TY - JOUR
T1 - Modeling environmentally mediated rotavirus transmission
T2 - The role of temperature and hydrologic factors
AU - Kraay, Alicia N.M.
AU - Brouwer, Andrew F.
AU - Lin, Nan
AU - Collender, Philip A.
AU - Remais, Justin V.
AU - Eisenberg, Joseph N.S.
N1 - Funding Information:
ACKNOWLEDGMENTS. A.N.M.K., N.L., A.F.B., and J.N.S.E. were supported by National Institutes of Health (NIH) Grant R01-AI050038 and NIH Modeling of Infectious Disease Agent Systems Grant U01GM110712. P.A.C. and J.V.R. were supported by NIH Grants R01TW010286, R01AI125842, and K01AI091864; by the National Science Foundation Water, Sustainability, and Climate Grants 1360330 and 1646708; and by the University of California Multicampus Research Programs and Initiatives Award MRP-17-446315.
Publisher Copyright:
© 2018 National Academy of Sciences. All rights reserved.
PY - 2018/3/20
Y1 - 2018/3/20
N2 - Rotavirus is considered a directly transmitted disease due to its high infectivity. Environmental pathways have, therefore, largely been ignored. Rotavirus, however, persists in water sources, and both its surface water concentrations and infection incidence vary with temperature. Here, we examine the potential for waterborne rotavirus transmission. We use a mechanistic model that incorporates both direct and waterborne transmission pathways, coupled with a hydrological model, and we simulate rotavirus transmission between two communities with interconnected water sources. To parameterize temperature dependency, we estimated temperature-dependent decay rates in water through a metaanalysis. Our meta-analysis suggests that rotavirus decay rates are positively associated with temperature (n = 39, P < 0.001). This association is stronger at higher temperatures (over 20 °C), consistent with tropical climate conditions. Our model analysis demonstrates that water could disseminate rotavirus between the two communities for all modeled temperatures. While direct transmission was important for disease amplification within communities, waterborne transmission could also amplify transmission. In standing-water systems, the modeled increase in decay led to decreased disease, with every 1 °C increase in temperature leading to up to a 2.4% decrease in incidence. These effect sizes are consistent with prior meta-analyses, suggesting that environmental transmission through water sources may partially explain the observed associations between temperature and rotavirus incidence. Waterborne rotavirus transmission is likely most important in cooler seasons and in communities that use slow-moving or stagnant water sources. Even when indirect transmission through water cannot sustain outbreaks, it can seed outbreaks that are maintained by high direct transmission rates.
AB - Rotavirus is considered a directly transmitted disease due to its high infectivity. Environmental pathways have, therefore, largely been ignored. Rotavirus, however, persists in water sources, and both its surface water concentrations and infection incidence vary with temperature. Here, we examine the potential for waterborne rotavirus transmission. We use a mechanistic model that incorporates both direct and waterborne transmission pathways, coupled with a hydrological model, and we simulate rotavirus transmission between two communities with interconnected water sources. To parameterize temperature dependency, we estimated temperature-dependent decay rates in water through a metaanalysis. Our meta-analysis suggests that rotavirus decay rates are positively associated with temperature (n = 39, P < 0.001). This association is stronger at higher temperatures (over 20 °C), consistent with tropical climate conditions. Our model analysis demonstrates that water could disseminate rotavirus between the two communities for all modeled temperatures. While direct transmission was important for disease amplification within communities, waterborne transmission could also amplify transmission. In standing-water systems, the modeled increase in decay led to decreased disease, with every 1 °C increase in temperature leading to up to a 2.4% decrease in incidence. These effect sizes are consistent with prior meta-analyses, suggesting that environmental transmission through water sources may partially explain the observed associations between temperature and rotavirus incidence. Waterborne rotavirus transmission is likely most important in cooler seasons and in communities that use slow-moving or stagnant water sources. Even when indirect transmission through water cannot sustain outbreaks, it can seed outbreaks that are maintained by high direct transmission rates.
KW - Pathogen persistence
KW - Rotavirus
KW - Temperature
KW - Transmission modeling
KW - Waterborne
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U2 - 10.1073/pnas.171957911
DO - 10.1073/pnas.171957911
M3 - Article
C2 - 29496960
AN - SCOPUS:85044304334
SN - 0027-8424
VL - 115
SP - E2782-E2790
JO - Proceedings of the National Academy of Sciences of the United States of America
JF - Proceedings of the National Academy of Sciences of the United States of America
IS - 12
ER -