Bayesian Risk Mapping and Model-Based Estimation of Schistosoma haematobium–Schistosoma mansoni Co-distribution in Côte d′Ivoire

PLoS Neglected Tropical Diseases

Volumn 8, Issue 12, 2014, Pages

  Chammartin, Frédérique ^a,b   Houngbedji, Clarisse A ^a,b,c,d   Hürlimann, Eveline ^a,b,c   Yapi, Richard B ^c,e   Silué, Kigbafori D ^c,e   Soro, Gotianwa ^f   Kouamé, Ferdinand N ^f   N′Goran, Eliézer K ^c,e   Utzinger, Jürg ^a,b   Raso, Giovanna ^a,b,c   Vounatsou, Penelope ^a,b  

^a SWISS TROPICAL AND PUBLIC HEALTH INSTITUTE   (Switzerland)

^b UNIVERSITY OF BASEL   (Switzerland)

^c CENTRE SUISSE DE RECHERCHES SCIENTIFIQUES EN CÔTE D'IVOIRE   (Côte d’Ivoire)

^d Unité de Formation et de Recherche des Sciences de la Nature   (Côte d’Ivoire)

^e UNIVERSITÉ FÉLIX HOUPHOUËT BOIGNY   (Côte d’Ivoire)

^f Programme National de Santé Scolaire et Universitaire   (Côte d’Ivoire)

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; BAYES THEOREM; COTE D'IVOIRE; CROSS-SECTIONAL STUDY; DISEASE ASSOCIATION; ENVIRONMENTAL FACTOR; GEOGRAPHIC DISTRIBUTION; GEOSTATISTICAL ANALYSIS; HEALTH SURVEY; HUMAN; INFORMATION PROCESSING; PATHOGENESIS; RISK FACTOR; SCHISTOSOMIASIS; SCHISTOSOMIASIS HAEMATOBIA; SOCIOECONOMICS; ADOLESCENT; CHILD; COINFECTION; PRESCHOOL CHILD; RISK; SCHISTOSOMIASIS MANSONI;

PRAZIQUANTEL;

ADOLESCENT; BAYES THEOREM; CHILD; CHILD, PRESCHOOL; COINFECTION; COTE D'IVOIRE; CROSS-SECTIONAL STUDIES; HUMANS; PRAZIQUANTEL; RISK; SCHISTOSOMIASIS HAEMATOBIA; SCHISTOSOMIASIS MANSONI;

EID: 84928252498     PISSN: 19352727     EISSN: 19352735     Source Type: Journal    
DOI: 10.1371/journal.pntd.0003407     Document Type: Article

References (43)

