Skip to main content
Top
Published in: Malaria Journal 1/2014

Open Access 01-12-2014 | Research

Relationship between child survival and malaria transmission: an analysis of the malaria transmission intensity and mortality burden across Africa (MTIMBA) project data in Rufiji demographic surveillance system, Tanzania

Authors: Susan F Rumisha, Thomas A Smith, Honorati Masanja, Salim Abdulla, Penelope Vounatsou

Published in: Malaria Journal | Issue 1/2014

Login to get access

Abstract

Background

The precise nature of the relationship between malaria mortality and levels of transmission is unclear. Due to methodological limitations, earlier efforts to assess the linkage have lead to inconclusive results. The malaria transmission intensity and mortality burden across Africa (MTIMBA) project initiated by the INDEPTH Network collected longitudinally entomological data within a number of sites in sub-Saharan Africa to study this relationship. This work linked the MTIMBA entomology database with the routinely collected vital events within the Rufiji Demographic Surveillance System to analyse the transmission-mortality relation in the region.

Methods

Bayesian Bernoulli spatio-temporal Cox proportional hazards models with village clustering, adjusted for age and insecticide-treated nets (ITNs), were fitted to assess the relation between mortality and malaria transmission measured by entomology inoculation rate (EIR). EIR was predicted at household locations using transmission models and it was incorporated in the model as a covariate with measure of uncertainty. Effects of covariates estimated by the model are reported as hazard ratios (HR) with 95% Bayesian confidence interval (BCI) and spatial and temporal parameters are presented.

Results

Separate analysis was carried out for neonates, infants and children 1–4 years of age. No significant relation between all-cause mortality and intensity of malaria transmission was indicated at any age in childhood. However, a strong age effect was shown. Comparing effects of ITN and EIR on mortality at different age categories, a decrease in protective efficacy of ITN was observed (i.e. neonates: HR = 0.65; 95% BCI:0.39-1.05; infants: HR = 0.72; 95% BCI:0.48-1.07; children 1–4 years: HR = 0.88; 95% BCI:0.62-1.23) and reduction on the effect of malaria transmission exposure was detected (i.e. neonates: HR = 1.15; 95% BCI:0.95-1.36; infants: HR = 1.13; 95% BCI:0.98-1.25; children 1–4 years: HR = 1.04; 95% BCI:0.89-1.18). A very strong spatial correlation was also observed.

