Mapping the global prevalence, incidence, and mortality of Plasmodium falciparum, 2000–17: a spatial and temporal modelling study
Open accessAbstract
BACKGROUND: Since 2000, the scale-up of malaria control interventions has substantially reduced morbidity and mortality caused by the disease globally, fuelling bold aims for disease elimination. In tandem with increased availability of geospatially resolved data, malaria control programmes increasingly use high-resolution maps to characterise spatially heterogeneous patterns of disease risk and thus efficiently target areas of high burden. METHODS: We updated and refined the Plasmodium falciparum parasite rate and clinical incidence models for sub-Saharan Africa, which rely on cross-sectional survey data for parasite rate and intervention coverage. For malaria endemic countries outside of sub-Saharan Africa, we produced estimates of parasite rate and incidence by applying an ecological downscaling approach to malaria incidence data acquired via routine surveillance. Mortality estimates were derived by linking incidence to systematically derived vital registration and verbal autopsy data. Informed by high-resolution covariate surfaces, we estimated P falciparum parasite rate, clinical incidence, and mortality at national, subnational, and 5 × 5 km pixel scales with corresponding uncertainty metrics. FINDINGS: We present the first global, high-resolution map of P falciparum malaria mortality and the first global prevalence and incidence maps since 2010. These results are combined with those for Plasmodium vivax (published separately) to form the malaria estimates for the Global Burden of Disease 2017 study. The P falciparum estimates span the period 2000-17, and illustrate the rapid decline in burden between 2005 and 2017, with incidence declining by 27·9% and mortality declining by 42·5%. Despite a growing population in endemic regions, P falciparum cases declined between 2005 and 2017, from 232·3 million (95% uncertainty interval 198·8-277·7) to 193·9 million (156·6-240·2) and deaths declined from 925 800 (596 900-1 341 100) to 618 700 (368 600-952 200). Despite the declines in burden, 90·1% of people within sub-Saharan Africa continue to reside in endemic areas, and this region accounted for 79·4% of cases and 87·6% of deaths in 2017. INTERPRETATION: High-resolution maps of P falciparum provide a contemporary resource for informing global policy and malaria control planning, programme implementation, and monitoring initiatives. Amid progress in reducing global malaria burden, areas where incidence trends have plateaued or increased in the past 5 years underscore the fragility of hard-won gains against malaria. Efforts towards elimination should be strengthened in such areas, and those where burden remained high throughout the study period. FUNDING: Bill & Melinda Gates Foundation.
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The vast majority of global P. falciparum cases are in sub-Saharan Africa, whereas lower transmission persists across parts of South America and Asia.
“The vast majority of global P. falciparum cases are in sub-Saharan African, whereas lower transmission persists across parts of South America and Asia [11, 12].”
From Global estimates of pregnancies at risk of Plasmodium falciparum and Plasmodium vivax infection in 2020 and changes in risk patterns since 2000 (2022) · cites this paper as [12]
Since 2007 there have been decreases in the prevalence of P. falciparum and P. vivax, as well as global fertility rates, although absolute populations have grown at regional and global levels.
“Since 2007 there have been decreases in the prevalence of P. falciparum [12] and P. vivax [19], as well as global fertility rates [21, 22], although absolute populations have grown at regional and global levels.”
From Global estimates of pregnancies at risk of Plasmodium falciparum and Plasmodium vivax infection in 2020 and changes in risk patterns since 2000 (2022) · cites this paper as [12]
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James, S. L., Abate, D., Abate, K. H., Abay, S. M., Abbafati, C., Abbasi, N., Abbastabar, H., Abd-Allah, F., Abdela, J., Abdelalim, A., et al. (2018) · The Lancet · doi:10.1016/s0140-6736(18)32279-7 · Cited by 13,867 · see citing works
