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Interactions between climatic changes and intervention effects on malaria spatio-temporal dynamics in Uganda
BACKGROUND: Although malaria burden in Uganda has declined since 2009 following the scale-up of interventions, the disease is still the leading cause of hospitalization and death. Transmission remains high and is driven by suitable weather conditions. There is a real concern that intervention gains...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Elsevier
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6020080/ https://www.ncbi.nlm.nih.gov/pubmed/29988311 http://dx.doi.org/10.1016/j.parepi.2018.e00070 |
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author | Ssempiira, Julius Kissa, John Nambuusi, Betty Mukooyo, Eddie Opigo, Jimmy Makumbi, Fredrick Kasasa, Simon Vounatsou, Penelope |
author_facet | Ssempiira, Julius Kissa, John Nambuusi, Betty Mukooyo, Eddie Opigo, Jimmy Makumbi, Fredrick Kasasa, Simon Vounatsou, Penelope |
author_sort | Ssempiira, Julius |
collection | PubMed |
description | BACKGROUND: Although malaria burden in Uganda has declined since 2009 following the scale-up of interventions, the disease is still the leading cause of hospitalization and death. Transmission remains high and is driven by suitable weather conditions. There is a real concern that intervention gains may be reversed by climatic changes in the country. In this study, we investigate the effects of climate on the spatio-temporal trends of malaria incidence in Uganda during 2013–2017. METHODS: Bayesian spatio-temporal negative binomial models were fitted on district-aggregated monthly malaria cases, reported by two age groups, defined by a cut-off age of 5 years. Weather data was obtained from remote sensing sources including rainfall, day land surface temperature (LSTD) and night land surface temperature (LSTN), Normalized Difference Vegetation Index (NDVI), altitude, land cover, and distance to water bodies. Spatial and temporal correlations were taken into account by assuming a conditional autoregressive and a first-order autoregressive process on district and monthly specific random effects, respectively. Fourier trigonometric functions modeled seasonal fluctuations in malaria transmission. The effects of climatic changes on the malaria incidence changes between 2013 and 2017 were estimated by modeling the difference in time varying climatic conditions at the two time points and adjusting for the effects of intervention coverage, socio-economic status and health seeking behavior. RESULTS: Malaria incidence declined steadily from 2013 to 2015 and then increased in 2016. The decrease was by over 38% and 20% in children <5 years and individuals ≥5 years, respectively. Temporal trends depict a strong bi-annual seasonal pattern with two peaks during April–June and October–December. The annual average of rainfall, LSTD and LSTN increased by 3.7 mm, 2.2 °C and 1.0 °C, respectively, between 2013 and 2017, whereas NDVI decreased by 6.8%. On the one hand, the increase in LSTD and decrease in NDVI were associated with a reduction in the incidence decline. On the other hand, malaria interventions and treatment seeking behavior had reverse effects, that were stronger compared to the effects of climatic changes. Important interactions between interventions with NDVI and LSTD suggest a varying impact of interventions on malaria burden in different climatic conditions. CONCLUSION: Climatic changes in Uganda during the last five years contributed to a favorable environment for malaria transmission, and had a detrimental effect on malaria reduction gains achieved through interventions scale-up efforts. The NMCP should create synergies with the National Meteorological Authority with an ultimate goal of developing a Malaria Early Warning System to mitigate adverse climatic change effects on malaria risk in the country. |
format | Online Article Text |
id | pubmed-6020080 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Elsevier |
record_format | MEDLINE/PubMed |
spelling | pubmed-60200802018-07-09 Interactions between climatic changes and intervention effects on malaria spatio-temporal dynamics in Uganda Ssempiira, Julius Kissa, John Nambuusi, Betty Mukooyo, Eddie Opigo, Jimmy Makumbi, Fredrick Kasasa, Simon Vounatsou, Penelope Parasite Epidemiol Control Article BACKGROUND: Although malaria burden in Uganda has declined since 2009 following the scale-up of interventions, the disease is still the leading cause of hospitalization and death. Transmission remains high and is driven by suitable weather conditions. There is a real concern that intervention gains may be reversed by climatic changes in the country. In this study, we investigate the effects of climate on the spatio-temporal trends of malaria incidence in Uganda during 2013–2017. METHODS: Bayesian spatio-temporal negative binomial models were fitted on district-aggregated monthly malaria cases, reported by two age groups, defined by a cut-off age of 5 years. Weather data was obtained from remote sensing sources including rainfall, day land surface temperature (LSTD) and night land surface temperature (LSTN), Normalized Difference Vegetation Index (NDVI), altitude, land cover, and distance to water bodies. Spatial and temporal correlations were taken into account by assuming a conditional autoregressive and a first-order autoregressive process on district and monthly specific random effects, respectively. Fourier trigonometric functions modeled seasonal fluctuations in malaria transmission. The effects of climatic changes on the malaria incidence changes between 2013 and 2017 were estimated by modeling the difference in time varying climatic conditions at the two time points and adjusting for the effects of intervention coverage, socio-economic status and health seeking behavior. RESULTS: Malaria incidence declined steadily from 2013 to 2015 and then increased in 2016. The decrease was by over 38% and 20% in children <5 years and individuals ≥5 years, respectively. Temporal trends depict a strong bi-annual seasonal pattern with two peaks during April–June and October–December. The annual average of rainfall, LSTD and LSTN increased by 3.7 mm, 2.2 °C and 1.0 °C, respectively, between 2013 and 2017, whereas NDVI decreased by 6.8%. On the one hand, the increase in LSTD and decrease in NDVI were associated with a reduction in the incidence decline. On the other hand, malaria interventions and treatment seeking behavior had reverse effects, that were stronger compared to the effects of climatic changes. Important interactions between interventions with NDVI and LSTD suggest a varying impact of interventions on malaria burden in different climatic conditions. CONCLUSION: Climatic changes in Uganda during the last five years contributed to a favorable environment for malaria transmission, and had a detrimental effect on malaria reduction gains achieved through interventions scale-up efforts. The NMCP should create synergies with the National Meteorological Authority with an ultimate goal of developing a Malaria Early Warning System to mitigate adverse climatic change effects on malaria risk in the country. Elsevier 2018-04-26 /pmc/articles/PMC6020080/ /pubmed/29988311 http://dx.doi.org/10.1016/j.parepi.2018.e00070 Text en © 2018 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Ssempiira, Julius Kissa, John Nambuusi, Betty Mukooyo, Eddie Opigo, Jimmy Makumbi, Fredrick Kasasa, Simon Vounatsou, Penelope Interactions between climatic changes and intervention effects on malaria spatio-temporal dynamics in Uganda |
title | Interactions between climatic changes and intervention effects on malaria spatio-temporal dynamics in Uganda |
title_full | Interactions between climatic changes and intervention effects on malaria spatio-temporal dynamics in Uganda |
title_fullStr | Interactions between climatic changes and intervention effects on malaria spatio-temporal dynamics in Uganda |
title_full_unstemmed | Interactions between climatic changes and intervention effects on malaria spatio-temporal dynamics in Uganda |
title_short | Interactions between climatic changes and intervention effects on malaria spatio-temporal dynamics in Uganda |
title_sort | interactions between climatic changes and intervention effects on malaria spatio-temporal dynamics in uganda |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6020080/ https://www.ncbi.nlm.nih.gov/pubmed/29988311 http://dx.doi.org/10.1016/j.parepi.2018.e00070 |
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