Skip to main content
Top
Published in: Malaria Journal 1/2008

Open Access 01-12-2008 | Research

A census-weighted, spatially-stratified household sampling strategy for urban malaria epidemiology

Authors: Jose G Siri, Kim A Lindblade, Daniel H Rosen, Bernard Onyango, John M Vulule, Laurence Slutsker, Mark L Wilson

Published in: Malaria Journal | Issue 1/2008

Login to get access

Abstract

Background

Urban malaria is likely to become increasingly important as a consequence of the growing proportion of Africans living in cities. A novel sampling strategy was developed for urban areas to generate a sample simultaneously representative of population and inhabited environments. Such a strategy should facilitate analysis of important epidemiological relationships in this ecological context.

Methods

Census maps and summary data for Kisumu, Kenya, were used to create a pseudo-sampling frame using the geographic coordinates of census-sampled structures. For every enumeration area (EA) designated as urban by the census (n = 535), a sample of structures equal to one-tenth the number of households was selected. In EAs designated as rural (n = 32), a geographically random sample totalling one-tenth the number of households was selected from a grid of points at 100 m intervals. The selected samples were cross-referenced to a geographic information system, and coordinates transferred to handheld global positioning units. Interviewers found the closest eligible household to the sampling point and interviewed the caregiver of a child aged < 10 years. The demographics of the selected sample were compared with results from the Kenya Demographic and Health Survey to assess sample validity. Results were also compared among urban and rural EAs.

Results

4,336 interviews were completed in 473 of the 567 study area EAs from June 2002 through February 2003. EAs without completed interviews were randomly distributed, and non-response was approximately 2%. Mean distance from the assigned sampling point to the completed interview was 74.6 m, and was significantly less in urban than rural EAs, even when controlling for number of households. The selected sample had significantly more children and females of childbearing age than the general population, and fewer older individuals.