Self-citationVos, T., Abajobir, A. A., Abate, K. H., Abbafati, C., Abbas, K. M., Abd-Allah, F., Abdulkader, R. S., Abdulle, A. M., Abebo, T. A., Abera, S. F., et al. (2017) · The Lancet · doi:10.1016/s0140-6736(17)32154-2 · Cited by 13,220 · see citing works
Self-citationRoth, G. A., Abate, D., Abate, K. H., Abay, S. M., Abbafati, C., Abbasi, N., Abbastabar, H., Abd-Allah, F., Abdela, J., Abdelalim, A., et al. (2018) · The Lancet · doi:10.1016/s0140-6736(18)32203-7 · Cited by 8,600 · see citing works
Self-citationNaghavi, M., Abajobir, A. A., Abbafati, C., Abbas, K. M., Abd-Allah, F., Abera, S. F., Aboyans, V., Adetokunboh, O., Afshin, A., Agrawal, A., et al. (2017) · The Lancet · doi:10.1016/s0140-6736(17)32152-9 · Cited by 4,821 · see citing works
Self-citationThe effect of malaria control on Plasmodium falciparum in Africa between 2000 and 2015
Bhatt, S., Weiss, D. J., Cameron, E., Bisanzio, D., Mappin, B., Dalrymple, U., Battle, K. E., Moyes, C. L., Henry, A., Eckhoff, P. A., et al. (2015) · Nature · doi:10.1038/nature15535 · Cited by 3,225 · see citing works
Self-citationDiggle, P. J., Tawn, J. A., & Moyeed, R. A. (1998) · Journal of the Royal Statistical Society Series C (Applied Statistics) · doi:10.1111/1467-9876.00113 · Cited by 2,222 · see citing works
Dicker, D., Nguyen, G., Abate, D., Abate, K. H., Abay, S. M., Abbafati, C., Abbasi, N., Abbastabar, H., Abd-Allah, F., Abdela, J., et al. (2018) · The Lancet · doi:10.1016/s0140-6736(18)31891-9 · Cited by 1,210 · see citing works
Self-citationA global map of travel time to cities to assess inequalities in accessibility in 2015
Weiss, D. J., Nelson, A., Gibson, H. S., Temperley, W. H., Peedell, S., Lieber, A., Hancher, M., Poyart, E., Belchior, S., Fullman, N., et al. (2018) · Nature · doi:10.1038/nature25181 · Cited by 1,180 · see citing works
Self-citationA new world malaria map: Plasmodium falciparum endemicity in 2010
Gething, P. W., Patil, A. P., Smith, D. L., Guerra, C. A., Elyazar, I., Johnston, G. L., Tatem, A. J., & Hay, S. I. (2011) · Malaria Journal · doi:10.1186/1475-2875-10-378 · Cited by 1,136 · see citing works
Self-citationGlobal technical strategy for malaria 2016–2030
Alonso, P. L., Noor, A., Santelli, A. C. F. E. S., Ghani, A. C., de Quadrós, C. A., Karema, C., Gao, Q., Baird, J. K., Conteh, L., Gyapong, M., et al. (2015) · ResearchOnline at James Cook University (James Cook University) · Cited by 853 · see citing works
Okell, L., Bousema, T., Griffin, J. T., Ouédraogo, A. L., Ghani, A. C., & DRAKELEY, C. J. (2012) · Nature Communications · doi:10.1038/ncomms2241 · Cited by 659 · see citing works
Modeling causes of death: an integrated approach using CODEm
Foreman, K. J., Lozano, R., Lopez, A. D., & Murray, C. J. (2012) · Population Health Metrics · doi:10.1186/1478-7954-10-1 · Cited by 564 · see citing works
Self-citationA World Malaria Map: Plasmodium falciparum Endemicity in 2007
Hay, S. I., Guerra, C. A., Gething, P. W., Patil, A. P., Tatem, A. J., Noor, A. M., Kabaria, C. W., Manh, B. H., Elyazar, I., BROOKER, S. J., et al. (2009) · PLoS Medicine · doi:10.1371/journal.pmed.1000048 · Cited by 506 · see citing works
Self-citationBattle, K. E., Lucas, T. C. D., Nguyen, M., Howes, R. E., Nandi, A. K., Twohig, K. A., Pfeffer, D. A., Cameron, E., Rao, P. C., Casey, D., et al. (2019) · The Lancet · doi:10.1016/s0140-6736(19)31096-7 · Cited by 409 · see citing works
Self-citation“Asymptomatic” Malaria: A Chronic and Debilitating Infection That Should Be Treated
Chen, I., Clarke, S. E., Gosling, R., Hamainza, B., Killeen, G., Magill, A., O’Meara, W., Price, R. N., & Riley, E. M. (2016) · PLOS Medicine · doi:10.1371/journal.pmed.1001942 · Cited by 386 · see citing works
MappingPlasmodium falciparumMortality in Africa between 1990 and 2015
Gething, P. W., Casey, D., Weiss, D. J., Bisanzio, D., Bhatt, S., Cameron, E., Battle, K. E., Dalrymple, U., Rozier, J. A., Rao, P. C., et al. (2016) · New England Journal of Medicine · doi:10.1056/nejmoa1606701 · Cited by 276 · see citing works
Self-citationCorrection: A World Malaria Map: Plasmodium falciparum Endemicity in 2007