1. WHO (2002) Prevention and control of schistosomiasis and soil-transmitted helminthiasis: report of a WHO expert comittee. WHO Tech Rep Ser 912: 1–57.
2. Utzinger J, Raso G, Brooker S, de Savigny D, Tanner M, et al. (2009) Schistosomiasis and neglected tropical diseases: towards integrated and sustainable control and a word of caution. Parasitology 136: 1859–1874.
3. Colley DG, Bustinduy AL, Secor WE, King CH, (2014) Human schistosomiasis. Lancet 383: 2253–64.
4. WHO (2009) Elimination of schistosomiasis from low transmission areas. Report of a WHO informal consultation. WHO/HTM/NTD/PCT/2009.2. Geneva: World Health Organization.
5. Rollinson D, Knopp S, Levitz S, Stothard JR, Tchuem Tchuenté LA, et al. (2013) Time to set the agenda for schistosomiasis elimination. Acta Trop 128: 423–440.
6. WHO (2014) Schistosomiasis: number of people receiving preventiv chemotherapy in 2012. Wkly Epidemiol Rec 89: 21–28.
7. Murray CJL, Vos T, Lozano R, Naghavi M, Flaxman AD, et al. (2012) Disability-adjusted life years (DALYs) for 291 diseases and injuries in 21 regions, 1990–2010: a systematic analysis for the global burden of disease study 2010. Lancet 380: 2197–2223.
8. Bonfoh B, Raso G, Koné I, Dao D, Girardin O, et al. (2011) Research in a war zone. Nature 474: 569–571.
9. Tchuem Tchuenté LA, N′Goran EK, (2009) Schistosomiasis and soil-transmitted helminthiasis control in Cameroon and Côte d′Ivoire: implementing control on a limited budjet. Parasitology 136: 1739–1745.
10. Simoonga C, Utzinger J, Brooker S, Vounatsou P, Appleton CC, et al. (2009) Remote sensing, geographical information system and spatial analysis for schistosomiasis epidemiology and ecology in Africa. Parasitology 136: 1683–1693.
11. Soares-Magalhães RJ, Clements ACA, Patil AP, Gething PW, Brooker S, (2011) The applications of model-based geostatistics in helminth epidemiology and control. Adv Parasitol 74: 267–296.
12. Schur N, Vounatsou P, Utzinger J, (2012) Determining treatment needs at different spatial scales using geostatistical model-based risk estimates of schistosomiasis. PLoS Negl Trop Dis 6: e1773.
13. Diggle PJ, Tawn JA, Moyeed RA, (1998) Model-based geostatistics. J R Stat Soc Ser C Appl Stat 47: 299–326.
14. Raso G, Matthys B, N′Goran EK, Tanner M, Vounatsou P, et al. (2005) Spatial risk prediction and mapping of Schistosoma mansoni infections among schoolchildren living in western Côte d'Ivoire. Parasitology 131: 97–108.
15. Beck-Wörner C, Raso G, Vounatsou P, N′Goran EK, Rigo G, et al. (2007) Bayesian spatial risk prediction of Schistosoma mansoni infection in western Côte d'Ivoire using a remotely-sensed digital elevation model. Am J Trop Med Hyg 76: 956–963.
16. Chammartin F, Hürlimann E, Raso G, N′Goran EK, Utzinger J, et al. (2013) Statistical methodological issues in mapping historical schistosomiasis survey data. Acta Trop 128: 345–352.
17. Schur N, Hürlimann E, Garba A, Traoré MS, Ndir O, et al. (2011) Geostatistical model-based estimates of schistosomiasis prevalence among individuals aged ≤20 years in West Africa. PLoS Negl Trop Dis 5: e1194.
18. Schur N, Hürlimann E, Stensgaard AS, Chimfwembe K, Mushinge G, et al. (2013) Spatially explicit Schistosoma infection risk in eastern Africa using Bayesian geostatistical modelling. Acta Trop 128: 365–377.
19. de Silva N, Hall A, (2010) Using the prevalence of individual species of intestinal nematode worms to estimate the combined prevalence of any species. PLoS Negl Trop Dis 4: e655.
20. Hodges MH, Soares-Magalhães RJ, Paye J, Koroma JB, Sonnie M, et al. (2012) Combined spatial prediction of schistosomiasis and soil-transmitted helminthiasis in Sierra Leone: a tool for integrated disease control. PLoS Negl Trop Dis 6: e1694.
21. Raso G, Vounatsou P, Singer BH, N′Goran EK, Tanner M, et al. (2006) An integrated approach for risk profiling and spatial prediction of Schistosoma mansoni-hookworm coinfection. Proc Natl Acad Sci USA 103: 6934–6939.
22. Brooker S, Clements ACA, (2009) Spatial heterogeneity of parasite co-infection: determinants and geostatistical prediction at regional scales. Int J Parasitol 39: 591–597.