Conclusion

These results imply that assessing the malaria transmission-mortality relation involves more than the knowledge on the performance of interventions and control measures. This relation depends on the levels of malaria endemicity and transmission intensity, which varies significantly between different settings. Thus, sub-regions analyses are necessary to validate and assess reproducibility of findings.
Appendix
Available only for authorised users
Literature
1.
go back to reference Korenromp EL, Arnold F, Williams BG, Nahlen BL, Snow RW: Monitoring trends in under-5 mortality rates through national birth history surveys. Int J Epidemiol. 2004, 33: 1293-1301. 10.1093/ije/dyh182.CrossRefPubMed Korenromp EL, Arnold F, Williams BG, Nahlen BL, Snow RW: Monitoring trends in under-5 mortality rates through national birth history surveys. Int J Epidemiol. 2004, 33: 1293-1301. 10.1093/ije/dyh182.CrossRefPubMed
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 Rowe AK, Rowe SY, Snow RW, Korenromp EL, Schellenberg JRA, Stein C, Nahlen BL, Bryce J, Black RE, Steketee RW: The burden of malaria mortality among African children in the year 2000. Int J Epidemiol. 2006, 35: 691-704. 10.1093/ije/dyl027.PubMedCentralCrossRefPubMed Rowe AK, Rowe SY, Snow RW, Korenromp EL, Schellenberg JRA, Stein C, Nahlen BL, Bryce J, Black RE, Steketee RW: The burden of malaria mortality among African children in the year 2000. Int J Epidemiol. 2006, 35: 691-704. 10.1093/ije/dyl027.PubMedCentralCrossRefPubMed
4.
go back to reference WHO: World Malaria Report. 2010, Geneva: World Health Organization WHO: World Malaria Report. 2010, Geneva: World Health Organization
5.
go back to reference Pelletier DL, Frongillo EA, Schroeder DG, Habicht JP: The effects of malnutrition on child mortality in developing countries. Bull World Health Organ. 1995, 73: 443-448.PubMedCentralPubMed Pelletier DL, Frongillo EA, Schroeder DG, Habicht JP: The effects of malnutrition on child mortality in developing countries. Bull World Health Organ. 1995, 73: 443-448.PubMedCentralPubMed
6.
go back to reference Snow RW, Craig MH, Deichmann U, le Sueur D: A preliminary continental risk map for malaria mortality among African children. Parasitol Today (Regul Ed). 1999, 15: 99-104. 10.1016/S0169-4758(99)01395-2.CrossRef Snow RW, Craig MH, Deichmann U, le Sueur D: A preliminary continental risk map for malaria mortality among African children. Parasitol Today (Regul Ed). 1999, 15: 99-104. 10.1016/S0169-4758(99)01395-2.CrossRef
7.
go back to reference Rajaratnam JK, Marcus JR, Flaxman AD, Wang H, Levin-Rector A, Dwyer L, Costa M, Lopez AD, Murray CJL: Neonatal, postneonatal, childhood, and under-5 mortality for 187 countries, 1970-2010: a systematic analysis of progress towards Millennium Development Goal 4. Lancet. 2010, 375: 1988-2008. 10.1016/S0140-6736(10)60703-9.CrossRefPubMed Rajaratnam JK, Marcus JR, Flaxman AD, Wang H, Levin-Rector A, Dwyer L, Costa M, Lopez AD, Murray CJL: Neonatal, postneonatal, childhood, and under-5 mortality for 187 countries, 1970-2010: a systematic analysis of progress towards Millennium Development Goal 4. Lancet. 2010, 375: 1988-2008. 10.1016/S0140-6736(10)60703-9.CrossRefPubMed
8.
go back to reference Lozano R, Lopez AD, Atkinson C, Naghavi M, Flaxman AD, Murray CJ, Population Health Metrics Research Consortium (PHMRC): Performance of physician-certified verbal autopsies: multisite validation study using clinical diagnostic gold standards. Popul Health Metr. 2011, 9: 32-10.1186/1478-7954-9-32.PubMedCentralCrossRefPubMed Lozano R, Lopez AD, Atkinson C, Naghavi M, Flaxman AD, Murray CJ, Population Health Metrics Research Consortium (PHMRC): Performance of physician-certified verbal autopsies: multisite validation study using clinical diagnostic gold standards. Popul Health Metr. 2011, 9: 32-10.1186/1478-7954-9-32.PubMedCentralCrossRefPubMed
9.
go back to reference Schellenberg D, Menendez C, Kahigwa E, Aponte J, Vidal J, Tanner M, Mshinda H, Alonso P: Intermittent treatment for malaria and anaemia control at time of routine vaccinations in Tanzanian infants: a randomised, placebo-controlled trial. Lancet. 2001, 357: 1471-1477. 10.1016/S0140-6736(00)04643-2.CrossRefPubMed Schellenberg D, Menendez C, Kahigwa E, Aponte J, Vidal J, Tanner M, Mshinda H, Alonso P: Intermittent treatment for malaria and anaemia control at time of routine vaccinations in Tanzanian infants: a randomised, placebo-controlled trial. Lancet. 2001, 357: 1471-1477. 10.1016/S0140-6736(00)04643-2.CrossRefPubMed
10.
go back to reference Lengeler C: Insecticide-treated bed nets and curtains for preventing malaria (Cochrane Review). Cochrane Database Syst Rev. 2004, Issue 2 Lengeler C: Insecticide-treated bed nets and curtains for preventing malaria (Cochrane Review). Cochrane Database Syst Rev. 2004, Issue 2
11.
go back to reference Kleinschmidt I, Bagayoko M, Clarke GPY, Craig M, Le Sueur D: A spatial statistical approach to malaria mapping. Int J Epidemiol. 2000, 29: 355-361. 10.1093/ije/29.2.355.CrossRefPubMed Kleinschmidt I, Bagayoko M, Clarke GPY, Craig M, Le Sueur D: A spatial statistical approach to malaria mapping. Int J Epidemiol. 2000, 29: 355-361. 10.1093/ije/29.2.355.CrossRefPubMed
12.
go back to reference WHO: World Malaria Report. 2012, Geneva: World Health Organization WHO: World Malaria Report. 2012, Geneva: World Health Organization