Hay, S. I., Guerra, C. A., Gething, P. W., Patil, A. P., Tatem, A. J., Noor, A. M., Kabaria, C. W., Manh, B. H., Elyazar, I., BROOKER, S. J., et al. (2009) · PLoS Medicine · doi:10.1371/annotation/a7ab5bb8-c3bb-4f01-aa34-65cc53af065d · Cited by 271 · see citing works
Self-citationEstimates of the changing age-burden of Plasmodium falciparum malaria disease in sub-Saharan Africa
Griffin, J. T., Ferguson, N. M., & Ghani, A. C. (2014) · Nature Communications · doi:10.1038/ncomms4136 · Cited by 225 · see citing works
Standardizing estimates of the Plasmodium falciparum parasite rate
Smith, D. L., Guerra, C. A., Snow, R. W., & Hay, S. I. (2007) · Malaria Journal · doi:10.1186/1475-2875-6-131 · Cited by 207 · see citing works
Self-citationCoverage and system efficiencies of insecticide-treated nets in Africa from 2000 to 2017
Bhatt, S., Weiss, D. J., Mappin, B., Dalrymple, U., Cameron, E., Bisanzio, D., Smith, D. L., Moyes, C. L., Tatem, A. J., Lynch, M., et al. (2015) · eLife · doi:10.7554/elife.09672 · Cited by 188 · see citing works
Self-citationUrbanization and the global malaria recession
Tatem, A. J., Gething, P. W., Smith, D. L., & Hay, S. I. (2013) · Malaria Journal · doi:10.1186/1475-2875-12-133 · Cited by 151 · see citing works
Self-citationTowards a comprehensive simulation model of malaria epidemiology and control
Smith, T. A., Maire, N., Ross, A. J., Penny, M. A., Chitnis, N., Schapira, A., Studer, A., Genton, B., Lengeler, C., Tediosi, F., et al. (2008) · Parasitology · doi:10.1017/s0031182008000371 · Cited by 151 · see citing works
Worldwide Incidence of Malaria in 2009: Estimates, Time Trends, and a Critique of Methods
Cibulskis, R. E., Aregawi, M. W., Williams, R. O., Otten, M. W., & Dye, C. (2011) · PLoS Medicine · doi:10.1371/journal.pmed.1001142 · Cited by 143 · see citing works
Assembling a global database of malaria parasite prevalence for the Malaria Atlas Project
Guerra, C. A., Hay, S. I., Lucioparedes, L. S., Gikandi, P. W., Tatem, A. J., Noor, A. M., & Snow, R. W. (2007) · Malaria Journal · doi:10.1186/1475-2875-6-17 · Cited by 138 · see citing works
Self-citationWeiss, D. J., Mappin, B., Dalrymple, U., Bhatt, S., Cameron, E., Hay, S. I., & Gething, P. W. (2015) · Malaria Journal · doi:10.1186/s12936-015-0574-x · Cited by 120 · see citing works
Self-citationDownscaling of species distribution models: a hierarchical approach
Keil, P., Belmaker, J., Wilson, A. M., et al. (2012) · Methods in Ecology and Evolution · doi:10.1111/j.2041-210x.2012.00264.x · Cited by 105 · see citing works
Weiss, D. J., Bhatt, S., Mappin, B., Boeckel, T. P. V., Smith, D. L., Hay, S. I., & Gething, P. W. (2014) · Malaria Journal · doi:10.1186/1475-2875-13-171 · Cited by 103 · see citing works
Self-citationCameron, E., Battle, K. E., Bhatt, S., Weiss, D. J., Bisanzio, D., Mappin, B., Dalrymple, U., Hay, S. I., Smith, D. L., Griffin, J. T., et al. (2015) · Nature Communications · doi:10.1038/ncomms9170 · Cited by 98 · see citing works
Self-citationBennett, A. F., Bisanzio, D., Yukich, J. O., Mappin, B., Fergus, C. A., Lynch, M., Cibulskis, R. E., Bhatt, S., Weiss, D. J., Cameron, E., et al. (2017) · The Lancet Global Health · doi:10.1016/s2214-109x(17)30076-1 · Cited by 84 · see citing works
Self-citationFine-scale malaria risk mapping from routine aggregated case data
Sturrock, H. J. W., Cohen, J. M., Keil, P., Tatem, A. J., Menach, A. L., Ntshalintshali, N., Hsiang, M. S., & Gosling, R. D. (2014) · Malaria Journal · doi:10.1186/1475-2875-13-421 · Cited by 78 · see citing works
Malaria mapping: understanding the global endemicity of falciparum and vivax malaria
Dalrymple, U., Mappin, B., & Gething, P. W. (2015) · BMC Medicine · doi:10.1186/s12916-015-0372-x · Cited by 66 · see citing works
Self-citationRamsay, A., Olliaro, P., & Reeder, J. C. (2016) · Malaria Journal · doi:10.1186/s12936-016-1302-x · Cited by 46 · see citing works
Mappin, B., Cameron, E., Dalrymple, U., Weiss, D. J., Bisanzio, D., Bhatt, S., & Gething, P. W. (2015) · Malaria Journal · doi:10.1186/s12936-015-0984-9 · Cited by 36 · see citing works
Self-citationBattle, K. E., Guerra, C. A., Golding, N., Duda, K. A., Cameron, E., Howes, R. E., Elyazar, I., Baird, J. K., Reiner, R. C., Gething, P. W., et al. (2015) · Scientific Data · doi:10.1038/sdata.2015.12 · Cited by 30 · see citing works
Self-citationAntiplatelet therapy after coronary stenting: for how long?
