Comparing malaria risk exposure in rural Cambodia population using GPS tracking and questionnaires | Malaria Journal

  • WHO. World malaria report. Geneva: World Health Organization; 2022.

    Google Scholar 

  • WHO. Countries of the Greater Mekong zero in on falciparum malaria. Geneva: World Health Organization; 2019.

    Google Scholar 

  • Dayananda KK, Achur RN, Gowda DC. Epidemiology, drug resistance, and pathophysiology of Plasmodium vivax malaria. J Vector Borne Dis. 2018;55:1–8.

    Article 
    PubMed 

    Google Scholar 

  • Vantaux A, Samreth R, Piv EP, Khim N, Kim S, Berne L, et al. Contribution to malaria transmission of symptomatic and asymptomatic parasite carriers in Cambodia. J Infect Dis. 2018;217:1561–8.

    Article 
    CAS 
    PubMed 

    Google Scholar 

  • Lek D, Callery JJ, Nguon C, Debackere M, Sovannaroth S, Tripura R, et al. Tools to accelerate falciparum malaria elimination in Cambodia: a meeting report. Malar J. 2020;19:151.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Sinka ME, Bangs MJ, Manguin S, Chareonviriyaphap T, Patil AP, Temperley WH, et al. The dominant Anopheles vectors of human malaria in the Asia-Pacific region: occurrence data, distribution maps and bionomic précis. Parasit Vectors. 2011;4:89.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Sinka ME, Bangs MJ, Manguin S, Rubio-Palis Y, Chareonviriyaphap T, Coetzee M, et al. A global map of dominant malaria vectors. Parasit Vectors. 2012;5:69.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Hoyer S, Nguon S, Kim S, Habib N, Khim N, Sum S, et al. Focused screening and treatment (FSAT): a PCR-based strategy to detect malaria parasite carriers and contain drug resistant P falciparum Pailin Cambodia. PLoS One. 2012;7:45797.

    Article 
    ADS 

    Google Scholar 

  • Yeung S, McGregor D, James N, Kheang ST, Kim S, Khim N, et al. Performance of ultrasensitive rapid diagnostic tests for detecting asymptomatic Plasmodium falciparum. Am J Trop Med Hyg. 2020;102:307–9.

    Article 
    PubMed 

    Google Scholar 

  • Rossi G, Vernaeve L, Van den Bergh R, Nguon C, Debackere M, Abello Peiri C, et al. Closing in on the reservoir: proactive case detection in high-risk groups as a strategy to detect Plasmodium falciparum asymptomatic carriers in Cambodia. Clin Infect Dis. 2018;66:1610–7.

    Article 
    PubMed 

    Google Scholar 

  • Das S, Peck RB, Barney R, Jang IK, Kahn M, Zhu M, et al. Performance of an ultra-sensitive Plasmodium falciparum HRP2-based rapid diagnostic test with recombinant HRP2, culture parasites, and archived whole blood samples. Malar J. 2018;17:118.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Tripura R, Peto TJ, Veugen CC, Nguon C, Davoeung C, James N, et al. Submicroscopic Plasmodium prevalence in relation to malaria incidence in 20 villages in western Cambodia. Malar J J. 2017;16:56.

    Article 

    Google Scholar 

  • Maude RJ, Nguon C, Dondorp AM, White LJ, White NJ. The diminishing returns of atovaquone-proguanil for elimination of Plasmodium falciparum malaria: modelling mass drug administration and treatment. Malar J. 2014;13:380.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Dysoley L, Kaneko A, Eto H, Mita T, Socheat D, Börkman A, et al. Changing patterns of forest malaria among the mobile adult male population in Chumkiri District. Cambodia Acta Trop. 2008;106:207–12.

    Article 
    PubMed 

    Google Scholar 

  • Sluydts V, Heng S, Coosemans M, Van Roey K, Gryseels C, Canier L, et al. Spatial clustering and risk factors of malaria infections in Ratanakiri Province. Cambodia Malar J. 2014;13:387.