13.
go back to reference Shabani J, Lutambi AM, Mwakalinga V, Masanja H: Clustering of under-five mortality in Rufiji Health and Demographic Surveillance System in rural Tanzania. Glob Health Action. 2010, 3: doi:10.3402/gha.v3i0.5264 Shabani J, Lutambi AM, Mwakalinga V, Masanja H: Clustering of under-five mortality in Rufiji Health and Demographic Surveillance System in rural Tanzania. Glob Health Action. 2010, 3: doi:10.3402/gha.v3i0.5264
14.
go back to reference Kigadye ESP, Nkwengulila G, Magesa SM, Abdulla S: Diversity, spatial and temporal abundance of Anopheles gambiae complex in the Rufiji River basin, south-eastern Tanzania. Tanzan J Health Res. 2010, 12: 68-72.PubMed Kigadye ESP, Nkwengulila G, Magesa SM, Abdulla S: Diversity, spatial and temporal abundance of Anopheles gambiae complex in the Rufiji River basin, south-eastern Tanzania. Tanzan J Health Res. 2010, 12: 68-72.PubMed
15.
go back to reference Ramroth H, Ndugwa RP, Müller O, Yé Y, Sié A, Kouyaté B, Becher H: Decreasing childhood mortality and increasing proportion of malaria deaths in rural Burkina Faso. Glob Health Action. 2009, 2: doi:10.3402/gha.v2i0.1909 Ramroth H, Ndugwa RP, Müller O, Yé Y, Sié A, Kouyaté B, Becher H: Decreasing childhood mortality and increasing proportion of malaria deaths in rural Burkina Faso. Glob Health Action. 2009, 2: doi:10.3402/gha.v2i0.1909
16.
go back to reference Snow RW, Marsh K: Will reducing Plasmodium falciparum transmission alter malaria mortality among African children?. Parasitol Today. 1995, 11: 188-190. 10.1016/0169-4758(95)80156-1.CrossRef Snow RW, Marsh K: Will reducing Plasmodium falciparum transmission alter malaria mortality among African children?. Parasitol Today. 1995, 11: 188-190. 10.1016/0169-4758(95)80156-1.CrossRef
17.
go back to reference Trape JF, Rogier C: Combating malaria morbidity and mortality by reducing transmission. Parasitol Today (Regul Ed). 1996, 12: 236-240. 10.1016/0169-4758(96)10015-6.CrossRef Trape JF, Rogier C: Combating malaria morbidity and mortality by reducing transmission. Parasitol Today (Regul Ed). 1996, 12: 236-240. 10.1016/0169-4758(96)10015-6.CrossRef
18.
go back to reference Ndugwa RP, Ramroth H, Müller O, Jasseh M, Sié A, Kouyaté B, Greenwood B, Becher H: Comparison of all-cause and malaria-specific mortality from two West African countries with different malaria transmission patterns. Malar J. 2008, 7: 15-10.1186/1475-2875-7-15.PubMedCentralCrossRefPubMed Ndugwa RP, Ramroth H, Müller O, Jasseh M, Sié A, Kouyaté B, Greenwood B, Becher H: Comparison of all-cause and malaria-specific mortality from two West African countries with different malaria transmission patterns. Malar J. 2008, 7: 15-10.1186/1475-2875-7-15.PubMedCentralCrossRefPubMed
19.
go back to reference UNICEF/MICS: Monitoring Progress toward the Goals of the World Summit for Children. A Practical Handbook for Multiple-Indicator Surveys. 1995, New York: Programme Division, UNICEF UNICEF/MICS: Monitoring Progress toward the Goals of the World Summit for Children. A Practical Handbook for Multiple-Indicator Surveys. 1995, New York: Programme Division, UNICEF
20.
go back to reference Smith TA, Leuenberger R, Lengeler C: Child mortality and malaria transmission intensity in Africa. Trends Parasitol. 2001, 17: 145-149. 10.1016/S1471-4922(00)01814-6.CrossRefPubMed Smith TA, Leuenberger R, Lengeler C: Child mortality and malaria transmission intensity in Africa. Trends Parasitol. 2001, 17: 145-149. 10.1016/S1471-4922(00)01814-6.CrossRefPubMed
21.
go back to reference De Savigny D, Binka F: Monitoring future impact on malaria burden in sub-saharan Africa. Am J Trop Med Hyg. 2004, 71 (2 Suppl): 224-231.PubMed De Savigny D, Binka F: Monitoring future impact on malaria burden in sub-saharan Africa. Am J Trop Med Hyg. 2004, 71 (2 Suppl): 224-231.PubMed
22.
go back to reference Gemperli A: Thesis. Development of spatial statistical methods for modelling point-referenced spatial data in malaria epidemiology. 2003, University of Basel Gemperli A: Thesis. Development of spatial statistical methods for modelling point-referenced spatial data in malaria epidemiology. 2003, University of Basel
23.
go back to reference Gemperli A, Vounatsou P, Kleinschmidt I, Bagayoko M, Lengeler C, Smith T: Spatial patterns of infant mortality in Mali: the effect of malaria endemicity. Am J Epidemiol. 2004, 159: 64-72. 10.1093/aje/kwh001.CrossRefPubMed Gemperli A, Vounatsou P, Kleinschmidt I, Bagayoko M, Lengeler C, Smith T: Spatial patterns of infant mortality in Mali: the effect of malaria endemicity. Am J Epidemiol. 2004, 159: 64-72. 10.1093/aje/kwh001.CrossRefPubMed
24.
go back to reference Lindblade KA, Eisele TP, Gimnig JE, Alaii JA, Odhiambo F, ter Kuile FO, Hawley WA, Wannemuehler KA, Phillips-Howard PA, Rosen DH, Nahlen BL, Terlouw DJ, Adazu K, Vulule JM, Slutsker L: Sustainability of reductions in malaria transmission and infant mortality in western Kenya with use of insecticide-treated bednets: 4 to 6 years of follow-up. JAMA. 2004, 291: 2571-2580. 10.1001/jama.291.21.2571.CrossRefPubMed Lindblade KA, Eisele TP, Gimnig JE, Alaii JA, Odhiambo F, ter Kuile FO, Hawley WA, Wannemuehler KA, Phillips-Howard PA, Rosen DH, Nahlen BL, Terlouw DJ, Adazu K, Vulule JM, Slutsker L: Sustainability of reductions in malaria transmission and infant mortality in western Kenya with use of insecticide-treated bednets: 4 to 6 years of follow-up. JAMA. 2004, 291: 2571-2580. 10.1001/jama.291.21.2571.CrossRefPubMed