May, A. E. (2013) · The Lancet · doi:10.1016/s0140-6736(13)61756-0 · Cited by 3 · see citing works
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- Authors
- Weiss, D. J., Lucas, T. C. D., Nguyen, M., Nandi, A. K., Bisanzio, D., Battle, K. E., Cameron, E., Twohig, K. A., Pfeffer, D. A., Rozier, J. A., Gibson, H. S., Rao, P. C., Casey, D., Bertozzi-Villa, A., Collins, E. L., Dalrymple, U., Gray, N., Harris, J. R., Howes, R. E., Kang, S. Y., Keddie, S. H., May, D., Rumisha, S., Thorn, M. P., Barber, R., Fullman, N., Huynh, C. K., Kulikoff, X., Kutz, M. J., Lopez, A. D., Mokdad, A. H., Naghavi, M., Nguyen, G., Shackelford, K. A., Vos, T., Wang, H., Smith, D. L., Lim, S. S., Murray, C. J. L., Bhatt, S., Hay, S. I., & Gething, P. W.
- Affiliations
- University of Oxford (GB)
- University of Nottingham (GB)
- Charles Darwin University (AU)
- University of Washington (US)
- Public Health – Seattle & King County (US)
- Institute for Disease Modeling (US)
- Department of Health and Social Care (GB)
- Imperial College London (GB)
- Corresponding author
- Gething, Peter W
- ORCID
- Weiss, Daniel J
- Lucas, Tim C D
- Nandi, Anita K
- Bisanzio, Donal
- Battle, Katherine E
- Cameron, Ewan
- Twohig, Katherine A
- Pfeffer, Daniel A
- Rozier, Jennifer A
- Gibson, Harry S
- Bertozzi-Villa, Amelia
- Dalrymple, Ursula
- Howes, Rosalind E
- Keddie, Suzanne H
- May, Daniel
- Rumisha, Susan
- Barber, Ryan
- Fullman, Nancy
- Kulikoff, Xie
- Mokdad, Ali H
- Naghavi, Mohsen
- Vos, Theo
- Wang, Haidong
- Smith, David L
- Lim, Stephen S
- Murray, Christopher J L
- Bhatt, Samir
- Hay, Simon I
- Gething, Peter W
- Venue
- The Lancet
- Publisher
- Elsevier BV
- Published
- 2019-07
- Volume
- 394
- Issue
- 10195
- Pages
- 322-331
- ISSN
- 0099-5355 (ISSN-L)
- 0140-6736
- PMC
- PMC6675740
- OpenAlex
- W2951968884
- Cited by
- 469
- References
- 35
- Citations by year
- 2026: 47 · 2025: 54 · 2024: 64 · 2023: 62 · 2022: 63 · 2021: 84 · 2020: 81 · 2019: 14
- FWCI
- 55.72
- Type
- journal article
- Language
- en
- Open access
- hybrid
- doi.org
- Licence
- Locations
- The Lancet (publishedVersion, cc-by)
- Europe PMC (PubMed Central) (publishedVersion, cc-by)
- PubMed Central (publishedVersion, cc-by)
- PubMed (publishedVersion)
- Minerva Access (University of Melbourne) (submittedVersion, cc-by)
- Spiral (Imperial College London) (submittedVersion, cc-by)
- Funders
- Bill and Melinda Gates Foundation
- Medical Research Council (MR/R015600/1)
- Topics
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Malaria Research and Control
- Life Sciences › Immunology and Microbiology › Parasitology › Bird parasitology and diseases
- Health Sciences › Medicine › Public Health, Environmental and Occupational Health › Mosquito-borne diseases and control
- Keywords
- Plasmodium falciparum, malaria, parasite prevalence, clinical incidence, malaria mortality, global burden of disease, sub-Saharan Africa, civil registration, verbal autopsy, malaria control interventions, disease elimination, Plasmodium vivax
- MeSH terms
- Cross-Sectional Studies, Humans, Mortality, Organizational Objectives, Global Health, Incidence, Prevalence, Malaria, Falciparum, Africa South of the Sahara, Spatio-Temporal Analysis
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