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The Spatial Heterogeneity between Japanese Encephalitis Incidence Distribution and Environmental Variables in Nepal

BACKGROUND: To identify potential environmental drivers of Japanese Encephalitis virus (JE) transmission in Nepal, we conducted an ecological study to determine the spatial association between 2005 Nepal JE incidence, and climate, agricultural, and land-cover variables at district level. METHODS: Di...

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Autores principales: Impoinvil, Daniel E., Solomon, Tom, Schluter, W. William, Rayamajhi, Ajit, Bichha, Ram Padarath, Shakya, Geeta, Caminade, Cyril, Baylis, Matthew
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3141013/
https://www.ncbi.nlm.nih.gov/pubmed/21811573
http://dx.doi.org/10.1371/journal.pone.0022192
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author Impoinvil, Daniel E.
Solomon, Tom
Schluter, W. William
Rayamajhi, Ajit
Bichha, Ram Padarath
Shakya, Geeta
Caminade, Cyril
Baylis, Matthew
author_facet Impoinvil, Daniel E.
Solomon, Tom
Schluter, W. William
Rayamajhi, Ajit
Bichha, Ram Padarath
Shakya, Geeta
Caminade, Cyril
Baylis, Matthew
author_sort Impoinvil, Daniel E.
collection PubMed
description BACKGROUND: To identify potential environmental drivers of Japanese Encephalitis virus (JE) transmission in Nepal, we conducted an ecological study to determine the spatial association between 2005 Nepal JE incidence, and climate, agricultural, and land-cover variables at district level. METHODS: District-level data on JE cases were examined using Local Indicators of Spatial Association (LISA) analysis to identify spatial clusters from 2004 to 2008 and 2005 data was used to fit a spatial lag regression model with climate, agriculture and land-cover variables. RESULTS: Prior to 2006, there was a single large cluster of JE cases located in the Far-West and Mid-West terai regions of Nepal. After 2005, the distribution of JE cases in Nepal shifted with clusters found in the central hill areas. JE incidence during the 2005 epidemic had a stronger association with May mean monthly temperature and April mean monthly total precipitation compared to mean annual temperature and precipitation. A parsimonious spatial lag regression model revealed, 1) a significant negative relationship between JE incidence and April precipitation, 2) a significant positive relationship between JE incidence and percentage of irrigated land 3) a non-significant negative relationship between JE incidence and percentage of grassland cover, and 4) a unimodal non-significant relationship between JE Incidence and pig-to-human ratio. CONCLUSION: JE cases clustered in the terai prior to 2006 where it seemed to shift to the Kathmandu region in subsequent years. The spatial pattern of JE cases during the 2005 epidemic in Nepal was significantly associated with low precipitation and the percentage of irrigated land. Despite the availability of an effective vaccine, it is still important to understand environmental drivers of JEV transmission since the enzootic cycle of JEV transmission is not likely to be totally interrupted. Understanding the spatial dynamics of JE risk factors may be useful in providing important information to the Nepal immunization program.
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spelling pubmed-31410132011-08-02 The Spatial Heterogeneity between Japanese Encephalitis Incidence Distribution and Environmental Variables in Nepal Impoinvil, Daniel E. Solomon, Tom Schluter, W. William Rayamajhi, Ajit Bichha, Ram Padarath Shakya, Geeta Caminade, Cyril Baylis, Matthew PLoS One Research Article BACKGROUND: To identify potential environmental drivers of Japanese Encephalitis virus (JE) transmission in Nepal, we conducted an ecological study to determine the spatial association between 2005 Nepal JE incidence, and climate, agricultural, and land-cover variables at district level. METHODS: District-level data on JE cases were examined using Local Indicators of Spatial Association (LISA) analysis to identify spatial clusters from 2004 to 2008 and 2005 data was used to fit a spatial lag regression model with climate, agriculture and land-cover variables. RESULTS: Prior to 2006, there was a single large cluster of JE cases located in the Far-West and Mid-West terai regions of Nepal. After 2005, the distribution of JE cases in Nepal shifted with clusters found in the central hill areas. JE incidence during the 2005 epidemic had a stronger association with May mean monthly temperature and April mean monthly total precipitation compared to mean annual temperature and precipitation. A parsimonious spatial lag regression model revealed, 1) a significant negative relationship between JE incidence and April precipitation, 2) a significant positive relationship between JE incidence and percentage of irrigated land 3) a non-significant negative relationship between JE incidence and percentage of grassland cover, and 4) a unimodal non-significant relationship between JE Incidence and pig-to-human ratio. CONCLUSION: JE cases clustered in the terai prior to 2006 where it seemed to shift to the Kathmandu region in subsequent years. The spatial pattern of JE cases during the 2005 epidemic in Nepal was significantly associated with low precipitation and the percentage of irrigated land. Despite the availability of an effective vaccine, it is still important to understand environmental drivers of JEV transmission since the enzootic cycle of JEV transmission is not likely to be totally interrupted. Understanding the spatial dynamics of JE risk factors may be useful in providing important information to the Nepal immunization program. Public Library of Science 2011-07-21 /pmc/articles/PMC3141013/ /pubmed/21811573 http://dx.doi.org/10.1371/journal.pone.0022192 Text en Impoinvil et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Impoinvil, Daniel E.
Solomon, Tom
Schluter, W. William
Rayamajhi, Ajit
Bichha, Ram Padarath
Shakya, Geeta
Caminade, Cyril
Baylis, Matthew
The Spatial Heterogeneity between Japanese Encephalitis Incidence Distribution and Environmental Variables in Nepal
title The Spatial Heterogeneity between Japanese Encephalitis Incidence Distribution and Environmental Variables in Nepal
title_full The Spatial Heterogeneity between Japanese Encephalitis Incidence Distribution and Environmental Variables in Nepal
title_fullStr The Spatial Heterogeneity between Japanese Encephalitis Incidence Distribution and Environmental Variables in Nepal
title_full_unstemmed The Spatial Heterogeneity between Japanese Encephalitis Incidence Distribution and Environmental Variables in Nepal
title_short The Spatial Heterogeneity between Japanese Encephalitis Incidence Distribution and Environmental Variables in Nepal
title_sort spatial heterogeneity between japanese encephalitis incidence distribution and environmental variables in nepal
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3141013/
https://www.ncbi.nlm.nih.gov/pubmed/21811573
http://dx.doi.org/10.1371/journal.pone.0022192
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