    Article 
    PubMed 

    Google Scholar 

  • Tripura R, von Seidlein L, Sovannaroth S, Peto TJ, Callery JJ, Sokha M, et al. Antimalarial chemoprophylaxis for forest goers in southeast Asia: an open-label, individually randomised controlled trial. Lancet Infect Dis. 2023;23:81–90.

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Sovannaroth S, Ngor P, Khy V, Dunn JC, Burbach MK, Peng S, et al. Accelerating malaria elimination in Cambodia: an intensified approach for targeting at-risk populations. Malar J. 2022;21:209.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • WHO’s Mekong Malaria Elimination Programme. Countries of the greater mekong ready for the “last mile” of malaria elimination. 2020. https://apps.who.int/iris/rest/bitstreams/1323485/retrieve

  • Bancone G, Menard D, Khim N, Kim S, Canier L, Nguong C, et al. Molecular characterization and mapping of glucose-6-phosphate dehydrogenase (G6PD) mutations in the greater Mekong Subregion. Malar J. 2019;18:20.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Kheang ST, Ridley R, Ngeth E, Ir P, Ngor P, Sovannaroth S, et al. G6PD testing and radical cure for Plasmodium vivax in Cambodia: a mixed methods implementation study. PLoS ONE. 2022;17: e0275822.

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Adhikari B, Tripura R, Peto TJ, Callery JJ, von Seidlein L, Dysoley L, et al. Village malaria workers for the community-based management of vivax malaria. Lancet Reg Health Southeast Asia. 2023;9: 100128.

    Article 
    PubMed 

    Google Scholar 

  • Sagna AB, Sarr JB, Gaayeb L, Drame PM, Ndiath MO, Senghor S, et al. gSG6-P1 salivary biomarker discriminates micro-geographical heterogeneity of human exposure to Anopheles bites in low and seasonal malaria areas. Parasit Vectors. 2013;6:68.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Remoue F, Cisse B, Ba F, Sokhna C, Herve JP, Boulanger D, et al. Evaluation of the antibody response to Anopheles salivary antigens as a potential marker of risk of malaria. Trans R Soc Trop Med Hyg. 2006;100:363–70.

    Article 
    PubMed 

    Google Scholar 

  • Ya-Umphan P, Cerqueira D, Parker DM, Cottrell G, Poinsignon A, Remoue F, et al. Use of an Anopheles salivary biomarker to assess malaria transmission risk along the Thailand-Myanmar border. J Infect Dis. 2017;215:396–404.

    CAS 
    PubMed 

    Google Scholar 

  • Bannister-Tyrrell M, Srun S, Sluydts V, Gryseels C, Mean V, Kim S, et al. Importance of household-level risk factors in explaining micro-epidemiology of asymptomatic malaria infections in Ratanakiri Province. Cambodia Sci Rep. 2018;8:11643.

    Article 
    ADS 
    PubMed 

    Google Scholar 

  • Okami S, Kohtake N. Spatiotemporal modeling for fine-scale maps of regional malaria endemicity and its implications for transitional complexities in a routine surveillance network in Western Cambodia. Front Public Health. 2017;5:262.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • 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.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Prosper O, Ruktanonchai N, Martcheva M. Assessing the role of spatial heterogeneity and human movement in malaria dynamics and control. J Theor Biol. 2012;303:1–14.

    Article 
    MathSciNet 
    ADS 
    PubMed 

    Google Scholar 

  • Chaix B, Kestens Y, Perchoux C, Karusisi N, Merlo J, Labadi K. An interactive mapping tool to assess individual mobility patterns in neighborhood studies. Am J Prev Med. 2012;43:440–50.

    Article 
    PubMed 

    Google Scholar 

  • Incardona S, Vong S, Chiv L, Lim P, Nhem S, Sem R, et al. Large-scale malaria survey in Cambodia: novel insights on species distribution and risk factors. Malar J. 2007;6:37.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Peeters Grietens K, Gryseels C, Dierickx S, Bannister-Tyrrell M, Trienekens S, Uk S, et al. Characterizing types of human mobility to inform differential and targeted malaria elimination strategies in Northeast Cambodia. Sci Rep. 2015;5:16837.