Conclusion

This method selected a sample that was simultaneously population-representative and inclusive of important environmental variation. The use of a pseudo-sampling frame and pre-programmed handheld GPS units is more efficient and may yield a more complete sample than traditional methods, and is less expensive than complete population enumeration.
Appendix
Available only for authorised users
Literature
1.
go back to reference Snow RW, Craig M, Deichmann U, Marsh K: Estimating mortality, morbidity and disability due to malaria among Africa's non-pregnant population. Bull World Health Organ. 1999, 77: 624-640.PubMedCentralPubMed Snow RW, Craig M, Deichmann U, Marsh K: Estimating mortality, morbidity and disability due to malaria among Africa's non-pregnant population. Bull World Health Organ. 1999, 77: 624-640.PubMedCentralPubMed
2.
go back to reference Snow RW, Guerra CA, Noor AM, Myint HY, Hay SI: The global distribution of clinical episodes of Plasmodium falciparum malaria. Nature. 2005, 434: 214-217. 10.1038/nature03342.PubMedCentralCrossRefPubMed Snow RW, Guerra CA, Noor AM, Myint HY, Hay SI: The global distribution of clinical episodes of Plasmodium falciparum malaria. Nature. 2005, 434: 214-217. 10.1038/nature03342.PubMedCentralCrossRefPubMed
3.
go back to reference UNFPA: World Urbanization Prospects: the 2005 Revision. 2005, United Nations Population Division UNFPA: World Urbanization Prospects: the 2005 Revision. 2005, United Nations Population Division
4.
go back to reference Keiser J, Utzinger J, Caldas de Castro M, Smith TA, Tanner M, Singer BH: Urbanization in sub-saharan Africa and implication for malaria control. Am J Trop Med Hyg. 2004, 71: 118-127.PubMed Keiser J, Utzinger J, Caldas de Castro M, Smith TA, Tanner M, Singer BH: Urbanization in sub-saharan Africa and implication for malaria control. Am J Trop Med Hyg. 2004, 71: 118-127.PubMed
5.
go back to reference Trape JF, Zoulani A: Malaria and urbanization in central Africa: the example of Brazzaville. Part III: Relationships between urbanization and the intensity of malaria transmission. Trans R Soc Trop Med Hyg. 1987, 81 (Suppl 2): 19-25. 10.1016/0035-9203(87)90473-1.CrossRefPubMed Trape JF, Zoulani A: Malaria and urbanization in central Africa: the example of Brazzaville. Part III: Relationships between urbanization and the intensity of malaria transmission. Trans R Soc Trop Med Hyg. 1987, 81 (Suppl 2): 19-25. 10.1016/0035-9203(87)90473-1.CrossRefPubMed
6.
go back to reference Donnelly MJ, McCall PJ, Lengeler C, Bates I, D'Alessandro U, Barnish G, Konradsen F, Klinkenberg E, Townson H, Trape JF, Hastings IM, Mutero C: Malaria and urbanization in sub-Saharan Africa. Malar J. 2005, 4: 12-10.1186/1475-2875-4-12.PubMedCentralCrossRefPubMed Donnelly MJ, McCall PJ, Lengeler C, Bates I, D'Alessandro U, Barnish G, Konradsen F, Klinkenberg E, Townson H, Trape JF, Hastings IM, Mutero C: Malaria and urbanization in sub-Saharan Africa. Malar J. 2005, 4: 12-10.1186/1475-2875-4-12.PubMedCentralCrossRefPubMed
7.
go back to reference Comoro C, Nsimba SE, Warsame M, Tomson G: Local understanding, perceptions and reported practices of mothers/guardians and health workers on childhood malaria in a Tanzanian district – implications for malaria control. Acta Trop. 2003, 87: 305-313. 10.1016/S0001-706X(03)00113-X.CrossRefPubMed Comoro C, Nsimba SE, Warsame M, Tomson G: Local understanding, perceptions and reported practices of mothers/guardians and health workers on childhood malaria in a Tanzanian district – implications for malaria control. Acta Trop. 2003, 87: 305-313. 10.1016/S0001-706X(03)00113-X.CrossRefPubMed
8.
