While a relationship between environmental forcing and influenza transmission has been established in inter-pandemic seasons, the drivers of pandemic influenza remain debated. In particular, school effects may predominate in pandemic seasons marked by an atypical concentration of cases among children. For the 2009 A/H1N1 pandemic, Mexico is a particularly interesting case study due to its broad geographic extent encompassing temperate and tropical regions, well-documented regional variation in the occurrence of pandemic outbreaks, and coincidence of several school breaks during the pandemic period. Here we fit a series of transmission models to daily laboratory-confirmed influenza data in 32 Mexican states using MCMC approaches, considering a meta-population framework or the absence of spatial coupling between states. We use these models to explore the effect of environmental, school–related and travel factors on the generation of spatially-heterogeneous pandemic waves. We find that the spatial structure of the pandemic is best understood by the interplay between regional differences in specific humidity (explaining the occurrence of pandemic activity towards the end of the school term in late May-June 2009 in more humid southeastern states), school vacations (preventing influenza transmission during July-August in all states), and regional differences in residual susceptibility (resulting in large outbreaks in early fall 2009 in central and northern Mexico that had yet to experience fully-developed outbreaks). Our results are in line with the concept that very high levels of specific humidity, as present during summer in southeastern Mexico, favor influenza transmission, and that school cycles are a strong determinant of pandemic wave timing.
Journal article
Impact of School Cycles and Environmental Forcing on the Timing of Pandemic Influenza Activity in Mexican States, May-December 2009
PLoS computational biology, Vol.11(8), p.e1004337
08/20/2015
DOI: 10.1371/journal.pcbi.1004337
Abstract
Details
- Title: Subtitle
- Impact of School Cycles and Environmental Forcing on the Timing of Pandemic Influenza Activity in Mexican States, May-December 2009
- Creators
- James Tamerius - University of IowaCécile Viboud - National Institutes of HealthJeffrey Shaman - Columbia UniversityGerardo Chowell - Georgia State University
- Resource Type
- Journal article
- Publication Details
- PLoS computational biology, Vol.11(8), p.e1004337
- DOI
- 10.1371/journal.pcbi.1004337
- ISSN
- 1553-734X
- eISSN
- 1553-7358
- Number of pages
- 17
- Copyright
- This is an open access article, free of all copyright, and may be freely reproduced, distributed, transmitted, modified, built upon, or otherwise used by anyone for any lawful purpose.
- Grant note
- Funder: NIH and NIEHS, Grant ID: 1U54GM088558 and ES009089
- Comment
Funding was provided by the NIH Models of Infectious Disease Agent Study program through cooperative agreement 1U54GM088558 (JT, JS), as well as NIEHS Center grant ES009089 (JS), the RAPIDD program of the Science and Technology Directorate, US Department of Homeland Security (JS), and the in-house influenza research program of the Fogarty International Center, NIH, funded by the Office of Global Affairs’ International Influenza Unit, Office of the Secretary, US Department of Health and Human Services.
- Language
- English
- Date published
- 08/20/2015
- Academic Unit
- Geographical and Sustainability Sciences
- Record Identifier
- 9983557571002771
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