this into a time series of weekly influenza reproduction numbers, which are a measure of transmission intensity. We used statistical regression techniques to quantify how the reproduction numbers were affected by each driving factor. We found a clear ranking of importance of driving factors in explaining the variation in transmission intensity. Most of the variation (30%) was explained by the depletion of susceptibles during the season, 27% was explained by between-season effects, and 3% was explained by absolute humidity. School holidays at the Christmas period did not have a statistically significant effect on influenza transmission. Although the influence of absolute humidity was small, its seasonal fluctuations may determine when sustained influenza transmission is possible and may thus drive influenza seasonality.

[1]  S. Dowell,et al.  Seasonal variation in host susceptibility and cycles of certain infectious diseases. , 2001, Emerging infectious diseases.

[2]  G. Donker,et al.  De beste tijd voor griepvaccinatie , 2007 .

[3]  John Steel,et al.  Influenza Virus Transmission Is Dependent on Relative Humidity and Temperature , 2007, PLoS pathogens.

[4]  Yingcun Xia,et al.  Semiparametric estimation of the duration of immunity from infectious disease time series: influenza as a case‐study , 2005 .

[5]  Derek A T Cummings,et al.  Outbreak of 2009 pandemic influenza A (H1N1) at a New York City school. , 2009, The New England journal of medicine.

[6]  C. Fraser,et al.  Household transmission of 2009 pandemic influenza A (H1N1) virus in the United States. , 2009, The New England journal of medicine.

[7]  O. Bjørnstad,et al.  Dynamics of measles epidemics: Estimating scaling of transmission rates using a time series sir model , 2002 .

[8]  E. Lau,et al.  Effects of School Closures, 2008 Winter Influenza Season, Hong Kong , 2008, Emerging infectious diseases.

[9]  Cécile Viboud,et al.  Influenza seasonality: Lifting the fog , 2009, Proceedings of the National Academy of Sciences.

[10]  Cécile Viboud,et al.  Absolute Humidity and the Seasonal Onset of Influenza in the Continental United States , 2010, PLoS biology.

[11]  G. Donker Continuous Morbidity Registration at Dutch Sentinel General Practice Network 2009 , 2011 .

[12]  Niel Hens,et al.  Different transmission patterns in the early stages of the influenza A(H1N1)v pandemic: a comparative analysis of 12 European countries. , 2011, Epidemics.

[13]  Jacco Wallinga,et al.  Estimating the Generation Interval of Influenza A (H1N1) in a Range of Social Settings , 2013, Epidemiology.

[14]  C. Jessica E. Metcalf,et al.  Seasonality and comparative dynamics of six childhood infections in pre-vaccination Copenhagen , 2009, Proceedings of the Royal Society B: Biological Sciences.

[15]  Bärbel Finkenstädt,et al.  Time series modelling of childhood diseases: a dynamical systems approach , 2000 .

[16]  J. Dushoff,et al.  Dynamical resonance can account for seasonality of influenza epidemics. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[17]  Cecile Viboud,et al.  Improving the Estimation of Influenza-Related Mortality Over a Seasonal Baseline , 2012, Epidemiology.

[18]  Jonathan Dushoff,et al.  Ecology and evolution of the flu , 2002 .

[19]  A. Flahault,et al.  Estimating the impact of school closure on influenza transmission from Sentinel data , 2008, Nature.

[20]  N. Nagelkerke,et al.  Validation of Syndromic Surveillance for Respiratory Pathogen Activity , 2008, Emerging infectious diseases.

[21]  John Paget,et al.  Bmc Infectious Diseases Influenza Activity in Europe during Eight Seasons (1999–2007): an Evaluation of the Indicators Used to Measure Activity and an Assessment of the Timing, Length and Course of Peak Activity (spread) across Europe , 2022 .

[22]  Jeffrey Shaman,et al.  Absolute humidity modulates influenza survival, transmission, and seasonality , 2009, Proceedings of the National Academy of Sciences.

[23]  M. Lipsitch,et al.  How generation intervals shape the relationship between growth rates and reproductive numbers , 2007, Proceedings of the Royal Society B: Biological Sciences.

[24]  Marc Lipsitch,et al.  Absolute humidity and pandemic versus epidemic influenza. , 2011, American journal of epidemiology.

[25]  M. Lipsitch,et al.  Shortcomings of Vitamin D-Based Model Simulations of Seasonal Influenza , 2011, PloS one.

[26]  J. Dushoff,et al.  Effects of School Closure on Incidence of Pandemic Influenza in Alberta, Canada , 2012 .

[27]  P. Palese,et al.  Transmission of a 2009 Pandemic Influenza Virus Shows a Sensitivity to Temperature and Humidity Similar to That of an H3N2 Seasonal Strain , 2010, Journal of Virology.