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Optimal health and disease management using spatial uncertainty: a geographic characterization of emergent artemisinin-resistant Plasmodium falciparum distributions in Southeast Asia
BACKGROUND: Artemisinin-resistant Plasmodium falciparum malaria parasites are now present across much of mainland Southeast Asia, where ongoing surveys are measuring and mapping their spatial distribution. These efforts require substantial resources. Here we propose a generic ‘smart surveillance’ me...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2016
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5078981/ https://www.ncbi.nlm.nih.gov/pubmed/27776514 http://dx.doi.org/10.1186/s12942-016-0064-6 |
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author | Grist, Eric P. M. Flegg, Jennifer A. Humphreys, Georgina Mas, Ignacio Suay Anderson, Tim J. C. Ashley, Elizabeth A. Day, Nicholas P. J. Dhorda, Mehul Dondorp, Arjen M. Faiz, M. Abul Gething, Peter W. Hien, Tran T. Hlaing, Tin M. Imwong, Mallika Kindermans, Jean-Marie Maude, Richard J. Mayxay, Mayfong McDew-White, Marina Menard, Didier Nair, Shalini Nosten, Francois Newton, Paul N. Price, Ric N. Pukrittayakamee, Sasithon Takala-Harrison, Shannon Smithuis, Frank Nguyen, Nhien T. Tun, Kyaw M. White, Nicholas J. Witkowski, Benoit Woodrow, Charles J. Fairhurst, Rick M. Sibley, Carol Hopkins Guerin, Philippe J. |
author_facet | Grist, Eric P. M. Flegg, Jennifer A. Humphreys, Georgina Mas, Ignacio Suay Anderson, Tim J. C. Ashley, Elizabeth A. Day, Nicholas P. J. Dhorda, Mehul Dondorp, Arjen M. Faiz, M. Abul Gething, Peter W. Hien, Tran T. Hlaing, Tin M. Imwong, Mallika Kindermans, Jean-Marie Maude, Richard J. Mayxay, Mayfong McDew-White, Marina Menard, Didier Nair, Shalini Nosten, Francois Newton, Paul N. Price, Ric N. Pukrittayakamee, Sasithon Takala-Harrison, Shannon Smithuis, Frank Nguyen, Nhien T. Tun, Kyaw M. White, Nicholas J. Witkowski, Benoit Woodrow, Charles J. Fairhurst, Rick M. Sibley, Carol Hopkins Guerin, Philippe J. |
author_sort | Grist, Eric P. M. |
collection | PubMed |
description | BACKGROUND: Artemisinin-resistant Plasmodium falciparum malaria parasites are now present across much of mainland Southeast Asia, where ongoing surveys are measuring and mapping their spatial distribution. These efforts require substantial resources. Here we propose a generic ‘smart surveillance’ methodology to identify optimal candidate sites for future sampling and thus map the distribution of artemisinin resistance most efficiently. METHODS: The approach uses the ‘uncertainty’ map generated iteratively by a geostatistical model to determine optimal locations for subsequent sampling. RESULTS: The methodology is illustrated using recent data on the prevalence of the K13-propeller polymorphism (a genetic marker of artemisinin resistance) in the Greater Mekong Subregion. CONCLUSION: This methodology, which has broader application to geostatistical mapping in general, could improve the quality and efficiency of drug resistance mapping and thereby guide practical operations to eliminate malaria in affected areas. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12942-016-0064-6) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5078981 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2016 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-50789812016-10-31 Optimal health and disease management using spatial uncertainty: a geographic characterization of emergent artemisinin-resistant Plasmodium falciparum distributions in Southeast Asia Grist, Eric P. M. Flegg, Jennifer A. Humphreys, Georgina Mas, Ignacio Suay Anderson, Tim J. C. Ashley, Elizabeth A. Day, Nicholas P. J. Dhorda, Mehul Dondorp, Arjen M. Faiz, M. Abul Gething, Peter W. Hien, Tran T. Hlaing, Tin M. Imwong, Mallika Kindermans, Jean-Marie Maude, Richard J. Mayxay, Mayfong McDew-White, Marina Menard, Didier Nair, Shalini Nosten, Francois Newton, Paul