학술논문
Spatiotemporal mapping of malaria prevalence in Madagascar using routine surveillance and health survey data
Document Type
Working Paper
Author
Arambepola, Rohan; Keddie, Suzanne H.; Collins, Emma L.; Twohig, Katherine A.; Amratia, Punam; Bertozzi-Villa, Amelia; Chestnutt, Elisabeth G.; Harris, Joseph; Millar, Justin; Rozier, Jennifer; Rumisha, Susan F.; Symons, Tasmin L.; Vargas-Ruiz, Camilo; Andriamananjara, Mauricette; Rabeherisoa, Saraha; Ratsimbasoa, Arsène C.; Howes, Rosalind E.; Weiss, Daniel J.; Gething, Peter W.; Cameron, Ewan
Source
Subject
Language
Abstract
Malaria transmission in Madagascar is highly heterogeneous, exhibiting spatial, seasonal and long-term trends. Previous efforts to map malaria risk in Madagascar used prevalence data from Malaria Indicator Surveys. These cross-sectional surveys, conducted during the high transmission season most recently in 2013 and 2016, provide nationally representative prevalence data but cover relatively short time frames. Conversely, monthly case data are collected at health facilities but suffer from biases, including incomplete reporting. We combined survey and case data to make monthly maps of prevalence between 2013 and 2016. Health facility catchments were estimated and incidence surfaces, environmental and socioeconomic covariates, and survey data informed a Bayesian prevalence model. Prevalence estimates were consistently high in the coastal regions and low in the highlands. Prevalence was lowest in 2014 and peaked in 2015, highlighting the importance of estimates between survey years. Seasonality was widely observed. Similar multi-metric approaches may be applicable across sub-Saharan Africa.