1. Current and future distribution of Aedes aegypti and Aedes albopictus (Diptera : Culicidae) in WHO Eastern Mediterranean Region
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Johannes Charlier, Ward Bryssinckx, Valérie De Waele, Frédéric Simard, Evans Buliva, Abdulhafid Hussain, Nhu Nguyen Tran Minh, Muhammad Mukhtar, David Roiz, Nabil Haddad, Ali Bouattour, Guy Hendrickx, Els Ducheyne, Osama Mahmoud, Mamunur Rahman Malik, Avia-GIS [Zoersel], WHO - Regional Office for the Eastern Mediterranean [Cairo, Egypt] (EMRO), Organisation Mondiale de la Santé / World Health Organization Office (OMS / WHO), Université Libanaise, Diversity, ecology, evolution & Adaptation of arthropod vectors (MIVEGEC-DEEVA), Evolution des Systèmes Vectoriels (ESV), Maladies infectieuses et vecteurs : écologie, génétique, évolution et contrôle (MIVEGEC), Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche pour le Développement (IRD [France-Sud])-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche pour le Développement (IRD [France-Sud])-Maladies infectieuses et vecteurs : écologie, génétique, évolution et contrôle (MIVEGEC), Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche pour le Développement (IRD [France-Sud])-Université de Montpellier (UM)-Centre National de la Recherche Scientifique (CNRS)-Institut de Recherche pour le Développement (IRD [France-Sud]), Ministry of Health Oman, Directorate of Malaria Control [Islamabad] (DoMC), Institut Pasteur de Tunis, Réseau International des Instituts Pasteur (RIIP), Ministry of Health and Human Services [Somalia], Vector Control Group (MIVEGEC-VCG), This work was supported by the WHO Regional Office for the Eastern Mediterranean. The work was supported partially by the project InvaCosts (ANR-14-CE02-0021-01). Field work in Lebanon was supported by the WHO National Bureau (LEB1409860)., We thank the numerous entomologists and health officers of the EMR who shared data with the WHO Regional Office for the Eastern Mediterranean. Ms. Barwa and Dr. Zayed are gratefully acknowledged for their technical assistance. We gratefully acknowledge the valuable input of the anonymous reviewers on the first version of this paper., ANR-14-CE02-0021,InvaCosts,Insectes envahissants et leurs couts pour la biodiversité, l'économie et la santé humaine(2014), and Regional Office for the Eastern Mediterranean [Cairo] (EMRO)
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0301 basic medicine ,Species distribution ,Distribution (economics) ,Geographic Mapping ,Distribution ,medicine.disease_cause ,Population density ,MESH: Mosquito Vectors ,MESH: Yellow Fever/diagnosis ,Dengue fever ,Dengue ,MESH: Aedes ,0302 clinical medicine ,Aedes aegypti ,Aedes ,MESH: Animals ,Chikungunya ,MESH: Dengue/diagnosis ,Surveillance ,biology ,Mediterranean Region ,Aedes albopictus ,Geography ,[SDV.MP]Life Sciences [q-bio]/Microbiology and Parasitology ,MESH: Yellow Fever/epidemiology ,lcsh:R858-859.7 ,Yellow fever ,Cartography ,MESH: Forecasting ,General Computer Science ,030231 tropical medicine ,MESH: Dengue/epidemiology ,Mosquito Vectors ,lcsh:Computer applications to medicine. Medical informatics ,World Health Organization ,MESH: Mediterranean Region/epidemiology ,03 medical and health sciences ,Zika ,MESH: World Health Organization ,Species Specificity ,MESH: Geographic Mapping ,Yellow Fever ,medicine ,MESH: Species Specificity ,Animals ,Humans ,MESH: Humans ,business.industry ,Research ,Public Health, Environmental and Occupational Health ,15. Life on land ,medicine.disease ,biology.organism_classification ,General Business, Management and Accounting ,Spatial model ,030104 developmental biology ,Culicidae ,[SDV.SPEE]Life Sciences [q-bio]/Santé publique et épidémiologie ,business ,MESH: Culicidae ,Forecasting - Abstract
Background Aedes-borne diseases as dengue, zika, chikungunya and yellow fever are an emerging problem worldwide, being transmitted by Aedes aegypti and Aedes albopictus. Lack of up to date information about the distribution of Aedes species hampers surveillance and control. Global databases have been compiled but these did not capture data in the WHO Eastern Mediterranean Region (EMR), and any models built using these datasets fail to identify highly suitable areas where one or both species may occur. The first objective of this study was therefore to update the existing Ae. aegypti (Linnaeus, 1762) and Ae. albopictus (Skuse, 1895) compendia and the second objective was to generate species distribution models targeted to the EMR. A final objective was to engage the WHO points of contacts within the region to provide feedback and hence validate all model outputs. Methods The Ae. aegypti and Ae. albopictus compendia provided by Kraemer et al. (Sci Data 2:150035, 2015; Dryad Digit Repos, 2015) were used as starting points. These datasets were extended with more recent species and disease data. In the next step, these sets were filtered using the Köppen–Geiger classification and the Mahalanobis distance. The occurrence data were supplemented with pseudo-absence data as input to Random Forests. The resulting suitability and maximum risk of establishment maps were combined into hard-classified maps per country for expert validation. Results The EMR datasets consisted of 1995 presence locations for Ae. aegypti and 2868 presence locations for Ae. albopictus. The resulting suitability maps indicated that there exist areas with high suitability and/or maximum risk of establishment for these disease vectors in contrast with previous model output. Precipitation and host availability, expressed as population density and night-time lights, were the most important variables for Ae. aegypti. Host availability was the most important predictor in case of Ae. albopictus. Internal validation was assessed geographically. External validation showed high agreement between the predicted maps and the experts’ extensive knowledge of the terrain. Conclusion Maps of distribution and maximum risk of establishment were created for Ae. aegypti and Ae. albopictus for the WHO EMR. These region-specific maps highlighted data gaps and these gaps will be filled using targeted monitoring and surveillance. This will increase the awareness and preparedness of the different countries for Aedes borne diseases. Electronic supplementary material The online version of this article (10.1186/s12942-018-0125-0) contains supplementary material, which is available to authorized users.
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- 2018