Weather Regulates Location, Timing, and Intensity of Dengue Virus Transmission between Humans and Mosquitoes.

BACKGROUND:Dengue is one of the most aggressively expanding mosquito-transmitted viruses. The human burden approaches 400 million infections annually. Complex transmission dynamics pose challenges for predicting location, timing, and magnitude of risk; thus, models are needed to guide prevention str...

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Main Authors: Karen M Campbell, Kristin Haldeman, Chris Lehnig, Cesar V Munayco, Eric S Halsey, V Alberto Laguna-Torres, Martín Yagui, Amy C Morrison, Chii-Dean Lin, Thomas W Scott
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2015-01-01
Series:PLoS Neglected Tropical Diseases
Online Access:http://europepmc.org/articles/PMC4519153?pdf=render
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spelling doaj-d20e256217d8439896d694c26d7917f92020-11-25T02:27:09ZengPublic Library of Science (PLoS)PLoS Neglected Tropical Diseases1935-27271935-27352015-01-0197e000395710.1371/journal.pntd.0003957Weather Regulates Location, Timing, and Intensity of Dengue Virus Transmission between Humans and Mosquitoes.Karen M CampbellKristin HaldemanChris LehnigCesar V MunaycoEric S HalseyV Alberto Laguna-TorresMartín YaguiAmy C MorrisonChii-Dean LinThomas W ScottBACKGROUND:Dengue is one of the most aggressively expanding mosquito-transmitted viruses. The human burden approaches 400 million infections annually. Complex transmission dynamics pose challenges for predicting location, timing, and magnitude of risk; thus, models are needed to guide prevention strategies and policy development locally and globally. Weather regulates transmission-potential via its effects on vector dynamics. An important gap in understanding risk and roadblock in model development is an empirical perspective clarifying how weather impacts transmission in diverse ecological settings. We sought to determine if location, timing, and potential-intensity of transmission are systematically defined by weather. METHODOLOGY/PRINCIPAL FINDINGS:We developed a high-resolution empirical profile of the local weather-disease connection across Peru, a country with considerable ecological diversity. Applying 2-dimensional weather-space that pairs temperature versus humidity, we mapped local transmission-potential in weather-space by week during 1994-2012. A binary classification-tree was developed to test whether weather data could classify 1828 Peruvian districts as positive/negative for transmission and into ranks of transmission-potential with respect to observed disease. We show that transmission-potential is regulated by temperature-humidity coupling, enabling epidemics in a limited area of weather-space. Duration within a specific temperature range defines transmission-potential that is amplified exponentially in higher humidity. Dengue-positive districts were identified by mean temperature >22°C for 7+ weeks and minimum temperature >14°C for 33+ weeks annually with 95% sensitivity and specificity. In elevated-risk locations, seasonal peak-incidence occurred when mean temperature was 26-29°C, coincident with humidity at its local maximum; highest incidence when humidity >80%. We profile transmission-potential in weather-space for temperature-humidity ranging 0-38°C and 5-100% at 1°C x 2% resolution. CONCLUSIONS/SIGNIFICANCE:Local duration in limited areas of temperature-humidity weather-space identifies potential locations, timing, and magnitude of transmission. The weather-space profile of transmission-potential provides needed data that define a systematic and highly-sensitive weather-disease connection, demonstrating separate but coupled roles of temperature and humidity. New insights regarding natural regulation of human-mosquito transmission across diverse ecological settings advance our understanding of risk locally and globally for dengue and other mosquito-borne diseases and support advances in public health policy/operations, providing an evidence-base for modeling, predicting risk, and surveillance-prevention planning.http://europepmc.org/articles/PMC4519153?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author Karen M Campbell
Kristin Haldeman
Chris Lehnig
Cesar V Munayco
Eric S Halsey
V Alberto Laguna-Torres
Martín Yagui
Amy C Morrison
Chii-Dean Lin
Thomas W Scott
spellingShingle Karen M Campbell
Kristin Haldeman
Chris Lehnig
Cesar V Munayco
Eric S Halsey
V Alberto Laguna-Torres
Martín Yagui
Amy C Morrison
Chii-Dean Lin
Thomas W Scott
Weather Regulates Location, Timing, and Intensity of Dengue Virus Transmission between Humans and Mosquitoes.
