title: Social and environmental determinants of malaria in space and time in Viet Nam.
abstract: The malaria burden in Viet Nam has been in decline in recent decades, but localised areas of high transmission remain. We used spatiotemporal analytical tools to determine the social and environmental drivers of malaria risk and to identify residual high-risk areas where control and surveillance resources can be targeted. Counts of reported Plasmodium falciparum and Plasmodium vivax malaria cases by month (January 2007-December 2008) and by district were assembled. Zero-inflated Poisson regression models were developed in a bayesian framework. Models had the percentage of the district's population living below the poverty line, percent of the district covered by forest, median elevation, median long-term average precipitation, and minimum temperature included as fixed effects, and terms for temporal trend and residual district-level spatial autocorrelation. Strong temporal and spatial heterogeneity in counts of malaria cases was apparent. Poverty and forest cover were significantly associated with an increased count of malaria cases but the magnitude and direction of associations between climate and malaria varied by socio-ecological zone. There was a declining trend in counts of malaria cases during the study period. After accounting for the social and environmental fixed effects, substantial spatial heterogeneity was still evident. Unmeasured factors which may contribute to this residual variation include malaria control activities, population migration and accessibility to health care. Forest-related activities and factors encompassed by poverty indicators are major drivers of malaria incidence in Viet Nam.
authors.affiliation: Oxford University Clinical Research Unit, Viet Nam.
authors.forename: H Manh
authors.initials: HM
authors.lastname: Bui
authors.forename: Archie C A
authors.initials: AC
authors.lastname: Clements
authors.forename: Q Thieu
authors.initials: QT
authors.lastname: Nguyen
authors.forename: M Hung
authors.initials: MH
authors.lastname: Nguyen
authors.forename: X Hung
authors.initials: XH
authors.lastname: Le
authors.forename: Simon I
authors.initials: SI
authors.lastname: Hay
authors.forename: T Hien
authors.initials: TH
authors.lastname: Tran
authors.forename: Heiman F L
authors.initials: HF
authors.lastname: Wertheim
authors.forename: Robert W
authors.initials: RW
authors.lastname: Snow
authors.forename: Peter
authors.initials: P
authors.lastname: Horby
mesh_terms: D002980:Climate; D005843:Geography; D006801:Humans; D015994:Incidence; D016778:Malaria, Falciparum / Q000453:epidemiology*; D016780:Malaria, Vivax / Q000453:epidemiology*; D015233:Models, Statistical; D012307:Risk Factors; D012959:Socioeconomic Factors; D013997:Time Factors; D014744:Vietnam / Q000453:epidemiology