Mapping and Modelling the Geographical Distribution and Environmental Limits of Podoconiosis in Ethiopia.
BACKGROUND:Ethiopia is assumed to have the highest burden of podoconiosis globally, but the geographical distribution and environmental limits and correlates are yet to be fully investigated. In this paper we use data from a nationwide survey to address these issues. METHODOLOGY:Our analyses are bas...
Published in: | PLOS Neglected Tropical Diseases |
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Main Authors: | , , , , , , , , , , , , , , , , , , |
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Language: | English |
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Online Access: | https://doi.org/10.1371/journal.pntd.0003946 https://doaj.org/article/de0d78a8381240a0b808625f95d5029d |
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author | Kebede Deribe Jorge Cano Melanie J Newport Nick Golding Rachel L Pullan Heven Sime Abeba Gebretsadik Ashenafi Assefa Amha Kebede Asrat Hailu Maria P Rebollo Oumer Shafi Moses J Bockarie Abraham Aseffa Simon I Hay Richard Reithinger Fikre Enquselassie Gail Davey Simon J Brooker |
author_facet | Kebede Deribe Jorge Cano Melanie J Newport Nick Golding Rachel L Pullan Heven Sime Abeba Gebretsadik Ashenafi Assefa Amha Kebede Asrat Hailu Maria P Rebollo Oumer Shafi Moses J Bockarie Abraham Aseffa Simon I Hay Richard Reithinger Fikre Enquselassie Gail Davey Simon J Brooker |
author_sort | Kebede Deribe |
collection | Directory of Open Access Journals: DOAJ Articles |
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container_start_page | e0003946 |
container_title | PLOS Neglected Tropical Diseases |
container_volume | 9 |
description | BACKGROUND:Ethiopia is assumed to have the highest burden of podoconiosis globally, but the geographical distribution and environmental limits and correlates are yet to be fully investigated. In this paper we use data from a nationwide survey to address these issues. METHODOLOGY:Our analyses are based on data arising from the integrated mapping of podoconiosis and lymphatic filariasis (LF) conducted in 2013, supplemented by data from an earlier mapping of LF in western Ethiopia in 2008-2010. The integrated mapping used woreda (district) health offices' reports of podoconiosis and LF to guide selection of survey sites. A suite of environmental and climatic data and boosted regression tree (BRT) modelling was used to investigate environmental limits and predict the probability of podoconiosis occurrence. PRINCIPAL FINDINGS:Data were available for 141,238 individuals from 1,442 communities in 775 districts from all nine regional states and two city administrations of Ethiopia. In 41.9% of surveyed districts no cases of podoconiosis were identified, with all districts in Affar, Dire Dawa, Somali and Gambella regional states lacking the disease. The disease was most common, with lymphoedema positivity rate exceeding 5%, in the central highlands of Ethiopia, in Amhara, Oromia and Southern Nations, Nationalities and Peoples regional states. BRT modelling indicated that the probability of podoconiosis occurrence increased with increasing altitude, precipitation and silt fraction of soil and decreased with population density and clay content. Based on the BRT model, we estimate that in 2010, 34.9 (95% confidence interval [CI]: 20.2-51.7) million people (i.e. 43.8%; 95% CI: 25.3-64.8% of Ethiopia's national population) lived in areas environmentally suitable for the occurrence of podoconiosis. CONCLUSIONS:Podoconiosis is more widespread in Ethiopia than previously estimated, but occurs in distinct geographical regions that are tied to identifiable environmental factors. The resultant maps can be used to guide programme ... |
format | Article in Journal/Newspaper |
genre | Arctic |
genre_facet | Arctic |
geographic | Arctic |
geographic_facet | Arctic |
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language | English |
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op_doi | https://doi.org/10.1371/journal.pntd.0003946 |
op_relation | http://europepmc.org/articles/PMC4519246?pdf=render https://doaj.org/toc/1935-2727 https://doaj.org/toc/1935-2735 1935-2727 1935-2735 doi:10.1371/journal.pntd.0003946 https://doaj.org/article/de0d78a8381240a0b808625f95d5029d |
op_source | PLoS Neglected Tropical Diseases, Vol 9, Iss 7, p e0003946 (2015) |
publishDate | 2015 |
publisher | Public Library of Science (PLoS) |
