Skip to main content
Top
Published in: Malaria Journal 1/2010

Open Access 01-12-2010 | Research

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

Authors: Pernille Jorgensen, Simone Nambanya, Deyer Gopinath, Bouasy Hongvanthong, Kongxay Luangphengsouk, David Bell, Samlane Phompida, Rattanaxay Phetsouvanh

Published in: Malaria Journal | Issue 1/2010

Login to get access

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.
Appendix
Available only for authorised users
Literature
1.
go back to reference Ceccato P, Ghebremeskel T, Jaiteh M, Graves PM, Levy M, Ghebreselassie S, Ogbamariam A, Barnston AG, Bell M, del Corral J, Connor SJ, Fesseha I, Brantly EP, Thomson MC: Malaria stratification, climate, and epidemic early warning in Eritrea. Am J Trop Med Hyg. 2007, 77: 61-68.PubMed Ceccato P, Ghebremeskel T, Jaiteh M, Graves PM, Levy M, Ghebreselassie S, Ogbamariam A, Barnston AG, Bell M, del Corral J, Connor SJ, Fesseha I, Brantly EP, Thomson MC: Malaria stratification, climate, and epidemic early warning in Eritrea. Am J Trop Med Hyg. 2007, 77: 61-68.PubMed
2.
go back to reference Hoek van der W, Konradsen F, Amerasinghe PH, Perera D, Piyaratne MK, Amerasinghe FP: Towards a risk map of malaria for Sri Lanka: the importance of house location relative to vector breeding sites. Int J Epidemiol. 2003, 32: 280-285. 10.1093/ije/dyg055.CrossRef Hoek van der W, Konradsen F, Amerasinghe PH, Perera D, Piyaratne MK, Amerasinghe FP: Towards a risk map of malaria for Sri Lanka: the importance of house location relative to vector breeding sites. Int J Epidemiol. 2003, 32: 280-285. 10.1093/ije/dyg055.CrossRef
3.
go back to reference Incardona S, Vong S, Chiv L, Lim P, Nhem S, Sem R, Khim N, Doung S, Mercereau-Puijalon O, Fandeur T: Large-scale malaria survey in Cambodia: Novel insights on species distribution and risk factors. Malar J. 2007, 6: 37-10.1186/1475-2875-6-37.PubMedCentralCrossRefPubMed Incardona S, Vong S, Chiv L, Lim P, Nhem S, Sem R, Khim N, Doung S, Mercereau-Puijalon O, Fandeur T: Large-scale malaria survey in Cambodia: Novel insights on species distribution and risk factors. Malar J. 2007, 6: 37-10.1186/1475-2875-6-37.PubMedCentralCrossRefPubMed
4.
go back to reference Myers W, Myers A, Cox-Singh J, Lau H, Mokuai B, Malley R: Micro-geographic risk factors for malarial infection. Malar J. 2009, 8: 27-10.1186/1475-2875-8-27.PubMedCentralCrossRefPubMed Myers W, Myers A, Cox-Singh J, Lau H, Mokuai B, Malley R: Micro-geographic risk factors for malarial infection. Malar J. 2009, 8: 27-10.1186/1475-2875-8-27.PubMedCentralCrossRefPubMed
5.
go back to reference Kazembe L, Kleinschmidt I, Holtz T, Sharp B: Spatial analysis and mapping of malaria risk in Malawi using point-referenced prevalence of infection data. Int J Health Geogr. 2006, 5: 41-10.1186/1476-072X-5-41.PubMedCentralCrossRefPubMed Kazembe L, Kleinschmidt I, Holtz T, Sharp B: Spatial analysis and mapping of malaria risk in Malawi using point-referenced prevalence of infection data. Int J Health Geogr. 2006, 5: 41-10.1186/1476-072X-5-41.PubMedCentralCrossRefPubMed
6.
go back to reference Carter R, Mendis KN, Roberts D: Spatial targeting of interventions against malaria. Bull World Health Organ. 2000, 78: 1401-1411.PubMedCentralPubMed Carter R, Mendis KN, Roberts D: Spatial targeting of interventions against malaria. Bull World Health Organ. 2000, 78: 1401-1411.PubMedCentralPubMed
7.
go back to reference Rattanaxay P, Phompida S, Kobayashi J: A review of malaria situation and its control in Lao PDR. Asian Parasitology - The Federation of Asian Parasitologist, Japan. 2005, 6: 85-104. Rattanaxay P, Phompida S, Kobayashi J: A review of malaria situation and its control in Lao PDR. Asian Parasitology - The Federation of Asian Parasitologist, Japan. 2005, 6: 85-104.