25.
go back to reference Omumbo JA, Hay SI, Guerra CA, Snow RW: The relationship between the Plasmodium falciparum parasite ratio in childhood and climate estimates of malaria transmission in Kenya. Malar J. 2004, 3: 17-10.1186/1475-2875-3-17.PubMedCentralCrossRefPubMed Omumbo JA, Hay SI, Guerra CA, Snow RW: The relationship between the Plasmodium falciparum parasite ratio in childhood and climate estimates of malaria transmission in Kenya. Malar J. 2004, 3: 17-10.1186/1475-2875-3-17.PubMedCentralCrossRefPubMed
26.
go back to reference Snow RW, Trape JF, Marsh K: The past, present and future of childhood malaria mortality in Africa. Trends Parasitol. 2001, 17: 593-597. 10.1016/S1471-4922(01)02031-1.CrossRefPubMed Snow RW, Trape JF, Marsh K: The past, present and future of childhood malaria mortality in Africa. Trends Parasitol. 2001, 17: 593-597. 10.1016/S1471-4922(01)02031-1.CrossRefPubMed
27.
go back to reference Wagstaff A: Inequality aversion, health inequalities and health achievement. J Health Econ. 2002, 21: 627-641. 10.1016/S0167-6296(02)00006-1.CrossRefPubMed Wagstaff A: Inequality aversion, health inequalities and health achievement. J Health Econ. 2002, 21: 627-641. 10.1016/S0167-6296(02)00006-1.CrossRefPubMed
28.
go back to reference Wagstaff A, Watanabe N: What difference does the choice of SES make in health inequality measurement?. Health Econ. 2003, 12: 885-890. 10.1002/hec.805.CrossRefPubMed Wagstaff A, Watanabe N: What difference does the choice of SES make in health inequality measurement?. Health Econ. 2003, 12: 885-890. 10.1002/hec.805.CrossRefPubMed
29.
go back to reference Müller O, De Allegri M, Becher H, Tiendrebogo J, Beiersmann C, Ye M, Kouyate B, Sie A, Jahn A: Distribution systems of insecticide-treated bed nets for malaria control in rural Burkina Faso: cluster-randomized controlled trial. PLoS ONE. 2008, 3: e3182-10.1371/journal.pone.0003182.PubMedCentralCrossRefPubMed Müller O, De Allegri M, Becher H, Tiendrebogo J, Beiersmann C, Ye M, Kouyate B, Sie A, Jahn A: Distribution systems of insecticide-treated bed nets for malaria control in rural Burkina Faso: cluster-randomized controlled trial. PLoS ONE. 2008, 3: e3182-10.1371/journal.pone.0003182.PubMedCentralCrossRefPubMed
30.
go back to reference Ndugwa RP, Zulu EM: Child morbidity and care-seeking in Nairobi slum settlements: the role of environmental and socio-economic factors. J Child Health Care. 2008, 12: 314-328. 10.1177/1367493508096206.CrossRefPubMed Ndugwa RP, Zulu EM: Child morbidity and care-seeking in Nairobi slum settlements: the role of environmental and socio-economic factors. J Child Health Care. 2008, 12: 314-328. 10.1177/1367493508096206.CrossRefPubMed
31.
go back to reference Nattey C, Masanja H, Klipstein-Grobusch K: Relationship between household socio-economic status and under-five mortality in Rufiji DSS, Tanzania. Glob Health Action. 2013, 6: doi:10.3402/gha.v6i0.19278 Nattey C, Masanja H, Klipstein-Grobusch K: Relationship between household socio-economic status and under-five mortality in Rufiji DSS, Tanzania. Glob Health Action. 2013, 6: doi:10.3402/gha.v6i0.19278
32.
go back to reference Sankoh OA, Binka F: INDEPTH Network: a viable platform for the assessment of malaria risk in developing countries. Environmental Change and Malaria Risk-Global and Local Implications. Edited by: Takken, Martens and Bogers. 2005, Berlin: Heidelberg: Springer Verlag Sankoh OA, Binka F: INDEPTH Network: a viable platform for the assessment of malaria risk in developing countries. Environmental Change and Malaria Risk-Global and Local Implications. Edited by: Takken, Martens and Bogers. 2005, Berlin: Heidelberg: Springer Verlag
33.
go back to reference Mwangeni E, Momburi D, Juma Z, Irema M, Masanja H, TEHIP and AMMP Teams: “INDEPTH Monograph Series: Demographic Surveillance Systems for Assessing Populations and Their Health in Developing Countries.” Ottawa, IDRC/CRDI. Volume 1. 2002, Ottawa: IDRC/CRDI Mwangeni E, Momburi D, Juma Z, Irema M, Masanja H, TEHIP and AMMP Teams: “INDEPTH Monograph Series: Demographic Surveillance Systems for Assessing Populations and Their Health in Developing Countries.” Ottawa, IDRC/CRDI. Volume 1. 2002, Ottawa: IDRC/CRDI
34.
go back to reference Sankoh OA, Kynast-Wolf G, Kouyaté B, Becher H: Patterns of adult and old-age mortality in rural Burkina Faso. J Public Health Med. 2003, 25: 372-376. 10.1093/pubmed/fdg080.CrossRefPubMed Sankoh OA, Kynast-Wolf G, Kouyaté B, Becher H: Patterns of adult and old-age mortality in rural Burkina Faso. J Public Health Med. 2003, 25: 372-376. 10.1093/pubmed/fdg080.CrossRefPubMed
35.
go back to reference Binka FN, Ngom P, Phillips JF, Adazu K, MacLeod BB: Assessing population dynamics in a rural African society: the Navrongo Demographic Surveillance System. J Biosoc Sci. 1999, 31: 375-391. 10.1017/S0021932099003752.CrossRef Binka FN, Ngom P, Phillips JF, Adazu K, MacLeod BB: Assessing population dynamics in a rural African society: the Navrongo Demographic Surveillance System. J Biosoc Sci. 1999, 31: 375-391. 10.1017/S0021932099003752.CrossRef
36.
