The potential of gene drive releases in malaria vector species to reduce the malaria burden in different African environments
Hancock, P. A.; North, A.; Leach, A. W.; Winskill, P.; Ghani, A.; Godfray, H. C. J.; Burt, A.; Mumford, J. D.
Show abstract
Gene drive technologies are a promising means of malaria control with the potential to cause widespread and sustained reductions in transmission. In real environments, however, gene drive impacts will depend on local ecological and epidemiological factors. We develop a data-driven model to investigate the impacts of a gene drive that causes vector population suppression. We apply the model to sixteen [~]12,000km2 areas of west Africa that span variation in vector ecology and malaria prevalence. We simulate gene drive releases targeting different vector species combinations, and estimate reductions in vector abundance, malaria prevalence and clinical cases in children. Average reductions in vector abundance ranged from 77.3%-99.1% across areas when the gene drive releases targeted all major vector species (Anopheles gambiae, An. coluzzii, An. arabiensis, and An. funestus). Impacts on malaria depended strongly on which vector species were targeted. Consistently strong impacts required releases targeting all vector species, which reduced prevalence by over 90% in all areas. When the major vector species An. gambiae and An. coluzzii were targeted, average reductions in prevalence ranged from no reduction to 72% across areas, and reductions in cumulative clinical cases ranged from zero to 57%. When other new interventions including RTS,S vaccination and pyrethroid-PBO bednets were in place, at least 60% more clinical cases were averted when gene drives were added, demonstrating the benefits of integrated interventions. Our results give new insights into the factors determining the impacts of gene drives on malaria across different African settings.
Matching journals
The top 1 journal accounts for 50% of the predicted probability mass.
Similar papers in this journal
- Preventing antimalarial drug resistance with triple artemisinin-based combination therapies 97%
- Projected health impact of post-discharge malaria chemoprevention among children with severe malarial anaemia in Africa 95%
- Assessing emergence risk of double-resistant and triple-resistant genotypes of Plasmodium falciparum 95%
Similar papers in this journal
- Not all MDAs should be created equal-determinants of MDA impact and designing MDAs towards malaria elimination 96%
- SARS-CoV-2 transmission dynamics in South Africa and epidemiological characteristics of the Omicron variant 95%
- The origins and relatedness structure of mixed infections vary with local prevalence of P. falciparum malaria 94%
Similar papers in this journal
- Elucidating relationships between P.falciparum prevalence and measures of genetic diversity with a combined genetic-epidemiological model of malaria 95%
- Immune selection suppresses the emergence of drug resistance in malaria parasites but facilitates its spread 95%
- Levels of SARS-CoV-2 population exposure are considerably higher than suggested by seroprevalence surveys 95%
Similar papers in this journal
"Similar papers" are the closest papers from that journal in the model's embedding space. They show what the match is built on, but the ranking comes mostly from a classifier over the whole training set, not from these examples alone.