8.
go back to reference Kobayashi J, Phompida S, Toma T, Looareensuwan S, Toma H, Miyagi I: The effectiveness of impregnated bed net in malaria control in Laos. Acta Trop. 2004, 89: 299-308. 10.1016/j.actatropica.2003.10.009.CrossRefPubMed Kobayashi J, Phompida S, Toma T, Looareensuwan S, Toma H, Miyagi I: The effectiveness of impregnated bed net in malaria control in Laos. Acta Trop. 2004, 89: 299-308. 10.1016/j.actatropica.2003.10.009.CrossRefPubMed
9.
go back to reference Kiszewski A, Mellinger A, Spielman A, Malaney PIA, Sachs SE, Sachs J: A global index representing the stability of malaria transmission. Am J Trop Med Hyg. 2004, 70: 486-498.PubMed Kiszewski A, Mellinger A, Spielman A, Malaney PIA, Sachs SE, Sachs J: A global index representing the stability of malaria transmission. Am J Trop Med Hyg. 2004, 70: 486-498.PubMed
10.
go back to reference Guerra CA, Gikandi PW, Tatem AJ, Noor AM, Smith DL, Hay SI, Snow RW: The limits and intensity of Plasmodium falciparum transmission: Implications for malaria control and elimination worldwide. PLoS Med. 2008, 5: e38-10.1371/journal.pmed.0050038.PubMedCentralCrossRefPubMed Guerra CA, Gikandi PW, Tatem AJ, Noor AM, Smith DL, Hay SI, Snow RW: The limits and intensity of Plasmodium falciparum transmission: Implications for malaria control and elimination worldwide. PLoS Med. 2008, 5: e38-10.1371/journal.pmed.0050038.PubMedCentralCrossRefPubMed
11.
go back to reference Hay SI, Guerra CA, Gething PW, Patil AP, Tatem AJ, Noor AM, Kabaria CW, Manh BH, Elyazar IRF, Brooker S, Smith DL, Moyeed RA, Snow RW: A world malaria map: Plasmodium falciparum endemicity in 2007. PLoS Med. 2009, 6: e1000048-PubMedCentralCrossRefPubMed Hay SI, Guerra CA, Gething PW, Patil AP, Tatem AJ, Noor AM, Kabaria CW, Manh BH, Elyazar IRF, Brooker S, Smith DL, Moyeed RA, Snow RW: A world malaria map: Plasmodium falciparum endemicity in 2007. PLoS Med. 2009, 6: e1000048-PubMedCentralCrossRefPubMed
14.
go back to reference Bruce-Chwatt L: Essential malariology. 1980, London: William Heinemann Medical Books Ltd, 1st edition. Bruce-Chwatt L: Essential malariology. 1980, London: William Heinemann Medical Books Ltd, 1st edition.
15.
go back to reference Koram KA, Bennett S, Adiamah JH, Greenwood BM: Socio-economic risk factors for malaria in a peri-urban area of The Gambia. Trans R Soc Trop Med Hyg. 1995, 89: 146-150. 10.1016/0035-9203(95)90471-9.CrossRefPubMed Koram KA, Bennett S, Adiamah JH, Greenwood BM: Socio-economic risk factors for malaria in a peri-urban area of The Gambia. Trans R Soc Trop Med Hyg. 1995, 89: 146-150. 10.1016/0035-9203(95)90471-9.CrossRefPubMed
16.
go back to reference Garros C, Van Bortel W, Trung HD, Coosemans M, Manguin S: Review of the Minimus Complex of Anopheles, main malaria vector in Southeast Asia: from taxonomic issues to vector control strategies. Trop Med Int Health. 2006, 11: 102-114. 10.1111/j.1365-3156.2005.01536.x.CrossRefPubMed Garros C, Van Bortel W, Trung HD, Coosemans M, Manguin S: Review of the Minimus Complex of Anopheles, main malaria vector in Southeast Asia: from taxonomic issues to vector control strategies. Trop Med Int Health. 2006, 11: 102-114. 10.1111/j.1365-3156.2005.01536.x.CrossRefPubMed
17.