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spelling | ftdoajarticles:oai:doaj.org/article:de0d78a8381240a0b808625f95d5029d 2025-01-16T20:46:28+00:00 Mapping and Modelling the Geographical Distribution and Environmental Limits of Podoconiosis in Ethiopia. Kebede Deribe Jorge Cano Melanie J Newport Nick Golding Rachel L Pullan Heven Sime Abeba Gebretsadik Ashenafi Assefa Amha Kebede Asrat Hailu Maria P Rebollo Oumer Shafi Moses J Bockarie Abraham Aseffa Simon I Hay Richard Reithinger Fikre Enquselassie Gail Davey Simon J Brooker 2015-01-01T00:00:00Z https://doi.org/10.1371/journal.pntd.0003946 https://doaj.org/article/de0d78a8381240a0b808625f95d5029d EN eng Public Library of Science (PLoS) http://europepmc.org/articles/PMC4519246?pdf=render https://doaj.org/toc/1935-2727 https://doaj.org/toc/1935-2735 1935-2727 1935-2735 doi:10.1371/journal.pntd.0003946 https://doaj.org/article/de0d78a8381240a0b808625f95d5029d PLoS Neglected Tropical Diseases, Vol 9, Iss 7, p e0003946 (2015) Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 article 2015 ftdoajarticles https://doi.org/10.1371/journal.pntd.0003946 2022-12-31T05:36:28Z BACKGROUND:Ethiopia is assumed to have the highest burden of podoconiosis globally, but the geographical distribution and environmental limits and correlates are yet to be fully investigated. In this paper we use data from a nationwide survey to address these issues. METHODOLOGY:Our analyses are based on data arising from the integrated mapping of podoconiosis and lymphatic filariasis (LF) conducted in 2013, supplemented by data from an earlier mapping of LF in western Ethiopia in 2008-2010. The integrated mapping used woreda (district) health offices' reports of podoconiosis and LF to guide selection of survey sites. A suite of environmental and climatic data and boosted regression tree (BRT) modelling was used to investigate environmental limits and predict the probability of podoconiosis occurrence. PRINCIPAL FINDINGS:Data were available for 141,238 individuals from 1,442 communities in 775 districts from all nine regional states and two city administrations of Ethiopia. In 41.9% of surveyed districts no cases of podoconiosis were identified, with all districts in Affar, Dire Dawa, Somali and Gambella regional states lacking the disease. The disease was most common, with lymphoedema positivity rate exceeding 5%, in the central highlands of Ethiopia, in Amhara, Oromia and Southern Nations, Nationalities and Peoples regional states. BRT modelling indicated that the probability of podoconiosis occurrence increased with increasing altitude, precipitation and silt fraction of soil and decreased with population density and clay content. Based on the BRT model, we estimate that in 2010, 34.9 (95% confidence interval [CI]: 20.2-51.7) million people (i.e. 43.8%; 95% CI: 25.3-64.8% of Ethiopia's national population) lived in areas environmentally suitable for the occurrence of podoconiosis. CONCLUSIONS:Podoconiosis is more widespread in Ethiopia than previously estimated, but occurs in distinct geographical regions that are tied to identifiable environmental factors. The resultant maps can be used to guide programme ... Article in Journal/Newspaper Arctic Directory of Open Access Journals: DOAJ Articles Arctic PLOS Neglected Tropical Diseases 9 7 e0003946 |
spellingShingle | Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 Kebede Deribe Jorge Cano Melanie J Newport Nick Golding Rachel L Pullan Heven Sime Abeba Gebretsadik Ashenafi Assefa Amha Kebede Asrat Hailu Maria P Rebollo Oumer Shafi Moses J Bockarie Abraham Aseffa Simon I Hay Richard Reithinger Fikre Enquselassie Gail Davey Simon J Brooker Mapping and Modelling the Geographical Distribution and Environmental Limits of Podoconiosis in Ethiopia. |
title | Mapping and Modelling the Geographical Distribution and Environmental Limits of Podoconiosis in Ethiopia. |
title_full | Mapping and Modelling the Geographical Distribution and Environmental Limits of Podoconiosis in Ethiopia. |
title_fullStr | Mapping and Modelling the Geographical Distribution and Environmental Limits of Podoconiosis in Ethiopia. |
title_full_unstemmed | Mapping and Modelling the Geographical Distribution and Environmental Limits of Podoconiosis in Ethiopia. |
title_short | Mapping and Modelling the Geographical Distribution and Environmental Limits of Podoconiosis in Ethiopia. |
title_sort | mapping and modelling the geographical distribution and environmental limits of podoconiosis in ethiopia. |
topic | Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 |
topic_facet | Arctic medicine. Tropical medicine RC955-962 Public aspects of medicine RA1-1270 |
url | https://doi.org/10.1371/journal.pntd.0003946 https://doaj.org/article/de0d78a8381240a0b808625f95d5029d |