go back to reference Snow RW, Peshu N, Forster D, Mwenesi H, Marsh K: The role of shops in the treatment and prevention of childhood malaria on the coast of Kenya. Trans R Soc Trop Med Hyg. 1992, 86: 237-239. 10.1016/0035-9203(92)90290-S.CrossRefPubMed Snow RW, Peshu N, Forster D, Mwenesi H, Marsh K: The role of shops in the treatment and prevention of childhood malaria on the coast of Kenya. Trans R Soc Trop Med Hyg. 1992, 86: 237-239. 10.1016/0035-9203(92)90290-S.CrossRefPubMed
9.
go back to reference Trape JF: Malaria and urbanization in central Africa: the example of Brazzaville. Part IV. Parasitological and serological surveys in urban and surrounding rural areas. Trans R Soc Trop Med Hyg. 1987, 81 (Suppl 2): 26-33. 10.1016/0035-9203(87)90474-3.CrossRefPubMed Trape JF: Malaria and urbanization in central Africa: the example of Brazzaville. Part IV. Parasitological and serological surveys in urban and surrounding rural areas. Trans R Soc Trop Med Hyg. 1987, 81 (Suppl 2): 26-33. 10.1016/0035-9203(87)90474-3.CrossRefPubMed
10.
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
11.
go back to reference Wang SJ, Lengeler C, Smith TA, Vounatsou P, Cisse G, Diallo DA, Akogbeto M, Mtasiwa D, Teklehaimanot A, Tanner M: Rapid urban malaria appraisal (RUMA) in sub-Saharan Africa. Malar J. 2005, 4: 40-10.1186/1475-2875-4-40.PubMedCentralCrossRefPubMed Wang SJ, Lengeler C, Smith TA, Vounatsou P, Cisse G, Diallo DA, Akogbeto M, Mtasiwa D, Teklehaimanot A, Tanner M: Rapid urban malaria appraisal (RUMA) in sub-Saharan Africa. Malar J. 2005, 4: 40-10.1186/1475-2875-4-40.PubMedCentralCrossRefPubMed
12.
go back to reference Rabarijaona LP, Ariey F, Matra R, Cot S, Raharimalala AL, Ranaivo LH, Le Bras J, Robert V, Randrianarivelojosia M: Low autochtonous urban malaria in Antananarivo (Madagascar). Malar J. 2006, 5: 27-10.1186/1475-2875-5-27.PubMedCentralCrossRefPubMed Rabarijaona LP, Ariey F, Matra R, Cot S, Raharimalala AL, Ranaivo LH, Le Bras J, Robert V, Randrianarivelojosia M: Low autochtonous urban malaria in Antananarivo (Madagascar). Malar J. 2006, 5: 27-10.1186/1475-2875-5-27.PubMedCentralCrossRefPubMed
13.
go back to reference Gay-Andrieu F, Adehossi E, Lacroix V, Gagara M, Ibrahim ML, Kourna H, Boureima H: Epidemiological, clinical and biological features of malaria among children in Niamey, Niger. Malar J. 2005, 4: 10-10.1186/1475-2875-4-10.PubMedCentralCrossRefPubMed Gay-Andrieu F, Adehossi E, Lacroix V, Gagara M, Ibrahim ML, Kourna H, Boureima H: Epidemiological, clinical and biological features of malaria among children in Niamey, Niger. Malar J. 2005, 4: 10-10.1186/1475-2875-4-10.PubMedCentralCrossRefPubMed
14.
go back to reference Trape JF, Lefebvre-Zante E, Legros F, Ndiaye G, Bouganali H, Druilhe P, Salem G: Vector density gradients and the epidemiology of urban malaria in Dakar, Senegal. Am J Trop Med Hyg. 1992, 47: 181-189.PubMed Trape JF, Lefebvre-Zante E, Legros F, Ndiaye G, Bouganali H, Druilhe P, Salem G: Vector density gradients and the epidemiology of urban malaria in Dakar, Senegal. Am J Trop Med Hyg. 1992, 47: 181-189.PubMed
15.
go back to reference Mwenesi H, Harpham T, Snow RW: Child malaria treatment practices among mothers in Kenya. Soc Sci Med. 1995, 40: 1271-1277. 10.1016/0277-9536(94)00250-W.CrossRefPubMed Mwenesi H, Harpham T, Snow RW: Child malaria treatment practices among mothers in Kenya. Soc Sci Med. 1995, 40: 1271-1277. 10.1016/0277-9536(94)00250-W.CrossRefPubMed
16.
go back to reference Molyneux CS, Mung'ala-Odera V, Harpham T, Snow RW: Maternal responses to childhood fevers: a comparison of rural and urban residents in coastal Kenya. Trop Med Int Health. 1999, 4: 836-845. 10.1046/j.1365-3156.1999.00489.x.CrossRefPubMed Molyneux CS, Mung'ala-Odera V, Harpham T, Snow RW: Maternal responses to childhood fevers: a comparison of rural and urban residents in coastal Kenya. Trop Med Int Health. 1999, 4: 836-845. 10.1046/j.1365-3156.1999.00489.x.CrossRefPubMed
17.
