Modelling and analysis of influenza A (H1N1) on networks - PubMed
- ️Sat Jan 01 2011
Modelling and analysis of influenza A (H1N1) on networks
Zhen Jin et al. BMC Public Health. 2011.
Abstract
Background: In April 2009, a new strain of H1N1 influenza virus, referred to as pandemic influenza A (H1N1) was first detected in humans in the United States, followed by an outbreak in the state of Veracruz, Mexico. Soon afterwards, this new virus kept spreading worldwide resulting in a global outbreak. In China, the second Circular of the Ministry of Health pointed out that as of December 31, 2009, the country's 31 provinces had reported 120,000 confirmed cases of H1N1.
Methods: We formulate an epidemic model of influenza A based on networks. We calculate the basic reproduction number and study the effects of various immunization schemes. The final size relation is derived for the network epidemic model. The model parameters are estimated via least-squares fitting of the model solution to the observed data in China.
Results: For the network model, we prove that the disease-free equilibrium is globally asymptotically stable when the basic reproduction is less than one. The final size will depend on the vaccination starting time, T, the number of infective cases at time T and immunization schemes to follow. Our theoretical results are confirmed by numerical simulations. Using the parameter estimates based on the observation data of the cumulative number of hospital notifications, we estimate the basic reproduction number R0 to be 1.6809 in China.
Conclusions: Network modelling supplies a useful tool for studying the transmission of H1N1 in China, capturing the main features of the spread of H1N1. While a uniform, mass-immunization strategy helps control the prevalence, a targeted immunization strategy focusing on specific groups with given connectivity may better control the endemic.
Figures

The data of the Influenza A infection in China. The data of the influenza A infection in China reported by Chinese CDC from June 1 to November 22, 2009.

The model. Flow diagram of the transmission. Individuals may be Susceptible, Exposed, Asymptomatic, Infected or Recovered.

Observed data and model simulation. Observed data and model simulation of the number of infected individuals. The minimum degree is 3 and maximum degree is 100.

R0 as a function of k2 and p. R0 is plotted as a function of k2 and p. Here, k1 = 10, λ1 = λ2 = 0.0104, δ = 0.4, α1 = α2 = 1/7 and P(k) = 2m2k–v (m = 3 and ν = 3.5).

The final sizes for susceptible, recovered and vaccinated population. The final sizes of the susceptible, recovered and vaccinated are plotted as a function of p. We use parameters λ1 = 0.01, λ2 = 0.188, δ = 0.4, α1 = α2 = 0.141, γ = 0.85 and P(k) = 2m2k–ν (m = 3 and ν = 3.5).
Similar articles
-
Modeling the initial transmission dynamics of influenza A H1N1 in Guangdong Province, China.
Tan X, Yuan L, Zhou J, Zheng Y, Yang F. Tan X, et al. Int J Infect Dis. 2013 Jul;17(7):e479-84. doi: 10.1016/j.ijid.2012.11.018. Epub 2012 Dec 29. Int J Infect Dis. 2013. PMID: 23276487
-
Modelling the transmission dynamics and control of the novel 2009 swine influenza (H1N1) pandemic.
Sharomi O, Podder CN, Gumel AB, Mahmud SM, Rubinstein E. Sharomi O, et al. Bull Math Biol. 2011 Mar;73(3):515-48. doi: 10.1007/s11538-010-9538-z. Epub 2010 Apr 9. Bull Math Biol. 2011. PMID: 20379852
-
Balcan D, Hu H, Goncalves B, Bajardi P, Poletto C, Ramasco JJ, Paolotti D, Perra N, Tizzoni M, Van den Broeck W, Colizza V, Vespignani A. Balcan D, et al. BMC Med. 2009 Sep 10;7:45. doi: 10.1186/1741-7015-7-45. BMC Med. 2009. PMID: 19744314 Free PMC article.
-
Modeling influenza epidemics and pandemics: insights into the future of swine flu (H1N1).
Coburn BJ, Wagner BG, Blower S. Coburn BJ, et al. BMC Med. 2009 Jun 22;7:30. doi: 10.1186/1741-7015-7-30. BMC Med. 2009. PMID: 19545404 Free PMC article. Review.
-
Transmission parameters of the A/H1N1 (2009) influenza virus pandemic: a review.
Boëlle PY, Ansart S, Cori A, Valleron AJ. Boëlle PY, et al. Influenza Other Respir Viruses. 2011 Sep;5(5):306-16. doi: 10.1111/j.1750-2659.2011.00234.x. Epub 2011 Mar 31. Influenza Other Respir Viruses. 2011. PMID: 21668690 Free PMC article. Review.
Cited by
-
Role of genetic heterogeneity in determining the epidemiological severity of H1N1 influenza.
Sambaturu N, Mukherjee S, López-García M, Molina-París C, Menon GI, Chandra N. Sambaturu N, et al. PLoS Comput Biol. 2018 Mar 21;14(3):e1006069. doi: 10.1371/journal.pcbi.1006069. eCollection 2018 Mar. PLoS Comput Biol. 2018. PMID: 29561846 Free PMC article.
-
Biggerstaff M, Cauchemez S, Reed C, Gambhir M, Finelli L. Biggerstaff M, et al. BMC Infect Dis. 2014 Sep 4;14:480. doi: 10.1186/1471-2334-14-480. BMC Infect Dis. 2014. PMID: 25186370 Free PMC article. Review.
-
Xia H, Nagaraj K, Chen J, Marathe MV. Xia H, et al. Artif Intell Med. 2015 Oct;65(2):113-30. doi: 10.1016/j.artmed.2015.06.003. Epub 2015 Jul 4. Artif Intell Med. 2015. PMID: 26234464 Free PMC article.
-
Arino J, Portet S. Arino J, et al. Infect Dis Model. 2020 Apr 28;5:309-315. doi: 10.1016/j.idm.2020.04.002. eCollection 2020. Infect Dis Model. 2020. PMID: 32346663 Free PMC article.
-
Wang ST, Wu YP, Li L, Li Y, Sun GQ. Wang ST, et al. Infect Dis Model. 2023 May 30;8(2):562-573. doi: 10.1016/j.idm.2023.05.007. eCollection 2023 Jun. Infect Dis Model. 2023. PMID: 37305609 Free PMC article.
References
-
- WHO. Pandemic (H1N1) 2009 - update 82. http://www.who.int/csr/don/2010 01 08/en/
-
- H1N1 Public Files. http://www.moh.gov.cn/publicfiles/business/htmlfiles/mohwsyjbgs/s7863/20...
-
- Updated Interim Recommendations for the Use of Antiviral Medications in the Treatment and Prevention of Influenza for the 2009-2010 Season. http://www.cdc.gov/h1n1flu/recommendations.htm
-
- Bronze MS. H1N1 Influenza (Swine Flu) http://emedicine.medscape.com/article/1807048-overview
MeSH terms
Substances
LinkOut - more resources
Full Text Sources
Medical
Miscellaneous