Skip to main content
Top
Published in: Malaria Journal 1/2016

Open Access 01-12-2016 | Research

Genetic evidence that the Makira region in northeastern Madagascar is a hotspot of malaria transmission

Authors: Benjamin L. Rice, Christopher D. Golden, Evelin Jean Gasta Anjaranirina, Carolina Mastella Botelho, Sarah K. Volkman, Daniel L. Hartl

Published in: Malaria Journal | Issue 1/2016

Login to get access

Abstract

Background

Encouraging advances in the control of Plasmodium falciparum malaria have been observed across much of Africa in the past decade. However, regions of high relative prevalence and transmission that remain unaddressed or unrecognized provide a threat to this progress. Difficulties in identifying such localized hotspots include inadequate surveillance, especially in remote regions, and the cost and labor needed to produce direct estimates of transmission. Genetic data can provide a much-needed alternative to such empirical estimates, as the pattern of genetic variation within malaria parasite populations is indicative of the level of local transmission. Here, genetic data were used to provide the first empirical estimates of P. falciparum malaria prevalence and transmission dynamics for the rural, remote Makira region of northeastern Madagascar.

Methods

Longitudinal surveys of a cohort of 698 total individuals (both sexes, 0–74 years of age) were performed in two communities bordering the Makira Natural Park protected area. Rapid diagnostic tests, with confirmation by molecular methods, were used to estimate P. falciparum prevalence at three seasonal time points separated by 4-month intervals. Genomic loci in a panel of polymorphic, putatively neutral markers were genotyped for 94 P. falciparum infections and used to characterize genetic parameters known to correlate with transmission levels.

Results

Overall, 27.8% of individuals tested positive for P. falciparum over the 10-month course of the study, a rate approximately sevenfold higher than the countrywide average for Madagascar. Among those P. falciparum infections, a high level of genotypic diversity and a high frequency of polygenomic infections (68.1%) were observed, providing a pattern consistent with high and stable transmission.