go back to reference Thompson R, Begtrup K, Cuamba N, Dgedge M, Mendis C, Gamage-Mendis A, Enosse SM, Barreto J, Sinden RE, Hogh B: The Matola malaria project: a temporal and spatial study of malaria transmission and disease in a suburban area of Maputo, Mozambique. Am J Trop Med Hyg. 1997, 57: 550-559.PubMed Thompson R, Begtrup K, Cuamba N, Dgedge M, Mendis C, Gamage-Mendis A, Enosse SM, Barreto J, Sinden RE, Hogh B: The Matola malaria project: a temporal and spatial study of malaria transmission and disease in a suburban area of Maputo, Mozambique. Am J Trop Med Hyg. 1997, 57: 550-559.PubMed
18.
go back to reference Davis JC, Clark TD, Kemble SK, Talemwa N, Njama-Meya D, Staedke SG, Dorsey G: Longitudinal study of urban malaria in a cohort of Ugandan children: description of study site, census and recruitment. Malar J. 2006, 5: 18-10.1186/1475-2875-5-18.PubMedCentralCrossRef Davis JC, Clark TD, Kemble SK, Talemwa N, Njama-Meya D, Staedke SG, Dorsey G: Longitudinal study of urban malaria in a cohort of Ugandan children: description of study site, census and recruitment. Malar J. 2006, 5: 18-10.1186/1475-2875-5-18.PubMedCentralCrossRef
19.
go back to reference Holtz TH, Marum LH, Mkandala C, Chizani N, Roberts JM, Macheso A, Parise ME, Kachur SP: Insecticide-treated bednet use, anaemia, and malaria parasitaemia in Blantyre District, Malawi. Trop Med Int Health. 2002, 7: 220-230. 10.1046/j.1365-3156.2002.00846.x.CrossRefPubMed Holtz TH, Marum LH, Mkandala C, Chizani N, Roberts JM, Macheso A, Parise ME, Kachur SP: Insecticide-treated bednet use, anaemia, and malaria parasitaemia in Blantyre District, Malawi. Trop Med Int Health. 2002, 7: 220-230. 10.1046/j.1365-3156.2002.00846.x.CrossRefPubMed
20.
go back to reference Schultz LJ, Ettling M, Chitsulo L, Steketee RW, Nyasulu Y, Macheso A, Nwanyanwu OC: A nation-wide malaria knowledge, attitudes and practices survey in Malawi: objectives and methodology. Trop Med Parasitol. 1994, 45: 54-56.PubMed Schultz LJ, Ettling M, Chitsulo L, Steketee RW, Nyasulu Y, Macheso A, Nwanyanwu OC: A nation-wide malaria knowledge, attitudes and practices survey in Malawi: objectives and methodology. Trop Med Parasitol. 1994, 45: 54-56.PubMed
21.
go back to reference Macintyre K, Keating J, Sosler S, Kibe L, Mbogo CM, Githeko AK, Beier JC: Examining the determinants of mosquito-avoidance practices in two Kenyan cities. Malar J. 2002, 1: 14-10.1186/1475-2875-1-14.PubMedCentralCrossRefPubMed Macintyre K, Keating J, Sosler S, Kibe L, Mbogo CM, Githeko AK, Beier JC: Examining the determinants of mosquito-avoidance practices in two Kenyan cities. Malar J. 2002, 1: 14-10.1186/1475-2875-1-14.PubMedCentralCrossRefPubMed
22.
go back to reference Ronald LA, Kenny SL, Klinkenberg E, Akoto AO, Boakye I, Barnish G, Donnelly MJ: Malaria and anaemia among children in two communities of Kumasi, Ghana: a cross-sectional survey. Malar J. 2006, 5: 105-10.1186/1475-2875-5-105.PubMedCentralCrossRefPubMed Ronald LA, Kenny SL, Klinkenberg E, Akoto AO, Boakye I, Barnish G, Donnelly MJ: Malaria and anaemia among children in two communities of Kumasi, Ghana: a cross-sectional survey. Malar J. 2006, 5: 105-10.1186/1475-2875-5-105.PubMedCentralCrossRefPubMed
23.
go back to reference Leete R: Population and Housing Censuses: A Funding Crisis?. Symposium on Global Review of 2000 Round of Population and Housing Censuses: Mid-Decade Assessment and Future Prospects. 2001, Statistics Division; Department of Economic and Social Affairs; United Nations Secretariat Leete R: Population and Housing Censuses: A Funding Crisis?. Symposium on Global Review of 2000 Round of Population and Housing Censuses: Mid-Decade Assessment and Future Prospects. 2001, Statistics Division; Department of Economic and Social Affairs; United Nations Secretariat
24.
go back to reference Sabatinelli G, Rossi P, Belli A: [Dispersion of Anopheles gambiae s.l. in an urban zone of Ouagadougou (Burkina Faso)]. Parassitologia. 1986, 28: 33-39.PubMed Sabatinelli G, Rossi P, Belli A: [Dispersion of Anopheles gambiae s.l. in an urban zone of Ouagadougou (Burkina Faso)]. Parassitologia. 1986, 28: 33-39.PubMed