go back to reference Adazu K, Lindblade KA, Rosen DH, Odhiambo F, Ofware P, Kwach J, Van Eijk AM, Decock KM, Amornkul P, Karanja D: Health and demographic surveillance in rural western Kenya: a platform for evaluating interventions to reduce morbidity and mortality from infectious diseases. Am J Trop Med Hyg. 2005, 73: 1151-1158.PubMed Adazu K, Lindblade KA, Rosen DH, Odhiambo F, Ofware P, Kwach J, Van Eijk AM, Decock KM, Amornkul P, Karanja D: Health and demographic surveillance in rural western Kenya: a platform for evaluating interventions to reduce morbidity and mortality from infectious diseases. Am J Trop Med Hyg. 2005, 73: 1151-1158.PubMed
37.
go back to reference Byass P, Berhane Y, Emmelin A, Kebede D, Andersson T, Högberg U, Wall S: The role of demographic surveillance systems (DSS) in assessing the health of communities: an example from rural Ethiopia. Public Health. 2002, 116: 145-150.PubMed Byass P, Berhane Y, Emmelin A, Kebede D, Andersson T, Högberg U, Wall S: The role of demographic surveillance systems (DSS) in assessing the health of communities: an example from rural Ethiopia. Public Health. 2002, 116: 145-150.PubMed
38.
go back to reference Banerjee S, Gelfand AE, Finley AO, Sang H: Gaussian predictive process models for large spatial data sets. J R Stat Soc Series B Stat Methodol. 2008, 70: 825-848. 10.1111/j.1467-9868.2008.00663.x.PubMedCentralCrossRefPubMed Banerjee S, Gelfand AE, Finley AO, Sang H: Gaussian predictive process models for large spatial data sets. J R Stat Soc Series B Stat Methodol. 2008, 70: 825-848. 10.1111/j.1467-9868.2008.00663.x.PubMedCentralCrossRefPubMed
39.
go back to reference Rumisha SF: Modelling the seasonal and spatial variation of malaria transmission in relation to mortality in Africa. PhD Thesis. 2013, University of Basel Rumisha SF: Modelling the seasonal and spatial variation of malaria transmission in relation to mortality in Africa. PhD Thesis. 2013, University of Basel
40.
go back to reference Kulldorff M: Spatial Scan Statistics: Models, Calculations, and Applications. Scan Statistics and Applications. Edited by: Glaz J, Balakrishnan N. 1999, Birkhäuser Boston, 303-322. Statistics for Industry and TechnologyCrossRef Kulldorff M: Spatial Scan Statistics: Models, Calculations, and Applications. Scan Statistics and Applications. Edited by: Glaz J, Balakrishnan N. 1999, Birkhäuser Boston, 303-322. Statistics for Industry and TechnologyCrossRef
41.
go back to reference Census T: Analytical Report, Volume 10. 2002, Dar es Salaam: National Bureau of Statistics, 2006. Census T: Analytical Report, Volume 10. 2002, Dar es Salaam: National Bureau of Statistics, 2006.
42.
go back to reference Lines J, Curtis C, Wilkes T, Njunwa K: Monitoring human-biting mosquitoes (Diptera: Culicidae) in Tanzania with light-traps hung beside mosquito nets. Bull Entomol Res. 1991, 81: 77-84. 10.1017/S0007485300053268.CrossRef Lines J, Curtis C, Wilkes T, Njunwa K: Monitoring human-biting mosquitoes (Diptera: Culicidae) in Tanzania with light-traps hung beside mosquito nets. Bull Entomol Res. 1991, 81: 77-84. 10.1017/S0007485300053268.CrossRef
43.
go back to reference Abramowitz M, Stegun IA: Handbook of Mathematical Functions: With Formulas, Graphs and Mathematical Tables. 1972, New York: Dover Abramowitz M, Stegun IA: Handbook of Mathematical Functions: With Formulas, Graphs and Mathematical Tables. 1972, New York: Dover
44.
go back to reference Akaike H: Information theory and an extension of the maximum likelihood principle. Proceedings of Second International Symposium on Information Theory. Edited by: Petrov BN, Csaki . 1973, Akademia Kaido, 267-281. Akaike H: Information theory and an extension of the maximum likelihood principle. Proceedings of Second International Symposium on Information Theory. Edited by: Petrov BN, Csaki . 1973, Akademia Kaido, 267-281.
45.
go back to reference StataCorp: Stata Statistical Software: Release 10. 2007, College Station, TX: StataCorp LP StataCorp: Stata Statistical Software: Release 10. 2007, College Station, TX: StataCorp LP
46.
go back to reference D’Agostino RB, Lee ML, Belanger AJ, Cupples LA, Anderson K, Kannel WB: Relation of pooled logistic regression to time dependent Cox regression analysis: the Framingham Heart Study. Stat Med. 1990, 9: 1501-1515. 10.1002/sim.4780091214.CrossRefPubMed D’Agostino RB, Lee ML, Belanger AJ, Cupples LA, Anderson K, Kannel WB: Relation of pooled logistic regression to time dependent Cox regression analysis: the Framingham Heart Study. Stat Med. 1990, 9: 1501-1515. 10.1002/sim.4780091214.CrossRefPubMed
47.
go back to reference Singer JD, Willett JB: It’s About Time: Using Discrete-Time Survival Analysis to Study Duration and the Timing of Events. J Educ Behav Stat. 1993, 18: 155-195.CrossRef Singer JD, Willett JB: It’s About Time: Using Discrete-Time Survival Analysis to Study Duration and the Timing of Events. J Educ Behav Stat. 1993, 18: 155-195.CrossRef
48.
go back to reference Diggle PJ, Tawn JA, Moyeed RA: Model-based geostatistics. J R Stat Soc: Series C (Applied Statistics). 1998, 47 (3): 299-350.CrossRef Diggle PJ, Tawn JA, Moyeed RA: Model-based geostatistics. J R Stat Soc: Series C (Applied Statistics). 1998, 47 (3): 299-350.CrossRef
49.
go back to reference Spiegelhalter DJ, Thomas A, Best NG: Winbugs version 1.2 user manual. 1999, Cambridge: MRC Biostatistics Unit Spiegelhalter DJ, Thomas A, Best NG: Winbugs version 1.2 user manual. 1999, Cambridge: MRC Biostatistics Unit