Conclusions

Prevalence and genetic diversity data indicate that the Makira region is a hotspot of P. falciparum transmission in Madagascar. This suggests that the area should be highlighted for future interventions and that additional areas of high transmission may be present in ecologically similar regions nearby.
Appendix
Available only for authorised users
Literature
2.
go back to reference Bhatt S, Weiss DJ, Cameron E, Bisanzio D, Mappin B, Dalrymple U, et al. The effect of malaria control on Plasmodium falciparum in Africa between 2000 and 2015. Nature. 2015;526:207–11.CrossRefPubMedPubMedCentral Bhatt S, Weiss DJ, Cameron E, Bisanzio D, Mappin B, Dalrymple U, et al. The effect of malaria control on Plasmodium falciparum in Africa between 2000 and 2015. Nature. 2015;526:207–11.CrossRefPubMedPubMedCentral
3.
go back to reference Robert V, Le Goff G, Andrianaivolambo L, Randimby FM, Domarle O, Randrianarivelojosia M, et al. Moderate transmission but high prevalence of malaria in Madagascar. Int J Parasitol. 2006;36:1273–81.CrossRefPubMed Robert V, Le Goff G, Andrianaivolambo L, Randimby FM, Domarle O, Randrianarivelojosia M, et al. Moderate transmission but high prevalence of malaria in Madagascar. Int J Parasitol. 2006;36:1273–81.CrossRefPubMed
4.
go back to reference Marrama L, Jambou R, Rakotoarivony I, Leong Pock Tsi JM, Duchemin JB, Laventure S, et al. Malaria transmission in Southern Madagascar: influence of the environment and hydro-agricultural works in sub-arid and humid regions. Part 1. Entomological investigations. Acta Trop. 2004;89:193–203.CrossRefPubMed Marrama L, Jambou R, Rakotoarivony I, Leong Pock Tsi JM, Duchemin JB, Laventure S, et al. Malaria transmission in Southern Madagascar: influence of the environment and hydro-agricultural works in sub-arid and humid regions. Part 1. Entomological investigations. Acta Trop. 2004;89:193–203.CrossRefPubMed
5.
go back to reference Maïga-Ascofaré O, Rakotozandrindrainy R, Girmann M, Hahn A, Randriamampionona N, Poppert S, et al. Molecular epidemiology and seroprevalence in asymptomatic Plasmodium falciparum infections of Malagasy pregnant women in the highlands. Malar J. 2015;14:188.CrossRefPubMedPubMedCentral Maïga-Ascofaré O, Rakotozandrindrainy R, Girmann M, Hahn A, Randriamampionona N, Poppert S, et al. Molecular epidemiology and seroprevalence in asymptomatic Plasmodium falciparum infections of Malagasy pregnant women in the highlands. Malar J. 2015;14:188.CrossRefPubMedPubMedCentral
6.
go back to reference Rabarijaona LP, Randrianarivelojosia M, Raharimalala LA, Ratsimbasoa A, Randriamanantena A, Randrianasolo L, et al. Longitudinal survey of malaria morbidity over 10 years in Saharevo (Madagascar): further lessons for strengthening malaria control. Malar J. 2009;8:190.CrossRefPubMedPubMedCentral Rabarijaona LP, Randrianarivelojosia M, Raharimalala LA, Ratsimbasoa A, Randriamanantena A, Randrianasolo L, et al. Longitudinal survey of malaria morbidity over 10 years in Saharevo (Madagascar): further lessons for strengthening malaria control. Malar J. 2009;8:190.CrossRefPubMedPubMedCentral
7.
go back to reference Kesteman T, Randrianarivelojosia M, Mattern C, Raboanary E, Pourette D, Girond F, et al. Nationwide evaluation of malaria infections, morbidity, mortality, and coverage of malaria control interventions in Madagascar. Malar J. 2014;13:465.CrossRefPubMedPubMedCentral Kesteman T, Randrianarivelojosia M, Mattern C, Raboanary E, Pourette D, Girond F, et al. Nationwide evaluation of malaria infections, morbidity, mortality, and coverage of malaria control interventions in Madagascar. Malar J. 2014;13:465.CrossRefPubMedPubMedCentral
