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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...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2011
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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. |
format | Online Article Text |
id | pubmed-3141013 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2011 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
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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