50.
go back to reference Centre IDR: Population and health in developing countries. Volume 1. Population, health, and survival at INDEPRH sites. 2002, Ottawa, Ont: Renouf Pub. Co. Centre IDR: Population and health in developing countries. Volume 1. Population, health, and survival at INDEPRH sites. 2002, Ottawa, Ont: Renouf Pub. Co.
51.
go back to reference You D, Jones G, Hill K, Wardlaw T, Chopra M: Levels and trends in child mortality, 1990-2009. Lancet. 2010, 376: 931-933. 10.1016/S0140-6736(10)61429-8.CrossRefPubMed You D, Jones G, Hill K, Wardlaw T, Chopra M: Levels and trends in child mortality, 1990-2009. Lancet. 2010, 376: 931-933. 10.1016/S0140-6736(10)61429-8.CrossRefPubMed
52.
go back to reference Greenwood BM, Greenwood AM, Bradley AK, Tulloch S, Hayes R, Oldfield FS: Deaths in infancy and early childhood in a well-vaccinated, rural, West African population. Ann Trop Paediatr. 1987, 7: 91-99.PubMed Greenwood BM, Greenwood AM, Bradley AK, Tulloch S, Hayes R, Oldfield FS: Deaths in infancy and early childhood in a well-vaccinated, rural, West African population. Ann Trop Paediatr. 1987, 7: 91-99.PubMed
54.
go back to reference Henning L, Schellenberg D, Smith T, Henning D, Alonso P, Tanner M, Mshinda H, Beck H-P, Felger I: A prospective study of Plasmodium falciparum multiplicity of infection and morbidity in Tanzanian children. Trans R Soc Trop Med Hyg. 2004, 98: 687-694. 10.1016/j.trstmh.2004.03.010.CrossRefPubMed Henning L, Schellenberg D, Smith T, Henning D, Alonso P, Tanner M, Mshinda H, Beck H-P, Felger I: A prospective study of Plasmodium falciparum multiplicity of infection and morbidity in Tanzanian children. Trans R Soc Trop Med Hyg. 2004, 98: 687-694. 10.1016/j.trstmh.2004.03.010.CrossRefPubMed
55.
go back to reference Maire N, Smith T, Ross A, Owusu-Agyei S, Dietz K, Molineaux L: A model for natural immunity to asexual blood stages of Plasmodium falciparum malaria in endemic areas. Am J Trop Med Hyg. 2006, 75 (2 Suppl): 19-31.PubMed Maire N, Smith T, Ross A, Owusu-Agyei S, Dietz K, Molineaux L: A model for natural immunity to asexual blood stages of Plasmodium falciparum malaria in endemic areas. Am J Trop Med Hyg. 2006, 75 (2 Suppl): 19-31.PubMed
56.
go back to reference Bejon P, Lusingu J, Olotu A, Leach A, Lievens M, Vekemans J, Mshamu S, Lang T, Gould J, Dubois M-C, Demoitié M-A, Stallaert J-F, Vansadia P, Carter T, Njuguna P, Awuondo KO, Malabeja A, Abdul O, Gesase S, Mturi N, Drakeley CJ, Savarese B, Villafana T, Ballou WR, Cohen J, Riley EM, Lemnge MM, Marsh K, von Seidlein L: Efficacy of RTS,S/AS01E Vaccine against Malaria in Children 5 to 17 Months of Age. N Engl J Med. 2008, 359: 2521-2532. 10.1056/NEJMoa0807381.PubMedCentralCrossRefPubMed Bejon P, Lusingu J, Olotu A, Leach A, Lievens M, Vekemans J, Mshamu S, Lang T, Gould J, Dubois M-C, Demoitié M-A, Stallaert J-F, Vansadia P, Carter T, Njuguna P, Awuondo KO, Malabeja A, Abdul O, Gesase S, Mturi N, Drakeley CJ, Savarese B, Villafana T, Ballou WR, Cohen J, Riley EM, Lemnge MM, Marsh K, von Seidlein L: Efficacy of RTS,S/AS01E Vaccine against Malaria in Children 5 to 17 Months of Age. N Engl J Med. 2008, 359: 2521-2532. 10.1056/NEJMoa0807381.PubMedCentralCrossRefPubMed
57.
go back to reference Alba S, Dillip A, Hetzel MW, Mayumana I, Mshana C, Makemba A, Alexander M, Obrist B, Schulze A, Kessy F, Mshinda H, Lengeler C: Improvements in access to malaria treatment in Tanzania following community, retail sector and health facility interventions – a user perspective. Malar J. 2010, 9: 163-10.1186/1475-2875-9-163.PubMedCentralCrossRefPubMed Alba S, Dillip A, Hetzel MW, Mayumana I, Mshana C, Makemba A, Alexander M, Obrist B, Schulze A, Kessy F, Mshinda H, Lengeler C: Improvements in access to malaria treatment in Tanzania following community, retail sector and health facility interventions – a user perspective. Malar J. 2010, 9: 163-10.1186/1475-2875-9-163.PubMedCentralCrossRefPubMed
58.
go back to reference Black RE, Cousens S, Johnson HL, Lawn JE, Rudan I, Bassani DG, Jha P, Campbell H, Walker CF, Cibulskis R, Eisele T, Liu L, Mathers C: Child Health Epidemiology Reference Group of WHO and UNICEF: Global, regional, and national causes of child mortality in 2008: a systematic analysis. Lancet. 2010, 375: 1969-1987. 10.1016/S0140-6736(10)60549-1.CrossRefPubMed Black RE, Cousens S, Johnson HL, Lawn JE, Rudan I, Bassani DG, Jha P, Campbell H, Walker CF, Cibulskis R, Eisele T, Liu L, Mathers C: Child Health Epidemiology Reference Group of WHO and UNICEF: Global, regional, and national causes of child mortality in 2008: a systematic analysis. Lancet. 2010, 375: 1969-1987. 10.1016/S0140-6736(10)60549-1.CrossRefPubMed
59.
go back to reference Snow RW, Omumbo JA, Lowe B, Molyneux CS, Obiero JO, Palmer A, Weber MW, Pinder M, Nahlen B, Obonyo C, Newbold C, Gupta S, Marsh K: Relation between severe malaria morbidity in children and level of Plasmodium falciparum transmission in Africa. Lancet. 1997, 349: 1650-1654. 10.1016/S0140-6736(97)02038-2.CrossRefPubMed Snow RW, Omumbo JA, Lowe B, Molyneux CS, Obiero JO, Palmer A, Weber MW, Pinder M, Nahlen B, Obonyo C, Newbold C, Gupta S, Marsh K: Relation between severe malaria morbidity in children and level of Plasmodium falciparum transmission in Africa. Lancet. 1997, 349: 1650-1654. 10.1016/S0140-6736(97)02038-2.CrossRefPubMed