    Article 
    CAS 
    ADS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Sandfort M, Vantaux A, Kim S, Obadia T, Pepey A, Gardais S, et al. Forest malaria in Cambodia: the occupational and spatial clustering of Plasmodium vivax and Plasmodium falciparum infection risk in a cross-sectional survey in Mondulkiri province. Cambodia Malar J. 2020;19:413.

    Article 
    PubMed 

    Google Scholar 

  • Parker DM, Tripura R, Peto TJ, Maude RJ, Nguon C, Chalk J, et al. A multi-level spatial analysis of clinical malaria and subclinical Plasmodium infections in Pailin Province. Cambodia Heliyon. 2017;3: e00447.

    Article 
    PubMed 

    Google Scholar 

  • Paz-Soldan VA, Reiner RC, Morrison AC, Stoddard ST, Kitron U, Scott TW, et al. Strengths and weaknesses of global positioning system (GPS) data-loggers and semi-structured interviews for capturing fine-scale human mobility: findings from Iquitos. Peru PLoS Negl Trop Dis. 2014;8: e2888.

    Article 
    PubMed 

    Google Scholar 

  • Pepey A, Souris M, Vantaux A, Morand S, Lek D, Mueller I, et al. Studying land cover changes in a malaria-endemic Cambodian district: considerations and constraints. Remote Sensing. 2020;12:2972.

    Article 
    ADS 

    Google Scholar 

  • Pepey A, Obadia T, Kim S, Sovannaroth S, Mueller I, Witkowski B, et al. Mobility evaluation by GPS tracking in a rural, low-income population in Cambodia. PLoS ONE. 2022;17: e0266460.

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Hast M, Searle KM, Chaponda M, Lupiya J, Lubinda J, Sikalima J, et al. The use of GPS data loggers to describe the impact of spatio-temporal movement patterns on malaria control in a high-transmission area of northern Zambia. Int J Health Geogr. 2019;18:19.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Searle KM, Lubinda J, Hamapumbu H, Shields TM, Curriero FC, Smith DL, et al. Characterizing and quantifying human movement patterns using GPS data loggers in an area approaching malaria elimination in rural southern Zambia. R Soc Open Sci. 2017;4: 170046.

    Article 
    ADS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Harris PA, Taylor R, Thielke R, Payne J, Gonzalez N, Conde JG. Research electronic data capture (REDCap)–a metadata-driven methodology and workflow process for providing translational research informatics support. J Biomed Inform. 2009;42:377–81.

    Article 
    PubMed 

    Google Scholar 

  • Canier L, Khim N, Kim S, Sluydts V, Heng S, Dourng D, et al. An innovative tool for moving malaria PCR detection of parasite reservoir into the field. Malar J. 2013;12:405.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Poinsignon A, Cornelie S, Mestres-Simon M, Lanfrancotti A, Rossignol M, Boulanger D, et al. Novel peptide marker corresponding to salivary protein gSG6 potentially identifies exposure to Anopheles bites. PLoS ONE. 2008;3: e2472.

    Article 
    ADS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Pollard EJM, Patterson C, Russell TL, Apairamo A, Oscar J, Arcà B, et al. Human exposure to Anopheles farauti bites in the Solomon Islands is not associated with IgG antibody response to the gSG6 salivary protein of Anopheles gambiae. Malar J. 2019;18:334.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Drame PM, Poinsignon A, Besnard P, Cornelie S, Mire JL, Toto JC, et al. Human antibody responses to the Anopheles salivary gSG6-P1 peptide: a novel tool for evaluating the efficacy of ITNs in malaria vector control. PLoS ONE. 2010;5: e15596.

    Article 
    CAS 
    ADS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • R Core Team. R: a language and environment for statistical computing. Vienna: R Foundation for Statistical Computing; 2020.

    Google Scholar 

  • Adekunle AI, Pinkevych M, McGready R, Luxemburger C, White LJ, Nosten F, et al. Modeling the dynamics of Plasmodium vivax infection and hypnozoite reactivation in vivo. PLoS Negl Trop Dis. 2015;9: e0003595.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Commons RJ, Simpson JA, Watson J, White NJ, Price RN. Estimating the proportion of Plasmodium vivax recurrences caused by relapse: a systematic review and meta-analysis. Am J Trop Med Hyg. 2020;103:1094–9.

