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Vulnerability to snakebite envenoming and access to healthcare in the Terai region of Nepal: a geospatial analysis

BACKGROUND: Snakebite envenoming is a neglected tropical disease that mainly affects poor populations in rural areas. In hyperendemic regions, prevention could partially reduce the constant risk, but the population still needs timely access to adequate treatment. In line with WHO's snakebite ro...

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Autores principales: Ochoa, Carlos, Rai, Mamit, Babo Martins, Sara, Alcoba, Gabriel, Bolon, Isabelle, Ruiz de Castañeda, Rafael, Sharma, Sanjib Kumar, Chappuis, François, Ray, Nicolas
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Elsevier 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10306013/
https://www.ncbi.nlm.nih.gov/pubmed/37383041
http://dx.doi.org/10.1016/j.lansea.2022.100103
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author Ochoa, Carlos
Rai, Mamit
Babo Martins, Sara
Alcoba, Gabriel
Bolon, Isabelle
Ruiz de Castañeda, Rafael
Sharma, Sanjib Kumar
Chappuis, François
Ray, Nicolas
author_facet Ochoa, Carlos
Rai, Mamit
Babo Martins, Sara
Alcoba, Gabriel
Bolon, Isabelle
Ruiz de Castañeda, Rafael
Sharma, Sanjib Kumar
Chappuis, François
Ray, Nicolas
author_sort Ochoa, Carlos
collection PubMed
description BACKGROUND: Snakebite envenoming is a neglected tropical disease that mainly affects poor populations in rural areas. In hyperendemic regions, prevention could partially reduce the constant risk, but the population still needs timely access to adequate treatment. In line with WHO's snakebite roadmap, we aim to understand snakebite vulnerability through modelling of risk and access to treatment, and propose plausible solutions to optimise resource allocation. METHODS: We combined snakebite-risk distribution rasters with travel-time accessibility analyses for the Terai region of Nepal, considering three vehicle types, two seasons, two snakebite syndromes, and uncertainty intervals. We proposed localised and generalised optimisation scenarios to improve snakebite treatment coverage for the population, focusing on the neurotoxic syndrome. FINDINGS: In the Terai, the neurotoxic syndrome is the main factor leading to high snakebite vulnerability. For the most common scenario of season, syndrome, and transport, an estimated 2.07 (15.3%) million rural people fall into the high vulnerability class. This ranges between 0.3 (2.29%) and 6.8 (50.43%) million people when considering the most optimistic and most pessimistic scenarios, respectively. If all health facilities treating snakebite envenoming could optimally treat both syndromes, treatment coverage of the rural population could increase from 65.93% to 93.74%, representing a difference of >3.8 million people. INTERPRETATION: This study is the first high-resolution analysis of snakebite vulnerability, accounting for uncertainties in both risk and travel speed. The results can help identify populations highly vulnerable to snakebite envenoming, optimise resource allocation, and support WHO's snakebite roadmap efforts. FUNDING: 10.13039/501100001711Swiss National Science Foundation.
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spelling pubmed-103060132023-06-28 Vulnerability to snakebite envenoming and access to healthcare in the Terai region of Nepal: a geospatial analysis Ochoa, Carlos Rai, Mamit Babo Martins, Sara Alcoba, Gabriel Bolon, Isabelle Ruiz de Castañeda, Rafael Sharma, Sanjib Kumar Chappuis, François Ray, Nicolas Lancet Reg Health Southeast Asia Articles BACKGROUND: Snakebite envenoming is a neglected tropical disease that mainly affects poor populations in rural areas. In hyperendemic regions, prevention could partially reduce the constant risk, but the population still needs timely access to adequate treatment. In line with WHO's snakebite roadmap, we aim to understand snakebite vulnerability through modelling of risk and access to treatment, and propose plausible solutions to optimise resource allocation. METHODS: We combined snakebite-risk distribution rasters with travel-time accessibility analyses for the Terai region of Nepal, considering three vehicle types, two seasons, two snakebite syndromes, and uncertainty intervals. We proposed localised and generalised optimisation scenarios to improve snakebite treatment coverage for the population, focusing on the neurotoxic syndrome. FINDINGS: In the Terai, the neurotoxic syndrome is the main factor leading to high snakebite vulnerability. For the most common scenario of season, syndrome, and transport, an estimated 2.07 (15.3%) million rural people fall into the high vulnerability class. This ranges between 0.3 (2.29%) and 6.8 (50.43%) million people when considering the most optimistic and most pessimistic scenarios, respectively. If all health facilities treating snakebite envenoming could optimally treat both syndromes, treatment coverage of the rural population could increase from 65.93% to 93.74%, representing a difference of >3.8 million people. INTERPRETATION: This study is the first high-resolution analysis of snakebite vulnerability, accounting for uncertainties in both risk and travel speed. The results can help identify populations highly vulnerable to snakebite envenoming, optimise resource allocation, and support WHO's snakebite roadmap efforts. FUNDING: 10.13039/501100001711Swiss National Science Foundation. Elsevier 2022-11-17 /pmc/articles/PMC10306013/ /pubmed/37383041 http://dx.doi.org/10.1016/j.lansea.2022.100103 Text en © 2022 The Author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article under the CC BY license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Articles
Ochoa, Carlos
Rai, Mamit
Babo Martins, Sara
Alcoba, Gabriel
Bolon, Isabelle
Ruiz de Castañeda, Rafael
Sharma, Sanjib Kumar
Chappuis, François
Ray, Nicolas
Vulnerability to snakebite envenoming and access to healthcare in the Terai region of Nepal: a geospatial analysis
title Vulnerability to snakebite envenoming and access to healthcare in the Terai region of Nepal: a geospatial analysis
title_full Vulnerability to snakebite envenoming and access to healthcare in the Terai region of Nepal: a geospatial analysis
title_fullStr Vulnerability to snakebite envenoming and access to healthcare in the Terai region of Nepal: a geospatial analysis
title_full_unstemmed Vulnerability to snakebite envenoming and access to healthcare in the Terai region of Nepal: a geospatial analysis
title_short Vulnerability to snakebite envenoming and access to healthcare in the Terai region of Nepal: a geospatial analysis
title_sort vulnerability to snakebite envenoming and access to healthcare in the terai region of nepal: a geospatial analysis
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10306013/
https://www.ncbi.nlm.nih.gov/pubmed/37383041
http://dx.doi.org/10.1016/j.lansea.2022.100103
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