60.
go back to reference Ross A, Maire N, Molineaux L, Smith T: An epidemiologic model of severe morbidity and mortality caused by Plasmodium falciparum. Am J Trop Med Hyg. 2006, 75 (2 Suppl): 63-73.PubMed Ross A, Maire N, Molineaux L, Smith T: An epidemiologic model of severe morbidity and mortality caused by Plasmodium falciparum. Am J Trop Med Hyg. 2006, 75 (2 Suppl): 63-73.PubMed
61.
go back to reference Gardella F, Assi S, Simon F, Bogreau H, Eggelte T, Ba F, Foumane V, Henry M-C, Kientega PT, Basco L, Trape J-F, Lalou R, Martelloni M, Desbordes M, Baragatti M, Briolant S, Almeras L, Pradines B, Fusai T, Rogier C: Antimalarial drug use in general populations of tropical Africa. Malar J. 2008, 7: 124-10.1186/1475-2875-7-124.PubMedCentralCrossRefPubMed Gardella F, Assi S, Simon F, Bogreau H, Eggelte T, Ba F, Foumane V, Henry M-C, Kientega PT, Basco L, Trape J-F, Lalou R, Martelloni M, Desbordes M, Baragatti M, Briolant S, Almeras L, Pradines B, Fusai T, Rogier C: Antimalarial drug use in general populations of tropical Africa. Malar J. 2008, 7: 124-10.1186/1475-2875-7-124.PubMedCentralCrossRefPubMed
62.
go back to reference Somi MF, Butler JRG, Vahid F, Njau J, Kachur SP, Abdulla S: Is there evidence for dual causation between malaria and socioeconomic status? Findings from rural Tanzania. Am J Trop Med Hyg. 2007, 77: 1020-1027.PubMed Somi MF, Butler JRG, Vahid F, Njau J, Kachur SP, Abdulla S: Is there evidence for dual causation between malaria and socioeconomic status? Findings from rural Tanzania. Am J Trop Med Hyg. 2007, 77: 1020-1027.PubMed
63.
go back to reference Lanjouw P, Ravallion M: Poverty and Household Size. The Economic Journal. 1995, 105: 1415-1434. 10.2307/2235108.CrossRef Lanjouw P, Ravallion M: Poverty and Household Size. The Economic Journal. 1995, 105: 1415-1434. 10.2307/2235108.CrossRef
64.
go back to reference Mahfouz MS, Surur AA, Ajak DAA, Eldawi EA: Level and determinants of infant and child mortality in Malakal Town - southern Sudan. Sudanese Journal of Public Health. 2009, 4: 250-255. Mahfouz MS, Surur AA, Ajak DAA, Eldawi EA: Level and determinants of infant and child mortality in Malakal Town - southern Sudan. Sudanese Journal of Public Health. 2009, 4: 250-255.
65.
go back to reference Kazembe LN, Appleton CC, Kleinschmidt I: Spatial analysis of the relationship between early childhood mortality and malaria endemicity in Malawi. Geospat Health. 2007, 2: 41-50.CrossRefPubMed Kazembe LN, Appleton CC, Kleinschmidt I: Spatial analysis of the relationship between early childhood mortality and malaria endemicity in Malawi. Geospat Health. 2007, 2: 41-50.CrossRefPubMed
66.
go back to reference Sartorius B, Kahn K, Collinson MA, Vounatsou P, Tollman SM: Survived infancy but still vulnerable: spatial-temporal trends and risk factors for child mortality in the Agincourt rural sub-district, South Africa, 1992-2007. Geospat Health. 2011, 5: 285-295.PubMedCentralCrossRefPubMed Sartorius B, Kahn K, Collinson MA, Vounatsou P, Tollman SM: Survived infancy but still vulnerable: spatial-temporal trends and risk factors for child mortality in the Agincourt rural sub-district, South Africa, 1992-2007. Geospat Health. 2011, 5: 285-295.PubMedCentralCrossRefPubMed
67.
go back to reference Diallo AH, Meda N, Sommerfelt H, Traore GS, Cousens S, Tylleskar T:The high burden of infant deaths in rural Burkina Faso: a prospective community-based cohort study. BMC Public Health. 2012, 12: 739-10.1186/1471-2458-12-739.PubMedCentralCrossRef Diallo AH, Meda N, Sommerfelt H, Traore GS, Cousens S, Tylleskar T:The high burden of infant deaths in rural Burkina Faso: a prospective community-based cohort study. BMC Public Health. 2012, 12: 739-10.1186/1471-2458-12-739.PubMedCentralCrossRef
68.
go back to reference Lim SS, Fullman N, Stokes A, Ravishankar N, Masiye F, Murray CJL, Gakidou E: Net benefits: a multicountry analysis of observational data examining associations between insecticide-treated mosquito nets and health outcomes. PLoS Med. 2011, 8: e1001091-10.1371/journal.pmed.1001091.PubMedCentralCrossRefPubMed Lim SS, Fullman N, Stokes A, Ravishankar N, Masiye F, Murray CJL, Gakidou E: Net benefits: a multicountry analysis of observational data examining associations between insecticide-treated mosquito nets and health outcomes. PLoS Med. 2011, 8: e1001091-10.1371/journal.pmed.1001091.PubMedCentralCrossRefPubMed
69.
go back to reference Deressa W, Fantahun M, Ali A: Malaria-related mortality based on verbal autopsy in an area of low endemicity in a predominantly rural population in Ethiopia. Malar J. 2007, 6: 128-10.1186/1475-2875-6-128.PubMedCentralCrossRefPubMed Deressa W, Fantahun M, Ali A: Malaria-related mortality based on verbal autopsy in an area of low endemicity in a predominantly rural population in Ethiopia. Malar J. 2007, 6: 128-10.1186/1475-2875-6-128.PubMedCentralCrossRefPubMed
70.
go back to reference Adjuik M, Smith T, Clark S, Todd J, Garrib A, Kinfu Y, Kahn K, Mola M, Ashraf A, Masanja H, Adazu K, Adazu U, Sacarlal J, Alam N, Marra A, Gbangou A, Mwageni E, Binka F: Cause-specific mortality rates in sub-Saharan Africa and Bangladesh. Bull World Health Organ. 2006, 84: 181-188. 10.2471/BLT.05.026492.PubMedCentralCrossRefPubMed Adjuik M, Smith T, Clark S, Todd J, Garrib A, Kinfu Y, Kahn K, Mola M, Ashraf A, Masanja H, Adazu K, Adazu U, Sacarlal J, Alam N, Marra A, Gbangou A, Mwageni E, Binka F: Cause-specific mortality rates in sub-Saharan Africa and Bangladesh. Bull World Health Organ. 2006, 84: 181-188. 10.2471/BLT.05.026492.PubMedCentralCrossRefPubMed
