ArticleParasite epidemiology and control2018
Interactions between climatic changes and intervention effects on malaria spatio-temporal dynamics in Uganda.
Article in Parasite epidemiology and control, 2018. The graph could read no effect estimate from its abstract, so it casts no vote on the map. An erratum has been issued. Cited by 32 papers, 4 of them syntheses that pooled it.
What it found
Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.
The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.
Who cites it
32 citing papers in PubMed, 4 syntheses or guidelines pooled it, 60 citations in OpenAlex.
- Systematic review of climate change interventions for improving child health.BMJ paediatrics open · 2026Pooled it
- Spatial connectivity in mosquito-borne disease models: a systematic review of methods and assumptions.Journal of the Royal Society, Interface · 2021Pooled it
- Climate and climate-sensitive diseases in semi-arid regions: a systematic review.International journal of public health · 2020Pooled it
- Spatial and spatio-temporal methods for mapping malaria risk: a systematic review.BMJ global health · 2020Pooled it
- Climate change and antimicrobial resistance.Nature reviews. Microbiology · 2026Review
- Assessing the role of interventions and climate on malaria mortality among children under five years of age: insights from two decades of data from the Health Demographic Surveillance System of Nouna, Burkina Faso.Journal of global health · 2026Article
- Assessing the impact of climate and control interventions on spatio-temporal malaria dynamics using a stochastic metapopulation model.PLoS computational biology · 2026Article
- Climate variability and malaria incidence trends in Yumbe District, West Nile Sub-region of Uganda (2017-2021).Malaria journal · 2026Article
- High resolution physically based modelling reveals malaria incidence reduction by vector control measures.Scientific reports · 2026Article
- Integrating vulnerability and hazard in malaria risk mapping: the elimination context of Senegal.BMC infectious diseases · 2025Article
- "SCALE-up" - a new framework to assess the effectiveness of climate change adaptation interventions for human health and health systems.BMC public health · 2025Review
- Modelling the effects of precipitation and temperature on malaria incidence in coastal and western Kenya.Malaria journal · 2025Article
- Household practices and infrastructure associated with high Plasmodium falciparum infection rates among children under five years old in Northern Uganda.Malaria journal · 2025Article
- Impact of Global Climate-Change on Ecology ofIranian journal of public health · 2025Review
- Impact of climate change on malaria transmission in Africa: A scoping review of literature.Journal of public health in Africa · 2025Review
- Forecasting malaria dynamics based on causal relations between control interventions, climatic factors, and disease incidence in western Kenya.Journal of global health · 2024Article
- The effects of climatic and non-climatic factors on malaria mortality at different spatial scales in western Kenya, 2008-2019.BMJ global health · 2024Article
- Abstruse Side of Climate Change, Impact on Malaria: A Systematic Evidence Review Comparing Iran versus Globally.Iranian journal of public health · 2024Review
- Bayesian spatio-temporal analysis of malaria prevalence in children between 2 and 10 years of age in Gabon.Malaria journal · 2024Article
- Differential Influence of Environmental Factors on Malaria Due to Vector Control Interventions in Uganda.International journal of environmental research and public health · 2023Article
Corrections and comments
- Erratum issued
Authors and funding
8 authors at 4 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundAlthough 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.
methodsBayesian 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.
resultsMalaria 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.
conclusionClimatic 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.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.