ArticlePLoS medicine2012
Ensemble modeling of the likely public health impact of a pre-erythrocytic malaria vaccine.
Article in PLoS medicine, 2012. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 81 papers, 1 of them a synthesis that pooled it.
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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.
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Who cites it
81 citing papers in PubMed, 1 synthesis or guideline pooled it, 139 citations in OpenAlex.
- Agent-based models of malaria transmission: a systematic review.Malaria journal · 2018Pooled it
- The time-course of protection of the RTS,S vaccine against malaria infections and clinical disease.Malaria journal · 2015Trial
- The public health impact of malaria vaccine RTS,S in malaria endemic Africa: country-specific predictions using 18 month follow-up Phase III data and simulation models.BMC medicine · 2015Trial
- Public health impact of catch-up vaccination or additional booster doses with pre-erythrocytic malaria vaccine R21/Matrix-M: a modelling study.BMC medicine · 2026Article
- Malaria: a review on its current epidemiological status and management strategies.Malaria journal · 2026Review
- Estimating the impact of the RTS,S/AS01 malaria vaccine in Benin: A mathematical modelling study.PLOS global public health · 2026Article
- Cascades of effectiveness of next-generation insecticide-treated nets against malaria, from entomological trials to real-life conditions.Nature communications · 2025Article
- The probability of Plasmodium vivax acute illness following primary infection and relapse in Papua New Guinea.PLoS neglected tropical diseases · 2025Article
- Public health impact of current and proposed age-expanded perennial malaria chemoprevention: a modelling study.Scientific reports · 2025Article
- A Probabilistic Synthesis of Malaria Epidemiology: Exposure, Infection, Parasite Densities, and Detection.medRxiv : the preprint server for health sciences · 2025Article
- Supporting evidence-based decisions about the geographic and demographic extensions of seasonal malaria chemoprevention in Benin: A modelling study.PLOS global public health · 2025Article
- Performance characteristics and potential public health impact of improved pre-erythrocytic malaria vaccines targeting childhood burden.PLOS global public health · 2025Article
- AnophelesModel: An R package to interface mosquito bionomics, human exposure and intervention effects with models of malaria intervention impact.PLoS computational biology · 2024Article
- Severe outcomes of malaria in children under time-varying exposure.Nature communications · 2024Article
- Modeling of malaria vaccine effectiveness on disease burden and drug resistance in 42 African countries.Communications medicine · 2023Article
- Spatial dynamics of malaria transmission.PLoS computational biology · 2023Article
- An ensemble n-sub-epidemic modeling framework for short-term forecasting epidemic trajectories: Application to the COVID-19 pandemic in the USA.PLoS computational biology · 2022Article
- An ensemblemedRxiv : the preprint server for health sciences · 2022Article
- Leveraging mathematical models of disease dynamics and machine learning to improve development of novel malaria interventions.Infectious diseases of poverty · 2022Article
- Sub-national tailoring of malaria interventions in Mainland Tanzania: simulation of the impact of strata-specific intervention combinations using modelling.Malaria journal · 2022Article
21 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
9 authors at 2 institutions in 1 country.
Funding
No grant is acknowledged in the PubMed record.
Abstract
backgroundThe RTS,S malaria vaccine may soon be licensed. Models of impact of such vaccines have mainly considered deployment via the World Health Organization's Expanded Programme on Immunization (EPI) in areas of stable endemic transmission of Plasmodium falciparum, and have been calibrated for such settings. Their applicability to low transmission settings is unclear. Evaluations of the efficiency of different deployment strategies in diverse settings should consider uncertainties in model structure. METHODS AND
findingsAn ensemble of 14 individual-based stochastic simulation models of P. falciparum dynamics, with differing assumptions about immune decay, transmission heterogeneity, and treatment access, was constructed. After fitting to an extensive library of field data, each model was used to predict the likely health benefits of RTS,S deployment, via EPI (with or without catch-up vaccinations), supplementary vaccination of school-age children, or mass vaccination every 5 y. Settings with seasonally varying transmission, with overall pre-intervention entomological inoculation rates (EIRs) of two, 11, and 20 infectious bites per person per annum, were considered. Predicted benefits of EPI vaccination programs over the simulated 14-y time horizon were dependent on duration of protection. Nevertheless, EPI strategies (with an initial catch-up phase) averted the most deaths per dose at the higher EIRs, although model uncertainty increased with EIR. At two infectious bites per person per annum, mass vaccination strategies substantially reduced transmission, leading to much greater health effects per dose, even at modest coverage.
conclusionsIn higher transmission settings, EPI strategies will be most efficient, but vaccination additional to the EPI in targeted low transmission settings, even at modest coverage, might be more efficient than national-level vaccination of infants. The feasibility and economics of mass vaccination, and the circumstances under which vaccination will avert epidemics, remain unclear. The approach of using an ensemble of models provides more secure conclusions than a single-model approach, and suggests greater confidence in predictions of health effects for lower transmission settings than for higher ones.
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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.