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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

Authors :
Arjen M. Dondorp
Shalini Nair
Peter W. Gething
Georgina S Humphreys
Carol Hopkins Sibley
Shannon Takala-Harrison
Mehul Dhorda
Tim J. Anderson
Didier Menard
Mallika Imwong
M. Abul Faiz
Frank Smithuis
Benoit Witkowski
Elizabeth A. Ashley
Charles J. Woodrow
Ric N. Price
Nicholas P. J. Day
Marina McDew-White
François Nosten
Tran Tinh Hien
Jean Marie Kindermans
Paul N. Newton
Eric P. M. Grist
Kyaw Myo Tun
Ignacio Suay Mas
Mayfong Mayxay
Richard J. Maude
Rick M. Fairhurst
Jennifer A. Flegg
Nhien T. Nguyen
Philippe J Guerin
Nicholas J. White
Sasithon Pukrittayakamee
Tin Maung Hlaing
CSIRO Marine and Atmospheric Research (CSIRO-MAR)
Commonwealth Scientific and Industrial Research Organisation [Canberra] (CSIRO)
WorldWide Antimalarial Resistance Network (WWARN) (WWARN)
WorldWide Antimalarial Resistance Network (WWARN)
Territoires, économie, enjeux sociétaux (LARHRA TEES)
LAboratoire de Recherche Historique Rhône-Alpes - UMR5190 (LARHRA)
Université Pierre Mendès France - Grenoble 2 (UPMF)-École normale supérieure - Lyon (ENS Lyon)-Université Lumière - Lyon 2 (UL2)-Université Jean Moulin - Lyon 3 (UJML)
Université de Lyon-Université de Lyon-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA)-Université Pierre Mendès France - Grenoble 2 (UPMF)-École normale supérieure - Lyon (ENS Lyon)-Université Lumière - Lyon 2 (UL2)-Université Jean Moulin - Lyon 3 (UJML)
Université de Lyon-Université de Lyon-Centre National de la Recherche Scientifique (CNRS)-Université Grenoble Alpes (UGA)
Mahidol Oxford Tropical Medicine Research Unit
University of Oxford [Oxford]-Mahidol University [Bangkok]
Strangeways Research Laboratory
University of Oxford [Oxford]
Nuffield Department of Medicine [Oxford, UK] (Big Data Institute)
Centre for Tropical Medicine and Global Health [Oxford, UK] (Nuffield Department of Medicine)
Department of Molecular Tropical Medicine and Genetics [Bangkok, Thaïlande]
Faculty of Tropical Medicine [Bangkok, Thaïlande]
Mahidol University [Bangkok]-Mahidol University [Bangkok]
Lao-Oxford-Mahosot Hospital-Wellcome Trust Research Unit (LOMWRU)
Mahidol University [Bangkok]-Mahosot Hospital
Texas Biomedical Research Institute
Institut Pasteur [Paris]
Shoklo Malaria Research Unit [Mae Sot, Thailand] (Faculty of Tropical Medicine)
Mahidol University [Bangkok]-Mahidol Oxford Tropical Medicine Research Unit (MORU)
University of Oxford [Oxford]-Mahidol University [Bangkok]-Wellcome Trust-University of Oxford [Oxford]-Wellcome Trust
Global Health Division
Menzies School of Health Research
Department of Clinical Tropical Medicine [Bangkok, Thailand] (Faculty of Tropical Medicine)
Mahidol University [Bangkok]
University of Maryland School of Medicine
University of Maryland System
Myanmar Oxford Clinical Research Unit [Yangon, Myanmar]
Laboratoire d'épidémiologie moléculaire
Institut Pasteur du Cambodge
Réseau International des Instituts Pasteur (RIIP)-Réseau International des Instituts Pasteur (RIIP)
Laboratory of Malaria and Vector Research
National Institute of Allergy and Infectious Diseases-National Institutes of Health
Université de Washington Seattle
LECEMO - Les Cultures de l'Europe Méditérranéenne Occidentale - EA 3979 (LECEMO)
Université Sorbonne Nouvelle - Paris 3
University of Oxford [Oxford]-Churchill Hospital Oxford Centre for Haematology
Centre for Tropical Medicine and Global Health [Oxford, UK]
University of Oxford [Oxford]-University of Oxford [Oxford]
Monash University [Melbourne]
Texas Biomedical Research Institute [San Antonio, TX]
Dev Care Foundation [Dhaka, Bangladesh]
Spatial Ecology and Epidemiology Group
Hospital for Tropical Diseases
Oxford University Clinical Research Unit [Ho Chi Minh City] (OUCRU)
Defence Services Medical Research Centre [Naypyitaw, Myanmar] (DSMRC)
Médecins Sans Frontières Belgique
Harvard T.H. Chan School of Public Health
Réseau International des Instituts Pasteur (RIIP)
Shoklo Malaria Research Unit [Mae Sot, Thailand] (SMRU)
Mahidol Oxford Tropical Medicine Research Unit (MORU)
Wellcome Trust-Mahidol University [Bangkok]-University of Oxford [Oxford]-Wellcome Trust-Mahidol University [Bangkok]-University of Oxford [Oxford]
Menzies School of Health Research [Australia]
Charles Darwin University
Faculty of Tropical Medicine [Bangkok, Thailand]
Laboratory of Malaria and Vector Research [Rockville]
National Institute of Allergy and Infectious Diseases [Bethesda] (NIAID-NIH)
National Institutes of Health [Bethesda] (NIH)-National Institutes of Health [Bethesda] (NIH)
Department of Genome Sciences [Seattle] (GS)
University of Washington [Seattle]
This study was supported by the UK Department for International Development, the Worldwide Antimalarial Resistance Network, the Intramural Research Program of the National Institute of Allergy and Infectious Diseases of the National Institutes of Health, and the Bill and Melinda Gates Foundation. The Mahidol-University Oxford Tropical Medicine Research Programme is funded by the Wellcome Trust of Great Britain. KMT was supported by a Li Ka Shing Foundation Scholarship. MI was supported by Mahidol University. EPMG was supported by the ExxonMobile Foundation. Work at Texas Biomedical Research Institute was supported by a National Institutes of Health (NIH) Grant (No. R37AI048071) to TJCA and was done in facilities constructed with support from Research Facilities Improvement Program (Grants C06 RR013556 and RR017515) from the National Center for Research Resources of the NIH.
The authors thank the four anonymous reviewers for critical review of an earlier version of this manuscript. We thank the patients enrolled in the various studies in the Mekong region.
Source :
International Journal of Health Geographics, International Journal of Health Geographics, BioMed Central, 2016, 15 (1), pp.37. ⟨10.1186/s12942-016-0064-6⟩, International Journal of Health Geographics, Vol 15, Iss 1, Pp 1-10 (2016)
Publication Year :
2016
Publisher :
Springer Science and Business Media LLC, 2016.

Abstract

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.

Details

ISSN :
1476072X
Volume :
15
Database :
OpenAIRE
Journal :
International Journal of Health Geographics
Accession number :
edsair.doi.dedup.....1e7ce64ff24db4013aac843813683202