8.
go back to reference Kesteman T, Rafalimanantsoa SA, Razafimandimby H, Rasamimanana HH, Raharimanga V, Ramarosandratana B, et al. Multiple causes of an unexpected malaria outbreak in a high-transmission area in Madagascar. Malar J. 2016;15:57.CrossRefPubMedPubMedCentral Kesteman T, Rafalimanantsoa SA, Razafimandimby H, Rasamimanana HH, Raharimanga V, Ramarosandratana B, et al. Multiple causes of an unexpected malaria outbreak in a high-transmission area in Madagascar. Malar J. 2016;15:57.CrossRefPubMedPubMedCentral
9.
go back to reference MIS 2013: Institut National de la Statistique (INSTAT), Programme National de lutte contre le Paludisme (PNLP), Institut Pasteur de Madagascar (IPM) et ICF International. Enquête sur les Indicateurs du Paludisme (EIPM). Calverton: INSTAT, PNLP, IPM et ICF International; 2013. MIS 2013: Institut National de la Statistique (INSTAT), Programme National de lutte contre le Paludisme (PNLP), Institut Pasteur de Madagascar (IPM) et ICF International. Enquête sur les Indicateurs du Paludisme (EIPM). Calverton: INSTAT, PNLP, IPM et ICF International; 2013.
10.
go back to reference Mouchet J, Blanchy S. Particularities and stratification of malaria in Madagascar. Sante. 1995;5:386–8.PubMed Mouchet J, Blanchy S. Particularities and stratification of malaria in Madagascar. Sante. 1995;5:386–8.PubMed
12.
go back to reference Ruktannonchai NW, DeLeenheer P, Tamem AJ, Alegana VA, Caughlin TT, Zu Erbach-Schoenberg E, et al. Identifying malaria transmission foci for elimination using human mobility data. PLoS Comput Biol. 2016;12:e1004846.CrossRef Ruktannonchai NW, DeLeenheer P, Tamem AJ, Alegana VA, Caughlin TT, Zu Erbach-Schoenberg E, et al. Identifying malaria transmission foci for elimination using human mobility data. PLoS Comput Biol. 2016;12:e1004846.CrossRef
13.
go back to reference Bousema T, Drakeley C, Gesase S, Hashim R, Magesa S, Mosha F, et al. Identification of hotspots of malaria transmission for targeted malaria control. J Infect Dis. 2010;201:1764–74.CrossRefPubMed Bousema T, Drakeley C, Gesase S, Hashim R, Magesa S, Mosha F, et al. Identification of hotspots of malaria transmission for targeted malaria control. J Infect Dis. 2010;201:1764–74.CrossRefPubMed
14.
go back to reference Ministère de la Santé Publique, Programme National de Lutte contre le Paludisme. Revue du programme paludisme à Madagascar. Antananarivo; 2011. Ministère de la Santé Publique, Programme National de Lutte contre le Paludisme. Revue du programme paludisme à Madagascar. Antananarivo; 2011.
15.
go back to reference Kesteman T, Randrianarivelojosia M, Raharimanga V, Randrianasolo L, Piola P, Rogier C. Effectiveness of malaria control interventions in Madagascar: a nationwide case-control survey. Malar J. 2016;15:83.CrossRefPubMedPubMedCentral Kesteman T, Randrianarivelojosia M, Raharimanga V, Randrianasolo L, Piola P, Rogier C. Effectiveness of malaria control interventions in Madagascar: a nationwide case-control survey. Malar J. 2016;15:83.CrossRefPubMedPubMedCentral
16.
17.
go back to reference Volkman SK, Neafsey DE, Schaffner SF, Park DJ, Wirth DF. Harnessing genomics and genome biology to understand malaria biology. Nat Rev Genet. 2012;13:315–28.CrossRefPubMed Volkman SK, Neafsey DE, Schaffner SF, Park DJ, Wirth DF. Harnessing genomics and genome biology to understand malaria biology. Nat Rev Genet. 2012;13:315–28.CrossRefPubMed
18.
