title: High heterogeneity in Plasmodium falciparum risk illustrates the need for detailed mapping to guide resource allocation: a new malaria risk map of the Lao People's Democratic Republic.
abstract: BACKGROUND
  Accurate information on the geographical distribution of malaria is important for efficient resource allocation. The Lao People's Democratic Republic has experienced a major decline in malaria morbidity and mortality in the past decade. However, efforts to respond effectively to these changes have been impeded by lack of detailed data on malaria distribution. In 2008, a countrywide survey on Plasmodium falciparum diagnosed in health centres and villages was initiated to develop a detailed P. falciparum risk map with the aim to identify priority areas for malaria control, estimate population at risk, and guide resource allocation in the Lao People's Democratic Republic.
  
  
  METHODS
  P. falciparum incidence data were collected from point-referenced villages and health centres for the period 2006-2008 during a country-wide survey between December 2008 and January 2009. Using the highest recorded annual rate, continuous surfaces of P. falciparum incidence were produced by the inverse distance weighted interpolation technique.
  
  
  RESULTS
  Incidence rates were obtained from 3,876 villages and 685 health centres. The risk map shows that P. falciparum is highly heterogeneous in the northern and central regions of the country with large areas of no transmission. In the southern part, transmission is pervasive and the risk of P. falciparum is high. It was estimated that 3.4 million people (60% of the population) live at risk of malaria.
  
  
  CONCLUSIONS
  This paper presents the first comprehensive malaria risk map of the Lao People's Democratic Republic based entirely on empirical data. The estimated population at risk is substantially lower than previous estimates, reflecting the presence of vast areas with focal or no malaria transmission as identified in this study. These findings provide important guidance for malaria control interventions in the Lao People's Democratic Republic, and underline the need for detailed data on malaria to accurately predict risk in countries with heterogeneous transmission.
authors.forename: Pernille
authors.initials: P
authors.lastname: Jorgensen
authors.forename: Simone
authors.initials: S
authors.lastname: Nambanya
authors.forename: Deyer
authors.initials: D
authors.lastname: Gopinath
authors.forename: Bouasy
authors.initials: B
authors.lastname: Hongvanthong
authors.forename: Kongxay
authors.initials: K
authors.lastname: Luangphengsouk
authors.forename: David
authors.initials: D
authors.lastname: Bell
authors.forename: Samlane
authors.initials: S
authors.lastname: Phompida
authors.forename: Rattanaxay
authors.initials: R
authors.lastname: Phetsouvanh
mesh_terms: D006801:Humans; D007812:Laos / Q000453:epidemiology; D016778:Malaria, Falciparum / Q000191:economics / Q000453:epidemiology* / Q000517:prevention & control; D010963:Plasmodium falciparum; D012306:Risk; D019371:Topography, Medical