23. Yapi RB, Hürlimann E, Houngbedji CA, Ndri PB, Silué KD, et al. (2014) Infection and co-infecton of helminths and Plasmodium among school children in Côte d′Ivoire: results from a national cross-sectional survey. PLoS Negl Trop Dis 8: e2913.
24. Diggle PJ, Lophaven SA, (2006) Bayesian geostatistical design. Scand J Stat 33: 53–64.
25. WHO (2006) Preventive chemotherapy in human helminthiasis: coordinated use of anthelminthic drugs in control interventions: a manual for health professionals and programme managers. Geneva: World Health Organization.
26. Karagiannis-Voules DA, Odermatt P, Biedermann P, Khieu V, Schär F, Muth S, Utzinger J, Vounatsou P (2014) Geostatistical modelling of soil-transmitted helminth infection in Cambodia: do socioeconomic factors improve predictions? Acta Tropica. In press. doi:10.1016/j.actatropica.2014.09.001.
27. WHO, UNICEF Joint monitoring programme for water supply and sanitation (2006) Core questions on drinking-water and sanitation for household surveys. Geneva, New York: WHO, UNICEF.
28. Dellaportas P, Forster JJ, Ntzoufras I, (2002) On Bayesian model and variable selection using MCMC. Stat Comput 12: 27–36.
29. Barbieri MM, Berger JO, (2004) Optimal predictive model selection. Ann Stat 32: 870–897.
30. Gosoniu L, Vounatsou P, Sogoba N, Maire N, Smith T, (2009) Mapping malaria risk in West Africa using a Bayesian nonparametric non-stationary model. Comput Stat Data Anal 53: 3358–3371.
31. Sturrock HJW, Gething PW, Ashton RA, Kolaczinski JH, Kabatereine NB, et al. (2011) Planning schistosomiasis control: investigation of alternative sampling strategies for Schistosoma mansoni to target mass drug administration of praziquantel in East Africa. Int Health 3: 165–175.
32. Utzinger J, Tanner M, Keiser J, (2010) ACTs for schistosomiasis: do they act? Lancet Infect Dis 10: 579–581.
33. Kloos H, (1995) Human behavior, health education and schistosomiasis control: a review. Soc Sci Med 40: 1497–1511.
34. Lengeler C, Utzinger J, Tanner M, (2002) Questionnaires for rapid screening of schistososomiasis in sub-Saharan Africa. Bull World Health Organ 80: 235–242.
35. Brooker S, Kabatereine NB, Gyapong JO, Stothard JR, Utzinger J, (2009) Rapid mapping of schistosomiasis and other neglected tropical diseases in the context of integrated control programmes in Africa. Parasitology 136: 1707–1718.
36. Doumenge JP, Mott KE, Cheung C, Villenave D, Chapuis O, et al. (1987) Atlas of the global distribution of schistosomiasis. Presses Universitaires de Bordeaux.
37. Utzinger J, N′Goran EK, Ossey YA, Booth M, Traoré M, et al. (2000) Rapid screening for Schistosoma mansoni in western Côte d'Ivoire using a simple school questionnaire. Bull World Health Organ 78: 389–398.
38. Utzinger J, N′Goran EK, Caffrey CR, Keiser J, (2011) From innovation to application: social-ecological context, diagnostics, drugs and integrated control of schistosomiasis. Acta Trop 120: S121–S137.
39. French MD, Rollinson D, Basáñez MG, Mgeni AF, Khamis IS, et al. (2007) School-based control of urinary schistosomiasis on Zanzibar, Tanzania: monitoring micro-haematuria with reagent strips as a rapid urological assessment. J Pediatr Urol 3: 364–368.
40. Robinson E, Picon D, Sturrock HJ, Sabasio A, Lado M, et al. (2009) The performance of haematuria reagent strips for the rapid mapping of urinary schistosomiasis: field experience from Southern Sudan. Trop Med Int Health 14: 1484–1487.
41. Bergquist R, Johansen MV, Utzinger J, (2009) Diagnostic dilemmas in helminthology: what tools to use and when? Trends Parasitol 25: 151–156.
42. Koukounari A, Donelly CA, Sack M, Keita AD, Landouré A, et al. (2010) The impact of single versus mixed schistosome species infections on liver, spleen and bladder morbidity within Malian children pre- and post-praziquantel treatment. BMC Infect Dis 10: 227.
43. Steinmann P, Keiser J, Bos R, Tanner M, Utzinger J, (2006) Schistosomiasis and water resources development: systematic review, meta-analysis, and estimates of people at risk. Lancet Infect Dis 6: 411–425.