PLoS Neglected Tropical Diseases
author_facet Karen M Campbell
Kristin Haldeman
Chris Lehnig
Cesar V Munayco
Eric S Halsey
V Alberto Laguna-Torres
Martín Yagui
Amy C Morrison
Chii-Dean Lin
Thomas W Scott
author_sort Karen M Campbell
title Weather Regulates Location, Timing, and Intensity of Dengue Virus Transmission between Humans and Mosquitoes.
title_short Weather Regulates Location, Timing, and Intensity of Dengue Virus Transmission between Humans and Mosquitoes.
title_full Weather Regulates Location, Timing, and Intensity of Dengue Virus Transmission between Humans and Mosquitoes.
title_fullStr Weather Regulates Location, Timing, and Intensity of Dengue Virus Transmission between Humans and Mosquitoes.
title_full_unstemmed Weather Regulates Location, Timing, and Intensity of Dengue Virus Transmission between Humans and Mosquitoes.
title_sort weather regulates location, timing, and intensity of dengue virus transmission between humans and mosquitoes.
publisher Public Library of Science (PLoS)
series PLoS Neglected Tropical Diseases
issn 1935-2727
1935-2735
publishDate 2015-01-01
description BACKGROUND:Dengue is one of the most aggressively expanding mosquito-transmitted viruses. The human burden approaches 400 million infections annually. Complex transmission dynamics pose challenges for predicting location, timing, and magnitude of risk; thus, models are needed to guide prevention strategies and policy development locally and globally. Weather regulates transmission-potential via its effects on vector dynamics. An important gap in understanding risk and roadblock in model development is an empirical perspective clarifying how weather impacts transmission in diverse ecological settings. We sought to determine if location, timing, and potential-intensity of transmission are systematically defined by weather. METHODOLOGY/PRINCIPAL FINDINGS:We developed a high-resolution empirical profile of the local weather-disease connection across Peru, a country with considerable ecological diversity. Applying 2-dimensional weather-space that pairs temperature versus humidity, we mapped local transmission-potential in weather-space by week during 1994-2012. A binary classification-tree was developed to test whether weather data could classify 1828 Peruvian districts as positive/negative for transmission and into ranks of transmission-potential with respect to observed disease. We show that transmission-potential is regulated by temperature-humidity coupling, enabling epidemics in a limited area of weather-space. Duration within a specific temperature range defines transmission-potential that is amplified exponentially in higher humidity. Dengue-positive districts were identified by mean temperature >22°C for 7+ weeks and minimum temperature >14°C for 33+ weeks annually with 95% sensitivity and specificity. In elevated-risk locations, seasonal peak-incidence occurred when mean temperature was 26-29°C, coincident with humidity at its local maximum; highest incidence when humidity >80%. We profile transmission-potential in weather-space for temperature-humidity ranging 0-38°C and 5-100% at 1°C x 2% resolution. CONCLUSIONS/SIGNIFICANCE:Local duration in limited areas of temperature-humidity weather-space identifies potential locations, timing, and magnitude of transmission. The weather-space profile of transmission-potential provides needed data that define a systematic and highly-sensitive weather-disease connection, demonstrating separate but coupled roles of temperature and humidity. New insights regarding natural regulation of human-mosquito transmission across diverse ecological settings advance our understanding of risk locally and globally for dengue and other mosquito-borne diseases and support advances in public health policy/operations, providing an evidence-base for modeling, predicting risk, and surveillance-prevention planning.
url http://europepmc.org/articles/PMC4519153?pdf=render
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