go back to reference Vythilingam I, Sidavong B, Chan ST, Phonemixay T, Vanisaveth V, Sisoulad P, Phetsouvanh R, Hakim SL, Phompida S: Epidemiology of malaria in Attapeu province, Lao PDR in relation to entomological parameters. Trans R Soc Trop Med Hyg. 2005, 99: 833-839. 10.1016/j.trstmh.2005.06.012.CrossRefPubMed Vythilingam I, Sidavong B, Chan ST, Phonemixay T, Vanisaveth V, Sisoulad P, Phetsouvanh R, Hakim SL, Phompida S: Epidemiology of malaria in Attapeu province, Lao PDR in relation to entomological parameters. Trans R Soc Trop Med Hyg. 2005, 99: 833-839. 10.1016/j.trstmh.2005.06.012.CrossRefPubMed
18.
go back to reference Sidavong B, Vythilingam I, Phetsouvanh R, Chan ST, Phonemixay T, Hakim SL, Phompida S: Malaria transmission by Anopheles dirus in Attapeu province, Lao PDR. Southeast Asian J Trop Med Public Health. 2004, 35: 309-315.PubMed Sidavong B, Vythilingam I, Phetsouvanh R, Chan ST, Phonemixay T, Hakim SL, Phompida S: Malaria transmission by Anopheles dirus in Attapeu province, Lao PDR. Southeast Asian J Trop Med Public Health. 2004, 35: 309-315.PubMed
19.
go back to reference Sanh NH, Van Dung N, Thanh NX, Trung TN, Van CT, Cooper RD: Forest malaria in central Vietnam. Am J Trop Med Hyg. 2008, 79: 652-654.PubMed Sanh NH, Van Dung N, Thanh NX, Trung TN, Van CT, Cooper RD: Forest malaria in central Vietnam. Am J Trop Med Hyg. 2008, 79: 652-654.PubMed
20.
go back to reference Trung HD, Van Bortel W, Sochantha T, Keokenchanh K, Quang NT, Cong LD, Coosemans M: Malaria transmission and major malaria vectors in different geographical areas of Southeast Asia. Trop Med Int Health. 2004, 9: 230-237. 10.1046/j.1365-3156.2003.01179.x.CrossRefPubMed Trung HD, Van Bortel W, Sochantha T, Keokenchanh K, Quang NT, Cong LD, Coosemans M: Malaria transmission and major malaria vectors in different geographical areas of Southeast Asia. Trop Med Int Health. 2004, 9: 230-237. 10.1046/j.1365-3156.2003.01179.x.CrossRefPubMed
21.
go back to reference Vythilingam I, Phetsouvanh R, Keokenchanh K, Yengmala V, Vanisaveth V, Phompida S, Hakim SL: The prevalence of Anopheles mosquitoes in Sekong Province, Lao PDR in relation to malaria transmission. Trop Med Int Health. 2003, 8: 525-535. 10.1046/j.1365-3156.2003.01052.x.CrossRefPubMed Vythilingam I, Phetsouvanh R, Keokenchanh K, Yengmala V, Vanisaveth V, Phompida S, Hakim SL: The prevalence of Anopheles mosquitoes in Sekong Province, Lao PDR in relation to malaria transmission. Trop Med Int Health. 2003, 8: 525-535. 10.1046/j.1365-3156.2003.01052.x.CrossRefPubMed
22.
go back to reference Obsomer V, Defourny P, Coosemans M: The Anopheles dirus complex: spatial distribution and environmental drivers. Malar J. 2007, 6: 26-10.1186/1475-2875-6-26.PubMedCentralCrossRefPubMed Obsomer V, Defourny P, Coosemans M: The Anopheles dirus complex: spatial distribution and environmental drivers. Malar J. 2007, 6: 26-10.1186/1475-2875-6-26.PubMedCentralCrossRefPubMed
23.