N. Price, Ric N. Pukrittayakamee, Sasithon Takala-Harrison, Shannon Smithuis, Frank Nguyen, Nhien T. Tun, Kyaw M. White, Nicholas J. Witkowski, Benoit Woodrow, Charles J. Fairhurst, Rick M. Sibley, Carol Hopkins Guerin, Philippe J. Int J Health Geogr Research BACKGROUND: Artemisinin-resistant Plasmodium falciparum malaria parasites are now present across much of mainland Southeast Asia, where ongoing surveys are measuring and mapping their spatial distribution. These efforts require substantial resources. Here we propose a generic ‘smart surveillance’ methodology to identify optimal candidate sites for future sampling and thus map the distribution of artemisinin resistance most efficiently. METHODS: The approach uses the ‘uncertainty’ map generated iteratively by a geostatistical model to determine optimal locations for subsequent sampling. RESULTS: The methodology is illustrated using recent data on the prevalence of the K13-propeller polymorphism (a genetic marker of artemisinin resistance) in the Greater Mekong Subregion. CONCLUSION: This methodology, which has broader application to geostatistical mapping in general, could improve the quality and efficiency of drug resistance mapping and thereby guide practical operations to eliminate malaria in affected areas. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12942-016-0064-6) contains supplementary material, which is available to authorized users. BioMed Central 2016-10-24 /pmc/articles/PMC5078981/ /pubmed/27776514 http://dx.doi.org/10.1186/s12942-016-0064-6 Text en © The Author(s) 2016 Open AccessThis article is distributed under the terms of the Creative Commons Attribution 4.0 International License (http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated. |
spellingShingle | Research Grist, Eric P. M. Flegg, Jennifer A. Humphreys, Georgina Mas, Ignacio Suay Anderson, Tim J. C. Ashley, Elizabeth A. Day, Nicholas P. J. Dhorda, Mehul Dondorp, Arjen M. Faiz, M. Abul Gething, Peter W. Hien, Tran T. Hlaing, Tin M. Imwong, Mallika Kindermans, Jean-Marie Maude, Richard J. Mayxay, Mayfong McDew-White, Marina Menard, Didier Nair, Shalini Nosten, Francois Newton, Paul N. Price, Ric N. Pukrittayakamee, Sasithon Takala-Harrison, Shannon Smithuis, Frank Nguyen, Nhien T. Tun, Kyaw M. White, Nicholas J. Witkowski, Benoit Woodrow, Charles J. Fairhurst, Rick M. Sibley, Carol Hopkins Guerin, Philippe J. Optimal health and disease management using spatial uncertainty: a geographic characterization of emergent artemisinin-resistant Plasmodium falciparum distributions in Southeast Asia |
title | Optimal health and disease management using spatial uncertainty: a geographic characterization of emergent artemisinin-resistant Plasmodium falciparum distributions in Southeast Asia |
title_full | Optimal health and disease management using spatial uncertainty: a geographic characterization of emergent artemisinin-resistant Plasmodium falciparum distributions in Southeast Asia |
title_fullStr | Optimal health and disease management using spatial uncertainty: a geographic characterization of emergent artemisinin-resistant Plasmodium falciparum distributions in Southeast Asia |
title_full_unstemmed | Optimal health and disease management using spatial uncertainty: a geographic characterization of emergent artemisinin-resistant Plasmodium falciparum distributions in Southeast Asia |
title_short | Optimal health and disease management using spatial uncertainty: a geographic characterization of emergent artemisinin-resistant Plasmodium falciparum distributions in Southeast Asia |
title_sort | optimal health and disease management using spatial uncertainty: a geographic characterization of emergent artemisinin-resistant plasmodium falciparum distributions in southeast asia |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5078981/ https://www.ncbi.nlm.nih.gov/pubmed/27776514 http://dx.doi.org/10.1186/s12942-016-0064-6 |
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