go back to reference Daniels R, Chang H-H, Séne PD, Park DC, Neafsey DE, Schaffner SF, et al. Genetic surveillance detects both clonal and epidemic transmission of malaria following enhanced intervention in Senegal. PLoS ONE. 2013;8:e60780.CrossRefPubMedPubMedCentral Daniels R, Chang H-H, Séne PD, Park DC, Neafsey DE, Schaffner SF, et al. Genetic surveillance detects both clonal and epidemic transmission of malaria following enhanced intervention in Senegal. PLoS ONE. 2013;8:e60780.CrossRefPubMedPubMedCentral
19.
go back to reference Nkhoma SC, Nair S, Al-Saai S, Ashley E, McGready R, Phyo AP, Nosten F, et al. Population genetic correlates of declining transmission in a human pathogen. Mol Ecol. 2013;22:273–85.CrossRefPubMed Nkhoma SC, Nair S, Al-Saai S, Ashley E, McGready R, Phyo AP, Nosten F, et al. Population genetic correlates of declining transmission in a human pathogen. Mol Ecol. 2013;22:273–85.CrossRefPubMed
20.
go back to reference Wildlife Conservation Society (WCS). Makira forest protected area project: 2005–2013 Project implementation report. 31 August, 2015 v3.0. Wildlife Conservation Society (WCS). Makira forest protected area project: 2005–2013 Project implementation report. 31 August, 2015 v3.0.
21.
go back to reference Institut National de la Statistique (INSTAT). Madagascar—Enquête Démographique et de Santé 2008–2009. USAID. Institut National de la Statistique (INSTAT). Madagascar—Enquête Démographique et de Santé 2008–2009. USAID.
22.
go back to reference Golden CD, Fernald LC, Brashares JS, Rasolofoniaina BJ, Kremen C. Benefits of wildlife consumption to child nutrition in a biodiversity hotspot. Proc Natl Acad Sci USA. 2011;108:19653–6.CrossRefPubMedPubMedCentral Golden CD, Fernald LC, Brashares JS, Rasolofoniaina BJ, Kremen C. Benefits of wildlife consumption to child nutrition in a biodiversity hotspot. Proc Natl Acad Sci USA. 2011;108:19653–6.CrossRefPubMedPubMedCentral
23.
go back to reference Daniels R, Volkman SK, Milner DA, Mahesh N, Neafsey DE, Park DJ, et al. A general SNP-based molecular barcode for Plasmodium falciparum identification and tracking. Malar J. 2008;7:223.CrossRefPubMedPubMedCentral Daniels R, Volkman SK, Milner DA, Mahesh N, Neafsey DE, Park DJ, et al. A general SNP-based molecular barcode for Plasmodium falciparum identification and tracking. Malar J. 2008;7:223.CrossRefPubMedPubMedCentral
24.
go back to reference Daniels RF, Deme AB, Gomis JF, Dieye B, Durfee K, Thwing JI, et al. Evidence of non-Plasmodium falciparum malaria infection in Kédougou, Senegal. Malaria J. 2016 (manuscript under review) Daniels RF, Deme AB, Gomis JF, Dieye B, Durfee K, Thwing JI, et al. Evidence of non-Plasmodium falciparum malaria infection in Kédougou, Senegal. Malaria J. 2016 (manuscript under review)
25.
go back to reference Mariette N, Barnadas C, Bouchier C, Tichit M, Ménard D. Country-wide assessment of the genetic polymorphism in Plasmodium falciparum and Plasmodium vivax antigens detected with rapid diagnostic tests for malaria. Malar J. 2008;7:219.CrossRefPubMedPubMedCentral Mariette N, Barnadas C, Bouchier C, Tichit M, Ménard D. Country-wide assessment of the genetic polymorphism in Plasmodium falciparum and Plasmodium vivax antigens detected with rapid diagnostic tests for malaria. Malar J. 2008;7:219.CrossRefPubMedPubMedCentral
26.
go back to reference Ratsimbasoa A, Ravony H, Vonimpaisomihanta J-A, Raherinjafy R, Jahevitra M, Rapelanoro R, et al. Management of uncomplicated malaria in febrile under five-year-old children by community health workers in Madagascar: reliability of malaria rapid diagnostic tests. Malar J. 2012;11:85.CrossRefPubMedPubMedCentral Ratsimbasoa A, Ravony H, Vonimpaisomihanta J-A, Raherinjafy R, Jahevitra M, Rapelanoro R, et al. Management of uncomplicated malaria in febrile under five-year-old children by community health workers in Madagascar: reliability of malaria rapid diagnostic tests. Malar J. 2012;11:85.CrossRefPubMedPubMedCentral