go back to reference Potikasikorn J, Chareonviriyaphap T, Bangs MJ, Prabaripai A: Behavioral responses to DDT and pyrethroids between Anopheles minimus species A and C, malaria vectors in Thailand. Am J Trop Med Hyg. 2005, 73: 343-349.PubMed Potikasikorn J, Chareonviriyaphap T, Bangs MJ, Prabaripai A: Behavioral responses to DDT and pyrethroids between Anopheles minimus species A and C, malaria vectors in Thailand. Am J Trop Med Hyg. 2005, 73: 343-349.PubMed
24.
go back to reference Wernsdorfer WH, McGregor I, (eds): Malaria. Principles and practice of malariology. 1988, Churchill Livingstone, two: Wernsdorfer WH, McGregor I, (eds): Malaria. Principles and practice of malariology. 1988, Churchill Livingstone, two:
25.
go back to reference Cibulskis R, Bell D, Christophel EM, Hii J, Delacollette C, Bakyaita N, Aregawi MW: Estimating trends in the burden of malaria at country level. Am J Trop Med Hyg. 2007, 77: 133-137.PubMed Cibulskis R, Bell D, Christophel EM, Hii J, Delacollette C, Bakyaita N, Aregawi MW: Estimating trends in the burden of malaria at country level. Am J Trop Med Hyg. 2007, 77: 133-137.PubMed
26.
go back to reference Wongsrichanalai C, Barcus MJ, Muth S, Sutamihardja A, Wernsdorfer WH: A review of malaria diagnostic tools: Microscopy and rapid diagnostic test (RDT). Am J Trop Med Hyg. 2007, 77: 119-127.PubMed Wongsrichanalai C, Barcus MJ, Muth S, Sutamihardja A, Wernsdorfer WH: A review of malaria diagnostic tools: Microscopy and rapid diagnostic test (RDT). Am J Trop Med Hyg. 2007, 77: 119-127.PubMed
27.
go back to reference Jorgensen P, Chanthap L, Rebueno A, Tsuyuoka R, Bell D: Malaria rapid diagnostic tests in tropical climates: the need for a cool chain. Am J Trop Med Hyg. 2006, 74: 750-754.PubMed Jorgensen P, Chanthap L, Rebueno A, Tsuyuoka R, Bell D: Malaria rapid diagnostic tests in tropical climates: the need for a cool chain. Am J Trop Med Hyg. 2006, 74: 750-754.PubMed
28.
go back to reference Chiodini PL, Bowers K, Jorgensen P, Barnwell JW, Grady KK, Luchavez J, Moody AH, Cenizal A, Bell D: The heat stability of Plasmodium lactate dehydrogenase-based and histidine-rich protein 2-based malaria rapid diagnostic tests. Trans R Soc Trop Med Hyg. 2007, 101: 331-337. 10.1016/j.trstmh.2006.09.007.CrossRefPubMed Chiodini PL, Bowers K, Jorgensen P, Barnwell JW, Grady KK, Luchavez J, Moody AH, Cenizal A, Bell D: The heat stability of Plasmodium lactate dehydrogenase-based and histidine-rich protein 2-based malaria rapid diagnostic tests. Trans R Soc Trop Med Hyg. 2007, 101: 331-337. 10.1016/j.trstmh.2006.09.007.CrossRefPubMed
29.
go back to reference Rennie W, Phetsouvanh R, Lupisan S, Vanisaveth V, Hongvanthong B, Phompida S, Alday P, Fulache M, Lumagui R, Jorgensen P, Bell D, Harvey S: Minimising human error in malaria rapid diagnosis: clarity of written instructions and health worker performance. Trans R Soc Trop Med Hyg. 2007, 101: 9-18. 10.1016/j.trstmh.2006.03.011.CrossRefPubMed Rennie W, Phetsouvanh R, Lupisan S, Vanisaveth V, Hongvanthong B, Phompida S, Alday P, Fulache M, Lumagui R, Jorgensen P, Bell D, Harvey S: Minimising human error in malaria rapid diagnosis: clarity of written instructions and health worker performance. Trans R Soc Trop Med Hyg. 2007, 101: 9-18. 10.1016/j.trstmh.2006.03.011.CrossRefPubMed
30.
