Affiliation:
1. Odum School of Ecology, University of Georgia, 140 E Green St, Athens, GA 30602, USA
2. Biology Department, Stanford University, 371 Serra Mall, Stanford, CA, USA
Abstract
Between 2015 and 2017, Zika virus spread rapidly through populations in the Americas with no prior exposure to the disease. Although climate is a known determinant of many
Aedes
-transmitted diseases, it is currently unclear whether climate was a major driver of the Zika epidemic and how climate might have differentially impacted outbreak intensity across locations within Latin America. Here, we estimated force of infection for Zika over time and across provinces in Latin America using a time-varying susceptible–infectious–recovered model. Climate factors explained less than 5% of the variation in weekly transmission intensity in a spatio-temporal model of force of infection by province over time, suggesting that week to week transmission within provinces may be too stochastic to predict. By contrast, climate and population factors were highly predictive of spatial variation in the presence and intensity of Zika transmission among provinces, with pseudo-
R
2
values between 0.33 and 0.60. Temperature, temperature range, rainfall and population size were the most important predictors of where Zika transmission occurred, while rainfall, relative humidity and a nonlinear effect of temperature were the best predictors of Zika intensity and burden. Surprisingly, force of infection was greatest in locations with temperatures near 24°C, much lower than previous estimates from mechanistic models, potentially suggesting that existing vector control programmes and/or prior exposure to other mosquito-borne diseases may have limited transmission in locations most suitable for
Aedes aegypti
, the main vector of Zika, dengue and chikungunya viruses in Latin America.
Funder
Hellman Faculty Fellowship
Division of Environmental Biology
Stanford University Woods Institute for Environment Environmental Ventures Program
National Science Foundation
Subject
General Agricultural and Biological Sciences,General Environmental Science,General Immunology and Microbiology,General Biochemistry, Genetics and Molecular Biology,General Medicine
Reference66 articles.
1. Emerging arboviruses: Why today?
2. Estimating drivers of autochthonous transmission of chikungunya virus in its invasion of the Americas;Perkins TA;PLoS Curr.,2015
3. Current challenges and implications for dengue, chikungunya and Zika seroprevalence studies worldwide: A scoping review
4. Environmental and Social Change Drive the Explosive Emergence of Zika Virus in the Americas
5. Pan American Health Organization/World Health Organization. 2018 Zika suspected and confirmed cases reported by countries and territories in the Americas: cumulative cases 2015–2017. See http://ais.paho.org/phip/viz/ed_zika_cases.asp.
Cited by
23 articles.
订阅此论文施引文献
订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献