A Biological Model for Influenza Transmission: Pandemic Planning Implications of Asymptomatic Infection and Immunity

Background The clinical attack rate of influenza is influenced by prior immunity and mixing patterns in the host population, and also by the proportion of infections that are asymptomatic. This complexity makes it difficult to directly estimate R0 from the attack rate, contributing to uncertainty in epidemiological models to guide pandemic planning. We have modelled multiple wave outbreaks of influenza from different populations to allow for changing immunity and asymptomatic infection and to make inferences about R0. Data and Methods On the island of Tristan da Cunha (TdC), 96% of residents reported illness during an H3N2 outbreak in 1971, compared with only 25% of RAF personnel in military camps during the 1918 H1N1 pandemic. Monte Carlo Markov Chain (MCMC) methods were used to estimate model parameter distributions. Findings We estimated that most islanders on TdC were non-immune (susceptible) before the first wave, and that almost all exposures of susceptible persons caused symptoms. The median R0 of 6.4 (95% credibility interval 3.7–10.7) implied that most islanders were exposed twice, although only a minority became ill in the second wave because of temporary protection following the first wave. In contrast, only 51% of RAF personnel were susceptible before the first wave, and only 38% of exposed susceptibles reported symptoms. R0 in this population was also lower [2.9 (2.3–4.3)], suggesting reduced viral transmission in a partially immune population. Interpretation Our model implies that the RAF population was partially protected before the summer pandemic wave of 1918, arguably because of prior exposure to interpandemic influenza. Without such protection, each symptomatic case of influenza would transmit to between 2 and 10 new cases, with incidence initially doubling every 1–2 days. Containment of a novel virus could be more difficult than hitherto supposed.

[1]  S. Webber An Epidemic of Influenza , 1891 .

[2]  R. Russell Epidemic Influenza , 1893, Nature.

[3]  Medical Research Council. Special Report Series, No. 111. The Spread of Droplet Infection in Semi-Isolated Communities , 1928, The Indian Medical Gazette.

[4]  S. Shapiro THE EPIDEMIOLOGY OF INFLUENZA. , 1965, Eye, ear, nose & throat monthly.

[5]  R. Bailey,et al.  Hong Kong influenza: the epidemiologic features of a high school family study analyzed and compared with a similar study during the 1957 Asian influenza epidemic. , 1970, American journal of epidemiology.

[6]  J. Mantle,et al.  An epidemic of influenza on Tristan da Cunha , 1973, Journal of Hygiene.

[7]  T R Bender,et al.  An outbreak of influenza aboard a commercial airliner. , 1979, American journal of epidemiology.

[8]  I M Longini,et al.  Estimating household and community transmission parameters for influenza. , 1982, American journal of epidemiology.

[9]  T. Chin America's Forgotten Pandemic: The Influenza of 1918 , 1991 .

[10]  R. E. H. F.R.C.G.P. The Transmission of Epidemic Influenza , 1992, Springer US.

[11]  A. J. Hall Infectious diseases of humans: R. M. Anderson & R. M. May. Oxford etc.: Oxford University Press, 1991. viii + 757 pp. Price £50. ISBN 0-19-854599-1 , 1992 .

[12]  P. Kaye Infectious diseases of humans: Dynamics and control , 1993 .

[13]  David B. Dunson,et al.  Bayesian Data Analysis , 2010 .

[14]  A. Crosby America's Forgotten Pandemic: Samoa and Alaska , 2003 .

[15]  Alfred W. Crosby,et al.  America's Forgotten Pandemic: The Influenza of 1918 , 2003 .

[16]  N. Ferguson,et al.  Ecological and immunological determinants of influenza evolution , 2003, Nature.

[17]  C. Fraser,et al.  Factors that make an infectious disease outbreak controllable. , 2004, Proceedings of the National Academy of Sciences of the United States of America.

[18]  J. Taubenberger,et al.  Evidence of an absence: the genetic origins of the 1918 pandemic influenza virus , 2004, Nature Reviews Microbiology.

[19]  T. Kurata,et al.  Mechanisms of broad cross-protection provided by influenza virus infection and their application to vaccines. , 2005, Japanese journal of infectious diseases.

[20]  Jerry Nedelman,et al.  Book review: “Bayesian Data Analysis,” Second Edition by A. Gelman, J.B. Carlin, H.S. Stern, and D.B. Rubin Chapman & Hall/CRC, 2004 , 2005, Comput. Stat..

[21]  A. Nizam,et al.  Containing Pandemic Influenza at the Source , 2005, Science.

[22]  D. Cummings,et al.  Strategies for containing an emerging influenza pandemic in Southeast Asia , 2005, Nature.

[23]  W. H. Frost The epidemiology of influenza. 1919. , 2006, Public health reports.

[24]  N Wilson,et al.  A model for the spread and control of pandemic influenza in an isolated geographical region , 2007, Journal of The Royal Society Interface.

[25]  A. Perelson,et al.  Kinetics of Influenza A Virus Infection in Humans , 2006, Journal of Virology.

[26]  Walter R. Dowdle,et al.  Influenza Pandemic Periodicity, Virus Recycling, and the Art of Risk Assessment , 2006, Emerging infectious diseases.

[27]  C. Macken,et al.  Mitigation strategies for pandemic influenza in the United States. , 2006, Proceedings of the National Academy of Sciences of the United States of America.

[28]  D. Cummings,et al.  Strategies for mitigating an influenza pandemic , 2006, Nature.

[29]  R. Cox,et al.  The humoral and cellular responses induced locally and systemically after parenteral influenza vaccination in man. , 2006, Vaccine.

[30]  Frost Wh The epidemiology of influenza. 1919. , 2006 .

[31]  S. Epstein Prior H1N1 influenza infection and susceptibility of Cleveland Family Study participants during the H2N2 pandemic of 1957: an experiment of nature. , 2006, The Journal of infectious diseases.

[32]  Neil M. Ferguson,et al.  The effect of public health measures on the 1918 influenza pandemic in U.S. cities , 2007, Proceedings of the National Academy of Sciences.

[33]  M. G. Roberts,et al.  Model-consistent estimation of the basic reproduction number from the incidence of an emerging infection , 2007, Journal of mathematical biology.

[34]  Christopher T. McCaw,et al.  Model answers or trivial pursuits? The role of mathematical models in influenza pandemic preparedness planning , 2007, Influenza and other respiratory viruses.

[35]  H. Nishiura Time variations in the transmissibility of pandemic influenza in Prussia, Germany, from 1918–19 , 2007, Theoretical biology & medical modelling.

[36]  M. Halloran,et al.  Antiviral effects on influenza viral transmission and pathogenicity: observations from household-based trials. , 2006, American journal of epidemiology.

[37]  L. Stone,et al.  Seasonal dynamics of recurrent epidemics , 2007, Nature.

[38]  T. Kuiken,et al.  Primary influenza A virus infection induces cross-protective immunity against a lethal infection with a heterosubtypic virus strain in mice. , 2007, Vaccine.

[39]  David J. Philp,et al.  Quantifying social distancing arising from pandemic influenza , 2007, Journal of The Royal Society Interface.