Yannick Grimaud1,2,3,4, Annelise Tran5,6,7,8, Samuel Benkimoun5,6,7,8, Floriane Boucher5,6, Olivier Esnault9, Catherine Cêtre-Sossah5,6, Eric Cardinale5,6, Claire Garros10,11, Hélène Guis6,12,13,14. 1. GDS Réunion, 1 rue du Père Hauck, 97418 La Plaine des Cafres, La Réunion, France. yannick.grimaud@gds974.re. 2. University of Reunion Island, 15 avenue René Cassin, Sainte-Clotilde, 97715, La Réunion, France. yannick.grimaud@gds974.re. 3. CIRAD, UMR ASTRE, Sainte-Clotilde, 97490, La Réunion, France. yannick.grimaud@gds974.re. 4. ASTRE, University of Montpellier, CIRAD, INRAE, Montpellier, France. yannick.grimaud@gds974.re. 5. CIRAD, UMR ASTRE, Sainte-Clotilde, 97490, La Réunion, France. 6. ASTRE, University of Montpellier, CIRAD, INRAE, Montpellier, France. 7. CIRAD, UMR TETIS, Sainte-Clotilde, 97490, La Réunion, France. 8. TETIS, University of Montpellier, AgroParisTech, CIRAD, CNRS, INRAE, Montpellier, France. 9. GDS Réunion, 1 rue du Père Hauck, 97418 La Plaine des Cafres, La Réunion, France. 10. CIRAD, UMR ASTRE, Sainte-Clotilde, 97490, La Réunion, France. claire.garros@cirad.fr. 11. ASTRE, University of Montpellier, CIRAD, INRAE, Montpellier, France. claire.garros@cirad.fr. 12. CIRAD, UMR ASTRE, 101, Antananarivo, Madagascar. 13. Institut Pasteur of Madagascar, Epidemiology and Clinical Research Unit, Antananarivo, Madagascar. 14. FOFIFA DRZVP, Antananarivo, Madagascar.
Abstract
BACKGROUND: Reunion Island regularly faces outbreaks of bluetongue and epizootic hemorrhagic diseases, two insect-borne orbiviral diseases of ruminants. Hematophagous midges of the genus Culicoides (Diptera: Ceratopogonidae) are the vectors of bluetongue (BTV) and epizootic hemorrhagic disease (EHDV) viruses. In a previous study, statistical models based on environmental and meteorological data were developed for the five Culicoides species present in the island to provide a better understanding of their ecology and predict their presence and abundance. The purpose of this study was to couple these statistical models with a Geographic Information System (GIS) to produce dynamic maps of the distribution of Culicoides throughout the island. METHODS: Based on meteorological data from ground weather stations and satellite-derived environmental data, the abundance of each of the five Culicoides species was estimated for the 2214 husbandry locations on the island for the period ranging from February 2016 to June 2018. A large-scale Culicoides sampling campaign including 100 farms was carried out in March 2018 to validate the model. RESULTS: According to the model predictions, no husbandry location was free of Culicoides throughout the study period. The five Culicoides species were present on average in 57.0% of the husbandry locations for C. bolitinos Meiswinkel, 40.7% for C. enderleini Cornet & Brunhes, 26.5% for C. grahamii Austen, 87.1% for C. imicola Kieffer and 91.8% for C. kibatiensis Goetghebuer. The models also showed high seasonal variations in their distribution. During the validation process, predictions were acceptable for C. bolitinos, C. enderleini and C. kibatiensis, with normalized root mean square errors (NRMSE) of 15.4%, 13.6% and 16.5%, respectively. The NRMSE was 27.4% for C. grahamii. For C. imicola, the NRMSE was acceptable (11.9%) considering all husbandry locations except in two specific areas, the Cirque de Salazie-an inner mountainous part of the island-and the sea edge, where the model overestimated its abundance. CONCLUSIONS: Our model provides, for the first time to our knowledge, an operational tool to better understand and predict the distribution of Culicoides in Reunion Island. As it predicts a wide spatial distribution of the five Culicoides species throughout the year and taking into consideration their vector competence, our results suggest that BTV and EHDV can circulate continuously on the island. As further actions, our model could be coupled with an epidemiological model of BTV and EHDV transmission to improve risk assessment of Culicoides-borne diseases on the island.
BACKGROUND: Reunion Island regularly faces outbreaks of bluetongue and epizootic hemorrhagic diseases, two insect-borne orbiviral diseases of ruminants. Hematophagous midges of the genus Culicoides (Diptera: Ceratopogonidae) are the vectors of bluetongue (BTV) and epizootic hemorrhagic disease (EHDV) viruses. In a previous study, statistical models based on environmental and meteorological data were developed for the five Culicoides species present in the island to provide a better understanding of their ecology and predict their presence and abundance. The purpose of this study was to couple these statistical models with a Geographic Information System (GIS) to produce dynamic maps of the distribution of Culicoides throughout the island. METHODS: Based on meteorological data from ground weather stations and satellite-derived environmental data, the abundance of each of the five Culicoides species was estimated for the 2214 husbandry locations on the island for the period ranging from February 2016 to June 2018. A large-scale Culicoides sampling campaign including 100 farms was carried out in March 2018 to validate the model. RESULTS: According to the model predictions, no husbandry location was free of Culicoides throughout the study period. The five Culicoides species were present on average in 57.0% of the husbandry locations for C. bolitinos Meiswinkel, 40.7% for C. enderleini Cornet & Brunhes, 26.5% for C. grahamii Austen, 87.1% for C. imicola Kieffer and 91.8% for C. kibatiensis Goetghebuer. The models also showed high seasonal variations in their distribution. During the validation process, predictions were acceptable for C. bolitinos, C. enderleini and C. kibatiensis, with normalized root mean square errors (NRMSE) of 15.4%, 13.6% and 16.5%, respectively. The NRMSE was 27.4% for C. grahamii. For C. imicola, the NRMSE was acceptable (11.9%) considering all husbandry locations except in two specific areas, the Cirque de Salazie-an inner mountainous part of the island-and the sea edge, where the model overestimated its abundance. CONCLUSIONS: Our model provides, for the first time to our knowledge, an operational tool to better understand and predict the distribution of Culicoides in Reunion Island. As it predicts a wide spatial distribution of the five Culicoides species throughout the year and taking into consideration their vector competence, our results suggest that BTV and EHDV can circulate continuously on the island. As further actions, our model could be coupled with an epidemiological model of BTV and EHDV transmission to improve risk assessment of Culicoides-borne diseases on the island.
Entities:
Keywords:
Bluetongue; Culicoides; Epizootic hemorrhagic disease; Indian Ocean; Ocelet Modeling Platform; Reunion Island; Spatio-temporal distribution
Authors: Eric F Lambin; Annelise Tran; Sophie O Vanwambeke; Catherine Linard; Valérie Soti Journal: Int J Health Geogr Date: 2010-10-27 Impact factor: 3.918