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Davis K, Yu K, Rulli MC, Pichdara L, D’Odorico P. Accelerated deforestation driven by large-scale land acquisitions in Cambodia. Nat Geosci. 2015;8:772–5.

    Article 
    CAS 
    ADS 

    Google Scholar 

  • Dupuy S, Herbreteau V, Feyfant T, Morand S, Tran A. Land-cover dynamics in Southeast Asia: contribution of object-oriented techniques for change detection. 4th International Conference on GEographic object-based image analysis (GEOBIA). 2012. 217–22.

  • Vantaux A, Riehle MM, Piv E, Farley EJ, Chy S, Kim S, et al. Anopheles ecology, genetics and malaria transmission in northern Cambodia. Sci Rep. 2021;11:6458.

    Article 
    CAS 
    ADS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Gryseels C, Durnez L, Gerrets R, Uk S, Suon S, Set S, et al. Re-imagining malaria: heterogeneity of human and mosquito behaviour in relation to residual malaria transmission in Cambodia. Malar J. 2015;14:165.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Gryseels C, Peeters Grietens K, Dierickx S, Xuan XN, Uk S, Bannister-Tyrrell M, et al. High mobility and low use of malaria preventive measures among the Jarai Male Youth along the Cambodia-Vietnam Border. Am J Trop Med Hyg. 2015;93:810–8.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Peeters Grietens K, Xuan XN, Van Bortel W, Duc TN, Ribera JM, Ba Nhat T, et al. Low perception of malaria risk among the Ra-glai ethnic minority in south-central Vietnam: implications for forest malaria control. Malar J. 2010;9:23.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Overgaard JH, Ekbom B, Suwonkerd W, Takagi M. Effect of landscape structure on anopheline mosquito density and diversity in northern Thailand: implications for malaria transmission and control. Landsc Ecol. 2003;18:605–19.

    Article 

    Google Scholar 

  • Rerolle F, Dantzer E, Phimmakong T, Lover A, Hongvanthong B, Phetsouvanh R, et al. Characterizing mobility patterns of forest goers in southern Lao PDR using GPS loggers. Malar J. 2023;22:38.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Liu M, Liu Y, Po L, Xia S, Huy R, Zhou XN, et al. Assessing the spatiotemporal malaria transmission intensity with heterogeneous risk factors: a modeling study in Cambodia. Infect Dis Model. 2023;8:253–69.

    PubMed 
    PubMed Central 

    Google Scholar 

  • Fornace KM, Alexander N, Abidin TR, Brock PM, Chua TH, Vythilingam I, et al. Local human movement patterns and land use impact exposure to zoonotic malaria in Malaysian Borneo. eLife. 2019;8:e47602.

    Article 
    CAS 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Chang HH, Wesolowski A, Sinha I, Jacob CG, Mahmud A, Uddin D, et al. Mapping imported malaria in Bangladesh using parasite genetic and human mobility data. Elife. 2019;8: e43481.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Smith C, Whittaker M. Beyond mobile populations: a critical review of the literature on malaria and population mobility and suggestions for future directions. Malar J. 2014;13:307.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Green P, MacLeod CJ. SIMR: an R package for power analysis of generalized linear mixed models by simulation. Methods Ecol Evol. 2016;7:493–8.

    Article 

    Google Scholar 

  • Longley RJ, White MT, Takashima E, Brewster J, Morita M, Harbers M, et al. Development and validation of serological markers for detecting recent Plasmodium vivax infection. Nat Med. 2020;26:741–9.

    Article 
    CAS 
    PubMed 

    Google Scholar 

  • Obadia T, Nekkab N, Robinson LJ, Drakeley C, Mueller I, White MT. Developing sero-diagnostic tests to facilitate Plasmodium vivax serological test-and-treat approaches: modeling the balance between public health impact and overtreatment. BMC Med. 2022;20:98.

    Article 
    PubMed 
    PubMed Central 

    Google Scholar 

  • Comments are closed.