ArticlePLoS computational biology2022
Global diversity and balancing selection of 23 leading Plasmodium falciparum candidate vaccine antigens.
Article in PLoS computational biology, 2022. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 36 papers.
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36 citing papers in PubMed, 52 citations in OpenAlex.
- Harnessing conserved epitopes and multivalent antigen strategies for vaccine design: Lessons learned and opportunities.Human vaccines & immunotherapeutics · 2026Review
- Genetic diversity of Plasmodium falciparum helical interspersed subtelomeric (phistb) gene in Tanzania and neighboring countries.Malaria journal · 2026Article
- Population genomics of Plasmodium malariae from 4 African countries.JCI insight · 2026Article
- Assessing the effect of parasite antigen genetic diversity on performance of Plasmodium vivax serological exposure markers for malaria: a multicentre observational diagnostic accuracy study.The Lancet. Microbe · 2026Observational
- Genetic diversity of the Plasmodium falciparum Pfs230 gene in four East African countries supports its potential as a malaria transmission‑blocking vaccine candidate.Malaria journal · 2026Article
- Extreme Genetic Diversity and Signatures of Balancing Selection in Plasmodium vivax Blood-Stage Antigens.The Journal of infectious diseases · 2026Article
- Complexity of Infection andmedRxiv : the preprint server for health sciences · 2026Article
- Major features of parasite adaptation revealed by genomes of Plasmodium falciparum population samples archived for over 50 years.Communications biology · 2026Article
- Haplotype diversity ofFrontiers in parasitology · 2026Article
- Spatial and genetic dynamics of Plasmodium falciparum histidine-rich protein2 in sub-Saharan Africa.PloS one · 2026Article
- Understanding the traits underlying vaccine-driven virulence evolution in malaria parasites.BMC biology · 2025Article
- Potential and pitfalls of using identity-by-descent for malaria genomic surveillance.Trends in parasitology · 2025Review
- Long lived liver-resident memory T cells of biased specificities for abundant sporozoite antigens drive malaria protection by radiation-attenuated sporozoite vaccination.PLoS pathogens · 2025Article
- Stable Plasmodium falciparum merozoite surface protein-1 allelic diversity despite decreasing parasitaemia in children with multiple malaria infections.Malaria journal · 2025Article
- PfRH5 vaccine; from the bench to the vial.NPJ vaccines · 2025Review
- Article
- Micro-geographic variation in antigenic diversity of PfEBA-175 region II in asymptomaticFrontiers in immunology · 2025Article
- Review of MrsFreqPhase methods: methods designed to estimate statistically malaria parasite multiplicity of infection, relatedness, frequency and phase.Malaria journal · 2024Review
- Geographical and temporal dynamics of genetic diversity ofJournal of parasitic diseases : official organ of the Indian Society for Parasitology · 2024Article
- Diversity and selection analyses identify transmission-blocking antigens as the optimal vaccine candidates in Plasmodium falciparum.EBioMedicine · 2024Article
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Authors and funding
13 authors at 9 institutions in 5 countries.
Funding
Abstract
Investigation of the diversity of malaria parasite antigens can help prioritize and validate them as vaccine candidates and identify the most common variants for inclusion in vaccine formulations. Studies of vaccine candidates of the most virulent human malaria parasite, Plasmodium falciparum, have focused on a handful of well-known antigens, while several others have never been studied. Here we examine the global diversity and population structure of leading vaccine candidate antigens of P. falciparum using the MalariaGEN Pf3K (version 5.1) resource, comprising more than 2600 genomes from 15 malaria endemic countries. A stringent variant calling pipeline was used to extract high quality antigen gene 'haplotypes' from the global dataset and a new R-package named VaxPack was used to streamline population genetic analyses. In addition, a newly developed algorithm that enables spatial averaging of selection pressure on 3D protein structures was applied to the dataset. We analysed the genes encoding 23 leading and novel candidate malaria vaccine antigens including csp, trap, eba175, ama1, rh5, and CelTOS. Our analysis shows that current malaria vaccine formulations are based on rare haplotypes and thus may have limited efficacy against natural parasite populations. High levels of diversity with evidence of balancing selection was detected for most of the erythrocytic and pre-erythrocytic antigens. Measures of natural selection were then mapped to 3D protein structures to predict targets of functional antibodies. For some antigens, geographical variation in the intensity and distribution of these signals on the 3D structure suggests adaptation to different human host or mosquito vector populations. This study provides an essential framework for the diversity of P. falciparum antigens to be considered in the design of the next generation of malaria vaccines.
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