go back to reference Harvey S, Jennings L, Chinyama M, Masaninga F, Mulholland K, Bell D: Improving community health worker use of malaria rapid diagnostic tests in Zambia: package instructions, job aid and job aid-plus-training. Malar J. 2008, 7: 160-10.1186/1475-2875-7-160.PubMedCentralCrossRefPubMed Harvey S, Jennings L, Chinyama M, Masaninga F, Mulholland K, Bell D: Improving community health worker use of malaria rapid diagnostic tests in Zambia: package instructions, job aid and job aid-plus-training. Malar J. 2008, 7: 160-10.1186/1475-2875-7-160.PubMedCentralCrossRefPubMed
31.
go back to reference Staedke SG, Nottingham EW, Cox J, Kamya MR, Rosenthal PJ, Dorsey G: Short report: proximity to mosquito breeding sites as a risk factor for clinical malaria episodes in an urban cohort of Ugandan children. Am J Trop Med Hyg. 2003, 69: 244-246.PubMed Staedke SG, Nottingham EW, Cox J, Kamya MR, Rosenthal PJ, Dorsey G: Short report: proximity to mosquito breeding sites as a risk factor for clinical malaria episodes in an urban cohort of Ugandan children. Am J Trop Med Hyg. 2003, 69: 244-246.PubMed
32.
go back to reference Oesterholt M, Bousema JT, Mwerinde OK, Harris C, Lushino P, Masokoto A, Mwerinde H, Mosha FW, Drakeley CJ: Spatial and temporal variation in malaria transmission in a low endemicity area in northern Tanzania. Malar J. 2006, 5: 98-10.1186/1475-2875-5-98.PubMedCentralCrossRefPubMed Oesterholt M, Bousema JT, Mwerinde OK, Harris C, Lushino P, Masokoto A, Mwerinde H, Mosha FW, Drakeley CJ: Spatial and temporal variation in malaria transmission in a low endemicity area in northern Tanzania. Malar J. 2006, 5: 98-10.1186/1475-2875-5-98.PubMedCentralCrossRefPubMed
33.
go back to reference Yeshiwondim A, Gopal S, Hailemariam A, Dengela D, Patel H: Spatial analysis of malaria incidence at the village level in areas with unstable transmission in Ethiopia. Int J Health Geogr. 2009, 8: 5-10.1186/1476-072X-8-5.PubMedCentralCrossRefPubMed Yeshiwondim A, Gopal S, Hailemariam A, Dengela D, Patel H: Spatial analysis of malaria incidence at the village level in areas with unstable transmission in Ethiopia. Int J Health Geogr. 2009, 8: 5-10.1186/1476-072X-8-5.PubMedCentralCrossRefPubMed
34.
go back to reference Webber R: Communicable disease epidemiology and control. 2006, CABI Publishing, 2nd edition. Webber R: Communicable disease epidemiology and control. 2006, CABI Publishing, 2nd edition.
35.
go back to reference Epprecht M, Minot N, Dewina R, Messerli P, Heinimann A: The geography of poverty and inequality in the Lao PDR. Swiss National Centre of Competence in Research North-South, University of Bern and International Food Policy Research Institute, Bern, 2008. 2008,Accessed on 23 February 2010, [http://www.laoatlas.net/links/PDF%20download.html] Epprecht M, Minot N, Dewina R, Messerli P, Heinimann A: The geography of poverty and inequality in the Lao PDR. Swiss National Centre of Competence in Research North-South, University of Bern and International Food Policy Research Institute, Bern, 2008. 2008,Accessed on 23 February 2010, [http://​www.​laoatlas.​net/​links/​PDF%20​download.​html]
Metadata
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
Authors
Pernille Jorgensen
Simone Nambanya
Deyer Gopinath
Bouasy Hongvanthong
Kongxay Luangphengsouk
David Bell
Samlane Phompida
Rattanaxay Phetsouvanh
Publication date
01-12-2010
Publisher
BioMed Central
Published in
Malaria Journal / Issue 1/2010
Electronic ISSN: 1475-2875
DOI
https://doi.org/10.1186/1475-2875-9-59

Other articles of this Issue 1/2010

Malaria Journal 1/2010 Go to the issue
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.