27.
go back to reference Ratsimbasoa A, Randriamanantena A, Raherinjafy R, Rasoarilalao N, Ménard D. Which malaria rapid test for Madagascar? Field and laboratory evaluation of three tests and expert microscopy of samples from suspected malaria patients in Madagascar. Am J Trop Med Hyg. 2007;76:481–5.PubMed Ratsimbasoa A, Randriamanantena A, Raherinjafy R, Rasoarilalao N, Ménard D. Which malaria rapid test for Madagascar? Field and laboratory evaluation of three tests and expert microscopy of samples from suspected malaria patients in Madagascar. Am J Trop Med Hyg. 2007;76:481–5.PubMed
28.
go back to reference Ehtesham R, Fazaeli A, Raeisi A, Keshavarz H, Heidari A. Detection of mixed-species infections of Plasmodium falciparum and Plasmodium vivax by nested PCR and rapid diagnostic tests in southeastern Iran. Am J Trop Med Hyg. 2015;93:181–5.CrossRefPubMedPubMedCentral Ehtesham R, Fazaeli A, Raeisi A, Keshavarz H, Heidari A. Detection of mixed-species infections of Plasmodium falciparum and Plasmodium vivax by nested PCR and rapid diagnostic tests in southeastern Iran. Am J Trop Med Hyg. 2015;93:181–5.CrossRefPubMedPubMedCentral
29.
go back to reference Sisya TJ, Kamn’gona RM, Vareta JA, Fulakeza JM, Mukaka MFJ, Seydel KB, et al. Subtle changes in Plasmodium falciparum infection complexity following enhanced intervention in Malawi. Acta Trop. 2015;142:108–14.CrossRefPubMedPubMedCentral Sisya TJ, Kamn’gona RM, Vareta JA, Fulakeza JM, Mukaka MFJ, Seydel KB, et al. Subtle changes in Plasmodium falciparum infection complexity following enhanced intervention in Malawi. Acta Trop. 2015;142:108–14.CrossRefPubMedPubMedCentral
30.
go back to reference Mharakurwa S, Daniels R, Scott A, Wirth DF, Thuma P, Volkman SK. Pre-amplification methods for tracking low-grade Plasmodium falciparum populations during scaled-up interventions in Southern Zambia. Malar J. 2014;13:89.CrossRefPubMedPubMedCentral Mharakurwa S, Daniels R, Scott A, Wirth DF, Thuma P, Volkman SK. Pre-amplification methods for tracking low-grade Plasmodium falciparum populations during scaled-up interventions in Southern Zambia. Malar J. 2014;13:89.CrossRefPubMedPubMedCentral
31.
go back to reference Daniels R, Hamilton EJ, Durfee K, Ndiaye D, Wirth DF, Hartl DL, et al. Methods to Increase the sensitivity of high resolution melting single nucleotide polymorphism genotyping in malaria. J Vis Exp. 2015;105:e52839. Daniels R, Hamilton EJ, Durfee K, Ndiaye D, Wirth DF, Hartl DL, et al. Methods to Increase the sensitivity of high resolution melting single nucleotide polymorphism genotyping in malaria. J Vis Exp. 2015;105:e52839.
32.
go back to reference Anderson TJC, Nair S, Sudimack D, Williams JT, Mayxay M, Newton PN, et al. Geographical distribution of selected and putatively neutral SNPs in Southeast Asian malaria parasites. Mol Biol Evol. 2005;22:2362–74.CrossRefPubMed Anderson TJC, Nair S, Sudimack D, Williams JT, Mayxay M, Newton PN, et al. Geographical distribution of selected and putatively neutral SNPs in Southeast Asian malaria parasites. Mol Biol Evol. 2005;22:2362–74.CrossRefPubMed
33.
go back to reference Maïga-Ascofaré O, Le Bras J, Mazmouz R, Renard E, Falcão S, Broussier E, et al. Adaptive differentiation of Plasmodium falciparum populations inferred from single-nucleotide polymorphisms (SNPs) conferring drug resistance and from neutral SNPs. J Infect Dis. 2010;202:1095–103.CrossRefPubMed Maïga-Ascofaré O, Le Bras J, Mazmouz R, Renard E, Falcão S, Broussier E, et al. Adaptive differentiation of Plasmodium falciparum populations inferred from single-nucleotide polymorphisms (SNPs) conferring drug resistance and from neutral SNPs. J Infect Dis. 2010;202:1095–103.CrossRefPubMed
