The importance of human population characteristics in modeling Aedes aegypti distributions and assessing risk of mosquito-borne infectious diseases

Abstract Background The mosquito Aedes aegypti has long been a vector for human illness in the Southeastern United States. In the past, it has been responsible for outbreaks of dengue, chikungunya, and yellow fever and, very recently, the Zika virus that has been introduced to the region. Multiple s...

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Published in:Tropical Medicine and Health
Main Authors: Julie F. Obenauer, T. Andrew Joyner, Joseph B. Harris
Format: Article in Journal/Newspaper
Language:English
Published: BMC 2017
Subjects:
Online Access:https://doi.org/10.1186/s41182-017-0078-1
https://doaj.org/article/aaa78627e6f44d0294bfb33a48cfbabd
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spelling ftdoajarticles:oai:doaj.org/article:aaa78627e6f44d0294bfb33a48cfbabd 2023-05-15T15:13:48+02:00 The importance of human population characteristics in modeling Aedes aegypti distributions and assessing risk of mosquito-borne infectious diseases Julie F. Obenauer T. Andrew Joyner Joseph B. Harris 2017-11-01T00:00:00Z https://doi.org/10.1186/s41182-017-0078-1 https://doaj.org/article/aaa78627e6f44d0294bfb33a48cfbabd EN eng BMC http://link.springer.com/article/10.1186/s41182-017-0078-1 https://doaj.org/toc/1349-4147 doi:10.1186/s41182-017-0078-1 1349-4147 https://doaj.org/article/aaa78627e6f44d0294bfb33a48cfbabd Tropical Medicine and Health, Vol 45, Iss 1, Pp 1-9 (2017) Aedes aegypti Zika virus Climate change Species distribution model Maxent Human population Arctic medicine. Tropical medicine RC955-962 article 2017 ftdoajarticles https://doi.org/10.1186/s41182-017-0078-1 2022-12-31T07:12:11Z Abstract Background The mosquito Aedes aegypti has long been a vector for human illness in the Southeastern United States. In the past, it has been responsible for outbreaks of dengue, chikungunya, and yellow fever and, very recently, the Zika virus that has been introduced to the region. Multiple studies have modeled the geographic distribution of Ae. aegypti as a function of climate factors; however, this ignores the importance of humans to the anthropophilic biter. Furthermore, Ae. aegypti thrives in areas where humans have created standing water sites, such as water storage containers and trash. As models are developed to examine the potential impact of climate change, it becomes increasingly important to include the most comprehensive set of predictors possible. Results This study uses Maxent, a species distribution model, to evaluate the effects of adding poverty and population density to climate-only models. Performance was evaluated through model fit statistics, such as AUC, omission, and commission, as well as individual variable contributions and response curves. Models which included both population density and poverty exhibited better predictive power and produced more precise distribution maps. Furthermore, the two human population characteristics accounted for much of the model contribution—more so than climate variables. Conclusions Modeling mosquito distributions without accounting for their dependence on local human populations may miss factors that are very important to niche realization and subsequent risk of infection for humans. Further research is needed to determine if additional human characteristics should be evaluated for model inclusion. Article in Journal/Newspaper Arctic Climate change Directory of Open Access Journals: DOAJ Articles Arctic Tropical Medicine and Health 45 1
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Aedes aegypti
Zika virus
Climate change
Species distribution model
Maxent
Human population
Arctic medicine. Tropical medicine
RC955-962
spellingShingle Aedes aegypti
Zika virus
Climate change
Species distribution model
Maxent
Human population
Arctic medicine. Tropical medicine
RC955-962
Julie F. Obenauer
T. Andrew Joyner
Joseph B. Harris
The importance of human population characteristics in modeling Aedes aegypti distributions and assessing risk of mosquito-borne infectious diseases
topic_facet Aedes aegypti
Zika virus
Climate change
Species distribution model
Maxent
Human population
Arctic medicine. Tropical medicine
RC955-962
description Abstract Background The mosquito Aedes aegypti has long been a vector for human illness in the Southeastern United States. In the past, it has been responsible for outbreaks of dengue, chikungunya, and yellow fever and, very recently, the Zika virus that has been introduced to the region. Multiple studies have modeled the geographic distribution of Ae. aegypti as a function of climate factors; however, this ignores the importance of humans to the anthropophilic biter. Furthermore, Ae. aegypti thrives in areas where humans have created standing water sites, such as water storage containers and trash. As models are developed to examine the potential impact of climate change, it becomes increasingly important to include the most comprehensive set of predictors possible. Results This study uses Maxent, a species distribution model, to evaluate the effects of adding poverty and population density to climate-only models. Performance was evaluated through model fit statistics, such as AUC, omission, and commission, as well as individual variable contributions and response curves. Models which included both population density and poverty exhibited better predictive power and produced more precise distribution maps. Furthermore, the two human population characteristics accounted for much of the model contribution—more so than climate variables. Conclusions Modeling mosquito distributions without accounting for their dependence on local human populations may miss factors that are very important to niche realization and subsequent risk of infection for humans. Further research is needed to determine if additional human characteristics should be evaluated for model inclusion.
format Article in Journal/Newspaper
author Julie F. Obenauer
T. Andrew Joyner
Joseph B. Harris
author_facet Julie F. Obenauer
T. Andrew Joyner
Joseph B. Harris
author_sort Julie F. Obenauer
title The importance of human population characteristics in modeling Aedes aegypti distributions and assessing risk of mosquito-borne infectious diseases
title_short The importance of human population characteristics in modeling Aedes aegypti distributions and assessing risk of mosquito-borne infectious diseases
title_full The importance of human population characteristics in modeling Aedes aegypti distributions and assessing risk of mosquito-borne infectious diseases
title_fullStr The importance of human population characteristics in modeling Aedes aegypti distributions and assessing risk of mosquito-borne infectious diseases
title_full_unstemmed The importance of human population characteristics in modeling Aedes aegypti distributions and assessing risk of mosquito-borne infectious diseases
title_sort importance of human population characteristics in modeling aedes aegypti distributions and assessing risk of mosquito-borne infectious diseases
publisher BMC
publishDate 2017
url https://doi.org/10.1186/s41182-017-0078-1
https://doaj.org/article/aaa78627e6f44d0294bfb33a48cfbabd
geographic Arctic
geographic_facet Arctic
genre Arctic
Climate change
genre_facet Arctic
Climate change
op_source Tropical Medicine and Health, Vol 45, Iss 1, Pp 1-9 (2017)
op_relation http://link.springer.com/article/10.1186/s41182-017-0078-1
https://doaj.org/toc/1349-4147
doi:10.1186/s41182-017-0078-1
1349-4147
https://doaj.org/article/aaa78627e6f44d0294bfb33a48cfbabd
op_doi https://doi.org/10.1186/s41182-017-0078-1
container_title Tropical Medicine and Health
container_volume 45
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