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

Open Access 01-12-2016 | Research

Census-derived migration data as a tool for informing malaria elimination policy

Authors: Nick W. Ruktanonchai, Darlene Bhavnani, Alessandro Sorichetta, Linus Bengtsson, Keith H. Carter, Roberto C. Córdoba, Arnaud Le Menach, Xin Lu, Erik Wetter, Elisabeth zu Erbach-Schoenberg, Andrew J. Tatem

Published in: Malaria Journal | Issue 1/2016

Login to get access

Abstract

Background

Numerous countries around the world are approaching malaria elimination. Until global eradication is achieved, countries that successfully eliminate the disease will contend with parasite reintroduction through international movement of infected people. Human-mediated parasite mobility is also important within countries near elimination, as it drives parasite flows that affect disease transmission on a subnational scale.

Methods

Movement patterns exhibited in census-based migration data are compared with patterns exhibited in a mobile phone data set from Haiti to quantify how well migration data predict short-term movement patterns. Because short-term movement data were unavailable for Mesoamerica, a logistic regression model fit to migration data from three countries in Mesoamerica is used to predict flows of infected people between subnational administrative units throughout the region.

Results

Population flows predicted using census-based migration data correlated strongly with mobile phone-derived movements when used as a measure of relative connectivity. Relative population flows are therefore predicted using census data across Mesoamerica, informing the areas that are likely exporters and importers of infected people. Relative population flows are used to identify community structure, useful for coordinating interventions and elimination efforts to minimize importation risk. Finally, the ability of census microdata inform future intervention planning is discussed in a country-specific setting using Costa Rica as an example.