34.
go back to reference Daniels RF, Schaffner SF, Wenger EA, Proctor JL, Chang HH, Wong W, et al. Modeling malaria genomics reveals transmission decline and rebound in Senegal. Proc Natl Acad Sci USA. 2015;112:7067–72.CrossRefPubMedPubMedCentral Daniels RF, Schaffner SF, Wenger EA, Proctor JL, Chang HH, Wong W, et al. Modeling malaria genomics reveals transmission decline and rebound in Senegal. Proc Natl Acad Sci USA. 2015;112:7067–72.CrossRefPubMedPubMedCentral
35.
go back to reference Obaldia N, Baro NK, Calzada JE, Santamaria AM, Daniels R, Wong W, Chang H-H, et al. Clonal outbreak of Plasmodium falciparum infection in eastern Panama. J Infect Dis. 2015;211:1087–96.CrossRefPubMed Obaldia N, Baro NK, Calzada JE, Santamaria AM, Daniels R, Wong W, Chang H-H, et al. Clonal outbreak of Plasmodium falciparum infection in eastern Panama. J Infect Dis. 2015;211:1087–96.CrossRefPubMed
36.
go back to reference Ralisoa O, Rasamindrakotroka A, Ravelojana B, Rafarasoa L, Randrianarisoa E, Rakotoson R, et al. Plasmodium falciparum malaria transmission indices in a highland village of the Ikopa River Valley near Antananarivo, Madagascar. Parassitologia. 1991;33:219–23.PubMed Ralisoa O, Rasamindrakotroka A, Ravelojana B, Rafarasoa L, Randrianarisoa E, Rakotoson R, et al. Plasmodium falciparum malaria transmission indices in a highland village of the Ikopa River Valley near Antananarivo, Madagascar. Parassitologia. 1991;33:219–23.PubMed
37.
go back to reference Romi R, Razaiarimanga MC, Raharimanga R, Rakotondraibe EM, Ranaivo LH, Pietra V, et al. Impact of the malaria control campaign (1993–1998) in the highlands of Madagascar: parasitological and entomological data. Am J Trop Med Hyg. 2002;66:2–6.PubMed Romi R, Razaiarimanga MC, Raharimanga R, Rakotondraibe EM, Ranaivo LH, Pietra V, et al. Impact of the malaria control campaign (1993–1998) in the highlands of Madagascar: parasitological and entomological data. Am J Trop Med Hyg. 2002;66:2–6.PubMed
38.
go back to reference Ratovonjato J, Randrianarivelojosia M, Rakotondrainibe ME, Raharimanga V, Andrianaivolambo L, Le Goff G, et al. Entomological and parasitological impacts of indoor residual spraying with DDT, alphacypermethrin and deltamethrin in the western foothill area of Madagascar. Malar J. 2014;13:21.CrossRefPubMedPubMedCentral Ratovonjato J, Randrianarivelojosia M, Rakotondrainibe ME, Raharimanga V, Andrianaivolambo L, Le Goff G, et al. Entomological and parasitological impacts of indoor residual spraying with DDT, alphacypermethrin and deltamethrin in the western foothill area of Madagascar. Malar J. 2014;13:21.CrossRefPubMedPubMedCentral
39.
go back to reference Roll Back Malaria. Focus on Madagascar. Progress and impact series-country reports. Geneva; 2013. Roll Back Malaria. Focus on Madagascar. Progress and impact series-country reports. Geneva; 2013.
Metadata
Title
Genetic evidence that the Makira region in northeastern Madagascar is a hotspot of malaria transmission
Authors
Benjamin L. Rice
Christopher D. Golden
Evelin Jean Gasta Anjaranirina
Carolina Mastella Botelho
Sarah K. Volkman
Daniel L. Hartl
Publication date
01-12-2016
Publisher
BioMed Central
Published in
Malaria Journal / Issue 1/2016
Electronic ISSN: 1475-2875
DOI
https://doi.org/10.1186/s12936-016-1644-4

Other articles of this Issue 1/2016

Malaria Journal 1/2016 Go to the issue