ArticleBioinformatics (Oxford, England)2024
MOIRE: a software package for the estimation of allele frequencies and effective multiplicity of infection from polyallelic data.
Article in Bioinformatics (Oxford, England), 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 23 papers.
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23 citing papers in PubMed.
- Microhaplotype deep sequencing assays to capture Plasmodium vivax infection lineages.Nature communications · 2025Trial
- Genetic Evidence of Cross-Border Plasmodium vivax Spread in a Malaria Pre-elimination Region of South Asia.The Journal of infectious diseases · 2026Article
- Estimating probabilities of malaria importation in southern Mozambique through modellingeLife · 2026Article
- First TES in Djibouti: A Critical Milestone Amid Rising Regional Threats.Open forum infectious diseases · 2026Article
- Classification of outcomes in antimalarial therapeutic efficacy studies with Aster.Antimicrobial agents and chemotherapy · 2026Article
- Temporal trends inmedRxiv : the preprint server for health sciences · 2026Article
- Accuracy of Plasmodium falciparum genetic data for estimating parasite prevalence and malaria incidence in Uganda.Malaria journal · 2026Article
- Imported malaria predominates in near-elimination settings in Southwestern Uganda.medRxiv : the preprint server for health sciences · 2026Article
- Malaria-MOI: A flexible and scalable tool for predicting multiplicity of infection in malaria parasites.Genome medicine · 2026Article
- Imported malaria predominates in near-elimination settings in Southwestern Uganda.PLOS global public health · 2026Article
- The Portable Microhaplotype Object and Tools.bioRxiv : the preprint server for biology · 2025Article
- Accuracy of Plasmodium falciparum genetic data for estimating parasite prevalence and malaria incidence in Uganda.Research square · 2025Article
- High connectivity and low differentiation of Plasmodium falciparum parasite populations in a setting with high seasonal migration.Scientific reports · 2025Article
- Probabilistic classification of late treatment failure in uncomplicated falciparum malaria.Nature communications · 2025Article
- Classification of outcomes in antimalarial therapeutic efficacy studies with Aster.bioRxiv : the preprint server for biology · 2025Article
- High connectivity and low differentiation of Plasmodium falciparum parasite populations in a setting with high seasonal migration.Research square · 2025Article
- Genetic surveillance reveals low but sustained malaria transmission with clonal replacement in Sao Tome and Principe.Communications medicine · 2025Article
- Geographical Heterogeneity in Antimalarial Resistance Markers Revealed by Genomic Surveillance in Angola, 2023.medRxiv : the preprint server for health sciences · 2025Article
- Sensitive and modular amplicon sequencing of Plasmodium falciparum diversity and resistance for research and public health.Scientific reports · 2025Article
- Sensitive and modular amplicon sequencing ofbioRxiv : the preprint server for biology · 2025Article
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Abstract
motivationMalaria parasite genetic data can provide insight into parasite phenotypes, evolution, and transmission. However, estimating key parameters such as allele frequencies, multiplicity of infection (MOI), and within-host relatedness from genetic data is challenging, particularly in the presence of multiple related coinfecting strains. Existing methods often rely on single nucleotide polymorphism (SNP) data and do not account for within-host relatedness.
resultsWe present Multiplicity Of Infection and allele frequency REcovery (MOIRE), a Bayesian approach to estimate allele frequencies, MOI, and within-host relatedness from genetic data subject to experimental error. MOIRE accommodates both polyallelic and SNP data, making it applicable to diverse genotyping panels. We also introduce a novel metric, the effective MOI (eMOI), which integrates MOI and within-host relatedness, providing a robust and interpretable measure of genetic diversity. Extensive simulations and real-world data from a malaria study in Namibia demonstrate the superior performance of MOIRE over naive estimation methods, accurately estimating MOI up to seven with moderate-sized panels of diverse loci (e.g. microhaplotypes). MOIRE also revealed substantial heterogeneity in population mean MOI and mean relatedness across health districts in Namibia, suggesting detectable differences in transmission dynamics. Notably, eMOI emerges as a portable metric of within-host diversity, facilitating meaningful comparisons across settings when allele frequencies or genotyping panels differ. Compared to existing software, MOIRE enables more comprehensive insights into within-host diversity and population structure. AVAILABILITY AND IMPLEMENTATION: MOIRE is available as an R package at https://eppicenter.github.io/moire/.
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