25.
go back to reference Central Bureau of Statistics, Ministry of Finance and Planning: 1999 Population and Housing Census, Republic of Kenya. 2000, I: Central Bureau of Statistics, Ministry of Finance and Planning: 1999 Population and Housing Census, Republic of Kenya. 2000, I:
26.
go back to reference Hay SI, Guerra CA, Tatem AJ, Atkinson PM, Snow RW: Urbanization, malaria transmission and disease burden in Africa. Nat Rev Microbiol. 2005, 3: 81-90. 10.1038/nrmicro1069.PubMedCentralCrossRefPubMed Hay SI, Guerra CA, Tatem AJ, Atkinson PM, Snow RW: Urbanization, malaria transmission and disease burden in Africa. Nat Rev Microbiol. 2005, 3: 81-90. 10.1038/nrmicro1069.PubMedCentralCrossRefPubMed
27.
go back to reference Githeko AK, Service MW, Mbogo CM, Atieli FK, Juma FO: Plasmodium falciparum sporozoite and entomological inoculation rates at the Ahero rice irrigation scheme and the Miwani sugar-belt in western Kenya. Ann Trop Med Parasitol. 1993, 87: 379-391.PubMed Githeko AK, Service MW, Mbogo CM, Atieli FK, Juma FO: Plasmodium falciparum sporozoite and entomological inoculation rates at the Ahero rice irrigation scheme and the Miwani sugar-belt in western Kenya. Ann Trop Med Parasitol. 1993, 87: 379-391.PubMed
28.
go back to reference Beier JC, Perkins PV, Onyango FK, Gargan TP, Oster CN, Whitmire RE, Koech DK, Roberts CR: Characterization of malaria transmission by Anopheles (Diptera: Culicidae) in western Kenya in preparation for malaria vaccine trials. J Med Entomol. 1990, 27: 570-577.CrossRefPubMed Beier JC, Perkins PV, Onyango FK, Gargan TP, Oster CN, Whitmire RE, Koech DK, Roberts CR: Characterization of malaria transmission by Anopheles (Diptera: Culicidae) in western Kenya in preparation for malaria vaccine trials. J Med Entomol. 1990, 27: 570-577.CrossRefPubMed
29.
go back to reference Kisumu District Ministry of Health: Kisumu District Health Profile. 2001 Kisumu District Ministry of Health: Kisumu District Health Profile. 2001
30.
go back to reference National Council for Population and Development (NCPD): Kenya Demographic and Health Survey 1998. 1999, Calverton, Maryland: NCPD, CBS and MI National Council for Population and Development (NCPD): Kenya Demographic and Health Survey 1998. 1999, Calverton, Maryland: NCPD, CBS and MI
31.
go back to reference MacIntyre K: Rapid assessment and sample surveys: trade-offs in precision and cost. Health Policy Plan. 1999, 14: 363-373. 10.1093/heapol/14.4.363.CrossRefPubMed MacIntyre K: Rapid assessment and sample surveys: trade-offs in precision and cost. Health Policy Plan. 1999, 14: 363-373. 10.1093/heapol/14.4.363.CrossRefPubMed
32.
go back to reference Keating J, MacIntyre K, Mbogo C, Githeko A, Regens JL, Swalm C, Ndenga B, Steinberg LJ, Kibe L, Githure JI, Beier JC: A geographic sampling strategy for studying relationships between human activity and malaria vectors in urban Africa. Am J Trop Med Hyg. 2003, 68: 357-365.PubMed Keating J, MacIntyre K, Mbogo C, Githeko A, Regens JL, Swalm C, Ndenga B, Steinberg LJ, Kibe L, Githure JI, Beier JC: A geographic sampling strategy for studying relationships between human activity and malaria vectors in urban Africa. Am J Trop Med Hyg. 2003, 68: 357-365.PubMed
Metadata
Title
A census-weighted, spatially-stratified household sampling strategy for urban malaria epidemiology
Authors
Jose G Siri
Kim A Lindblade
Daniel H Rosen
Bernard Onyango
John M Vulule
Laurence Slutsker
Mark L Wilson
Publication date
01-12-2008
Publisher
BioMed Central
Published in
Malaria Journal / Issue 1/2008
Electronic ISSN: 1475-2875
DOI
https://doi.org/10.1186/1475-2875-7-39

Other articles of this Issue 1/2008

Malaria Journal 1/2008 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
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.