Conclusions

These results show long-term migration data can effectively predict the relative flows of infected people to direct malaria elimination policy, a particularly relevant result because migration data are generally easier to obtain than short-term movement data such as mobile phone records. Further, predicted relative flows highlight policy-relevant population dynamics, such as major exporters across the region, and Nicaragua and Costa Rica’s strong connection by movement of infected people, suggesting close coordination of their elimination efforts. Country-specific applications are discussed as well, such as predicting areas at relatively high risk of importation, which could inform surveillance and treatment strategies.
Appendix
Available only for authorised users
Literature
1.
go back to reference WHO. World Malaria Report. Geneva: World Health Organization; 2015. WHO. World Malaria Report. Geneva: World Health Organization; 2015.
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 Murray CJ, Rosenfeld LC, Lim SS, Andrews KG, Foreman KJ, Haring D, et al. Global malaria mortality between 1980 and 2010: a systematic analysis. Lancet. 2012;379:413–31.CrossRefPubMed Murray CJ, Rosenfeld LC, Lim SS, Andrews KG, Foreman KJ, Haring D, et al. Global malaria mortality between 1980 and 2010: a systematic analysis. Lancet. 2012;379:413–31.CrossRefPubMed
4.
go back to reference Roll Back Malaria Partnership. The global malaria action plan for a malaria free world. Geneva: RBM; 2008. Roll Back Malaria Partnership. The global malaria action plan for a malaria free world. Geneva: RBM; 2008.
5.
go back to reference Cohen JM, Smith DL, Cotter C, Ward A, Yamey G, Sabot OJ, et al. Malaria resurgence: a systematic review and assessment of its causes. Malar J. 2012;11:122.CrossRefPubMedPubMedCentral Cohen JM, Smith DL, Cotter C, Ward A, Yamey G, Sabot OJ, et al. Malaria resurgence: a systematic review and assessment of its causes. Malar J. 2012;11:122.CrossRefPubMedPubMedCentral
6.
go back to reference Tatem AJ, Smith DL. International population movements and regional Plasmodium falciparum malaria elimination strategies. Proc Natl Acad Sci USA. 2010;107:12222–7.CrossRefPubMedPubMedCentral Tatem AJ, Smith DL. International population movements and regional Plasmodium falciparum malaria elimination strategies. Proc Natl Acad Sci USA. 2010;107:12222–7.CrossRefPubMedPubMedCentral
7.
go back to reference World Health Organization. From malaria control to malaria elimination: a manual for elimination scenario planning. Geneva: World Health Organization; 2014. World Health Organization. From malaria control to malaria elimination: a manual for elimination scenario planning. Geneva: World Health Organization; 2014.
9.
go back to reference Stoddard ST, Morrison AC, Vazquez-Prokopec GM, Paz Soldan V, Kochel TJ, Kitron U, et al. The role of human movement in the transmission of vector-borne pathogens. PLoS Negl Trop Dis. 2009;3:e481.CrossRefPubMedPubMedCentral Stoddard ST, Morrison AC, Vazquez-Prokopec GM, Paz Soldan V, Kochel TJ, Kitron U, et al. The role of human movement in the transmission of vector-borne pathogens. PLoS Negl Trop Dis. 2009;3:e481.CrossRefPubMedPubMedCentral
10.
go back to reference Pindolia DK, Garcia AJ, Wesolowski A, Smith DL, Buckee CO, Noor AM, et al. Human movement data for malaria control and elimination strategic planning. Malar J. 2012;11:205.CrossRefPubMedPubMedCentral Pindolia DK, Garcia AJ, Wesolowski A, Smith DL, Buckee CO, Noor AM, et al. Human movement data for malaria control and elimination strategic planning. Malar J. 2012;11:205.CrossRefPubMedPubMedCentral
12.
go back to reference Bengtsson L, Gaudart J, Lu X, Moore S, Wetter E, Sallah K, et al. Using mobile phone data to predict the spatial spread of cholera. Sci Rep. 2015;5:8923.CrossRefPubMedPubMedCentral Bengtsson L, Gaudart J, Lu X, Moore S, Wetter E, Sallah K, et al. Using mobile phone data to predict the spatial spread of cholera. Sci Rep. 2015;5:8923.CrossRefPubMedPubMedCentral
13.
go back to reference Tatem AJ, Huang Z, Narib C, Kumar U, Kandula D, Pindolia DK, et al. Integrating rapid risk mapping and mobile phone call record data for strategic malaria elimination planning. Malar J. 2014;13:52.CrossRefPubMedPubMedCentral Tatem AJ, Huang Z, Narib C, Kumar U, Kandula D, Pindolia DK, et al. Integrating rapid risk mapping and mobile phone call record data for strategic malaria elimination planning. Malar J. 2014;13:52.CrossRefPubMedPubMedCentral
14.
go back to reference Tatem AJ, Qiu Y, Smith DL, Sabot O, Ali AS, Moonen B. The use of mobile phone data for the estimation of the travel patterns and imported Plasmodium falciparum rates among Zanzibar residents. Malar J. 2009;8:287.CrossRefPubMedPubMedCentral Tatem AJ, Qiu Y, Smith DL, Sabot O, Ali AS, Moonen B. The use of mobile phone data for the estimation of the travel patterns and imported Plasmodium falciparum rates among Zanzibar residents. Malar J. 2009;8:287.CrossRefPubMedPubMedCentral
15.
16.
go back to reference Garcia AJ, Pindolia DK, Lopiano KK, Tatem AJ. Modeling internal migration flows in sub-Saharan Africa using census microdata. Migration Studies. 2014; mnu036. Garcia AJ, Pindolia DK, Lopiano KK, Tatem AJ. Modeling internal migration flows in sub-Saharan Africa using census microdata. Migration Studies. 2014; mnu036.
17.
go back to reference Pindolia DK, Garcia AJ, Huang Z, Fik T, Smith DL, Tatem AJ. Quantifying cross-border movements and migrations for guiding the strategic planning of malaria control and elimination. Malar J. 2014;13:169.CrossRefPubMedPubMedCentral Pindolia DK, Garcia AJ, Huang Z, Fik T, Smith DL, Tatem AJ. Quantifying cross-border movements and migrations for guiding the strategic planning of malaria control and elimination. Malar J. 2014;13:169.CrossRefPubMedPubMedCentral
18.
19.