71.
go back to reference Dhingra N, Jha P, Sharma VP, Cohen AA, Jotkar RM, Rodriguez PS, Bassani DG, Suraweera W, Laxminarayan R, Peto R, Million Death Study Collaborators:Adult and child malaria mortality in India: a nationally representative mortality survey. Lancet. 2010, 376: 1768-1774. 10.1016/S0140-6736(10)60831-8.PubMedCentralCrossRefPubMed Dhingra N, Jha P, Sharma VP, Cohen AA, Jotkar RM, Rodriguez PS, Bassani DG, Suraweera W, Laxminarayan R, Peto R, Million Death Study Collaborators:Adult and child malaria mortality in India: a nationally representative mortality survey. Lancet. 2010, 376: 1768-1774. 10.1016/S0140-6736(10)60831-8.PubMedCentralCrossRefPubMed
72.
go back to reference Mpimbaza A, Filler S, Katureebe A, Kinara SO, Nzabandora E, Quick L, Ratcliffe A, Wabwire-Mangen F, Chandramohan D, Staedke SG: Validity of verbal autopsy procedures for determining malaria deaths in different epidemiological settings in Uganda. PLoS ONE. 2011, 6: e26892-10.1371/journal.pone.0026892.PubMedCentralCrossRefPubMed Mpimbaza A, Filler S, Katureebe A, Kinara SO, Nzabandora E, Quick L, Ratcliffe A, Wabwire-Mangen F, Chandramohan D, Staedke SG: Validity of verbal autopsy procedures for determining malaria deaths in different epidemiological settings in Uganda. PLoS ONE. 2011, 6: e26892-10.1371/journal.pone.0026892.PubMedCentralCrossRefPubMed
73.
go back to reference Kasasa S: Assessing malaria attributed mortality in west and southern Africa. 2012, University of Basel Kasasa S: Assessing malaria attributed mortality in west and southern Africa. 2012, University of Basel
74.
go back to reference Baird JK, Jones TR, Danudirgo EW, Annis BA, Bangs MJ, Basri H, Purnomo, Masbar S:Age-dependent acquired protection against Plasmodium falciparum in people having two years exposure to hyperendemic malaria. Am J Trop Med Hyg. 1991, 45: 65-76.PubMed Baird JK, Jones TR, Danudirgo EW, Annis BA, Bangs MJ, Basri H, Purnomo, Masbar S:Age-dependent acquired protection against Plasmodium falciparum in people having two years exposure to hyperendemic malaria. Am J Trop Med Hyg. 1991, 45: 65-76.PubMed
75.
go back to reference Snow RW, Nahlen B, Palmer A, Donnelly CA, Gupta S, Marsh K: Risk of severe malaria among African infants: direct evidence of clinical protection during early infancy. J Infect Dis. 1998, 177: 819-822. 10.1086/517818.CrossRefPubMed Snow RW, Nahlen B, Palmer A, Donnelly CA, Gupta S, Marsh K: Risk of severe malaria among African infants: direct evidence of clinical protection during early infancy. J Infect Dis. 1998, 177: 819-822. 10.1086/517818.CrossRefPubMed
76.
go back to reference Mayor A, Aponte JJ, Fogg C, Saúte F, Greenwood B, Dgedge M, Menendez C, Alonso PL: The epidemiology of malaria in adults in a rural area of southern Mozambique. Malar J. 2007, 6: 3-10.1186/1475-2875-6-3.PubMedCentralCrossRefPubMed Mayor A, Aponte JJ, Fogg C, Saúte F, Greenwood B, Dgedge M, Menendez C, Alonso PL: The epidemiology of malaria in adults in a rural area of southern Mozambique. Malar J. 2007, 6: 3-10.1186/1475-2875-6-3.PubMedCentralCrossRefPubMed
77.
go back to reference Ross A, Penny M, Maire N, Studer A, Carneiro I, Schellenberg D, Greenwood B, Tanner M, Smith T: Modelling the epidemiological impact of intermittent preventive treatment against malaria in infants. PLoS ONE. 2008, 3: e2661-10.1371/journal.pone.0002661.PubMedCentralCrossRefPubMed Ross A, Penny M, Maire N, Studer A, Carneiro I, Schellenberg D, Greenwood B, Tanner M, Smith T: Modelling the epidemiological impact of intermittent preventive treatment against malaria in infants. PLoS ONE. 2008, 3: e2661-10.1371/journal.pone.0002661.PubMedCentralCrossRefPubMed
78.
go back to reference Hay JL, Pettitt AN: Bayesian analysis of a time series of counts with covariates: an application to the control of an infectious disease. Biostatistics. 2001, 2: 433-444. 10.1093/biostatistics/2.4.433.CrossRefPubMed Hay JL, Pettitt AN: Bayesian analysis of a time series of counts with covariates: an application to the control of an infectious disease. Biostatistics. 2001, 2: 433-444. 10.1093/biostatistics/2.4.433.CrossRefPubMed
79.
go back to reference Gelfand AE, Smith AFM: Sampling-Based Approaches to Calculating Marginal Densities. J Am Stat Assoc. 1990, 85: 398-409. 10.1080/01621459.1990.10476213.CrossRef Gelfand AE, Smith AFM: Sampling-Based Approaches to Calculating Marginal Densities. J Am Stat Assoc. 1990, 85: 398-409. 10.1080/01621459.1990.10476213.CrossRef
Metadata
Title
Relationship between child survival and malaria transmission: an analysis of the malaria transmission intensity and mortality burden across Africa (MTIMBA) project data in Rufiji demographic surveillance system, Tanzania
Authors
Susan F Rumisha
Thomas A Smith
Honorati Masanja
Salim Abdulla
Penelope Vounatsou
Publication date
01-12-2014
Publisher
BioMed Central
Published in
Malaria Journal / Issue 1/2014
Electronic ISSN: 1475-2875
DOI
https://doi.org/10.1186/1475-2875-13-124

Other articles of this Issue 1/2014

Malaria Journal 1/2014 Go to the issue