go back to reference Wesolowski A, Buckee CO, Pindolia DK, Eagle N, Smith DL, Garcia AJ, et al. The use of census migration data to approximate human movement patterns across temporal scales. PLoS ONE. 2013;8:e52971.CrossRefPubMedPubMedCentral Wesolowski A, Buckee CO, Pindolia DK, Eagle N, Smith DL, Garcia AJ, et al. The use of census migration data to approximate human movement patterns across temporal scales. PLoS ONE. 2013;8:e52971.CrossRefPubMedPubMedCentral
20.
go back to reference Wesolowski A, Eagle N, Noor AM, Snow RW, Buckee CO. The impact of biases in mobile phone ownership on estimates of human mobility. J R Soc Interface. 2013;10:20120986.CrossRefPubMedPubMedCentral Wesolowski A, Eagle N, Noor AM, Snow RW, Buckee CO. The impact of biases in mobile phone ownership on estimates of human mobility. J R Soc Interface. 2013;10:20120986.CrossRefPubMedPubMedCentral
21.
go back to reference Carter KH, Singh P, Mujica OJ, Escalada RP, Ade MP, Castellanos LG, et al. Malaria in the Americas: trends from 1959 to 2011. Am J Trop Med Hyg. 2015;92:302–16.CrossRefPubMedPubMedCentral Carter KH, Singh P, Mujica OJ, Escalada RP, Ade MP, Castellanos LG, et al. Malaria in the Americas: trends from 1959 to 2011. Am J Trop Med Hyg. 2015;92:302–16.CrossRefPubMedPubMedCentral
22.
25.
go back to reference Herrera S, Quiñones ML, Quintero JP, Corredor V, Fuller DO, Mateus JC, et al. Prospects for malaria elimination in non-Amazonian regions of Latin America. Acta Trop. 2012;121:315–23.CrossRefPubMedPubMedCentral Herrera S, Quiñones ML, Quintero JP, Corredor V, Fuller DO, Mateus JC, et al. Prospects for malaria elimination in non-Amazonian regions of Latin America. Acta Trop. 2012;121:315–23.CrossRefPubMedPubMedCentral
26.
go back to reference R Development Core Team. R: a language and environment for statistical computing. Vienna: R Foundation for Statistical Computing; 2014. R Development Core Team. R: a language and environment for statistical computing. Vienna: R Foundation for Statistical Computing; 2014.
29.
go back to reference Minnesota population center. integrated public use microdata series, International: Version 6.3. Minneapolis: University of Minnesota; 2014. Minnesota population center. integrated public use microdata series, International: Version 6.3. Minneapolis: University of Minnesota; 2014.
30.
go back to reference Bengtsson L, Lu X, Thorson A, Garfield R, von Schreeb J. Improved response to disasters and outbreaks by tracking population movements with mobile phone network data: a post-earthquake geospatial study in Haiti. PLoS Med. 2011;8:e1001083.CrossRefPubMedPubMedCentral Bengtsson L, Lu X, Thorson A, Garfield R, von Schreeb J. Improved response to disasters and outbreaks by tracking population movements with mobile phone network data: a post-earthquake geospatial study in Haiti. PLoS Med. 2011;8:e1001083.CrossRefPubMedPubMedCentral
31.
go back to reference Sorichetta A, Hornby GM, Stevens FR, Gaughan AE, Linard C, Tatem AJ. High-resolution gridded population datasets for Latin America and the Caribbean in 2010, 2015, and 2020. Sci Data. 2015;2:150045.CrossRefPubMedPubMedCentral Sorichetta A, Hornby GM, Stevens FR, Gaughan AE, Linard C, Tatem AJ. High-resolution gridded population datasets for Latin America and the Caribbean in 2010, 2015, and 2020. Sci Data. 2015;2:150045.CrossRefPubMedPubMedCentral
33.
go back to reference Schneider A, Freidl MA, Potere D. Mapping global urban areas using MODIS 500-m data: new methods and datasets based on ‘urban ecoregions’. Remote Sens Environ. 2010;114:1733–46.CrossRef Schneider A, Freidl MA, Potere D. Mapping global urban areas using MODIS 500-m data: new methods and datasets based on ‘urban ecoregions’. Remote Sens Environ. 2010;114:1733–46.CrossRef
35.
go back to reference Pons P, Latapy M. Computing communities in large networks using random walks. J Gr Algorithms Appl. 2006;10:191–218.CrossRef Pons P, Latapy M. Computing communities in large networks using random walks. J Gr Algorithms Appl. 2006;10:191–218.CrossRef
36.
go back to reference Newman MEJ, Girvan M. Finding and evaluating community structure in networks. Phys Rev E. 2004;69:026113.CrossRef Newman MEJ, Girvan M. Finding and evaluating community structure in networks. Phys Rev E. 2004;69:026113.CrossRef
37.
go back to reference Bousema T, Griffin JT, Sauerwein RW, Smith DL, Churcher TS, Takken W, et al. Hitting hotspots: spatial targeting of malaria for control and elimination. PLoS Med. 2012;9:e1001165.CrossRefPubMedPubMedCentral Bousema T, Griffin JT, Sauerwein RW, Smith DL, Churcher TS, Takken W, et al. Hitting hotspots: spatial targeting of malaria for control and elimination. PLoS Med. 2012;9:e1001165.CrossRefPubMedPubMedCentral
38.
go back to reference Tizzoni M, Bajardi P, Decuyper A, Kon Kam King G, Schneider CM, Blondel V, et al. On the use of human mobility proxies for modeling epidemics. PLoS Comput Biol. 2014;10:e1003716.CrossRefPubMedPubMedCentral Tizzoni M, Bajardi P, Decuyper A, Kon Kam King G, Schneider CM, Blondel V, et al. On the use of human mobility proxies for modeling epidemics. PLoS Comput Biol. 2014;10:e1003716.CrossRefPubMedPubMedCentral
39.
go back to reference Cotter C, Sturrock HJ, Hsiang MS, Liu J, Phillips AA, Hwang J, et al. The changing epidemiology of malaria elimination: new strategies for new challenges. Lancet. 2013;382:900–11.CrossRefPubMed Cotter C, Sturrock HJ, Hsiang MS, Liu J, Phillips AA, Hwang J, et al. The changing epidemiology of malaria elimination: new strategies for new challenges. Lancet. 2013;382:900–11.CrossRefPubMed
41.
go back to reference Sevilla-Casas E. Human mobility and malaria risk in the Naya river basin of Colombia. Soc Sci Med. 1993;37:1155–67.CrossRefPubMed Sevilla-Casas E. Human mobility and malaria risk in the Naya river basin of Colombia. Soc Sci Med. 1993;37:1155–67.CrossRefPubMed
Metadata
Title
Census-derived migration data as a tool for informing malaria elimination policy
Authors
Nick W. Ruktanonchai
Darlene Bhavnani
Alessandro Sorichetta
Linus Bengtsson
Keith H. Carter
Roberto C. Córdoba
Arnaud Le Menach
Xin Lu
Erik Wetter
Elisabeth zu Erbach-Schoenberg
Andrew J. Tatem
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/s12936-016-1315-5

Other articles of this Issue 1/2016

Malaria Journal 1/2016 Go to the issue