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hmmIBD: software to infer pairwise identity by descent between haploid genotypes.

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TLDR
Fast and accurate software for detecting IBD in malaria parasite genetic data sampled from one or two populations is presented and will likely be a useful feature for malaria elimination efforts, since it could facilitate identification of imported malaria cases.
Abstract
A number of recent malaria studies have used identity by descent (IBD) to study epidemiological processes relevant to malaria control. In this paper, a software package, hmmIBD, is introduced for estimating pairwise IBD between haploid genomes, such as those of the malaria parasite, sampled from one or two populations. Source code is freely available. The performance of hmmIBD was verified using simulated data and benchmarked against an existing method for detecting IBD within populations. Code for all tests is freely available. The utility of hmmIBD for detecting IBD across populations was demonstrated using Plasmodium falciparum data from Cambodia and Ghana. Alongside an existing method, hmmIBD was highly accurate, sensitive and specific. It is fast, requiring only 70 s on average to analyse 50 whole genome sequences on a laptop computer, and scales linearly in the number of pairwise comparisons. Treatment of different populations under hmmIBD improves detection of IBD across populations. Fast and accurate software for detecting IBD in malaria parasite genetic data sampled from one or two populations is presented. The latter will likely be a useful feature for malaria elimination efforts, since it could facilitate identification of imported malaria cases. Software is robust to possible misspecification of the genotyping error and the recombination rate. However, exclusion of data in regions whose rates vary greatly from their genome-wide average is recommended.

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Journal ArticleDOI

An open dataset of Plasmodium falciparum genome variation in 7,000 worldwide samples

MalariaGEN, +163 more
TL;DR: A new release of curated genome variation data on 7,000 Plasmodium falciparum samples from MalariaGEN partner studies in 28 malaria-endemic countries aims to facilitate research into the evolutionary processes affecting malaria control and to accelerate development of the surveillance toolkit required for malaria elimination.
Journal ArticleDOI

Quantifying connectivity between local Plasmodium falciparum malaria parasite populations using identity by descent.

TL;DR: In this article, the authors use data collected from four clinics with a catchment area spanning approximately 120 km of the Thai-Myanmar border to compare the ability of divergence (FST) and relatedness based on identity by descent (IBD) to resolve spatial connectivity between malaria parasites collected from proximal clinics.
References
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Journal ArticleDOI

A tutorial on hidden Markov models and selected applications in speech recognition

TL;DR: In this paper, the authors provide an overview of the basic theory of hidden Markov models (HMMs) as originated by L.E. Baum and T. Petrie (1966) and give practical details on methods of implementation of the theory along with a description of selected applications of HMMs to distinct problems in speech recognition.
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Genetic diversity and chloroquine selective sweeps in Plasmodium falciparum

TL;DR: The presence of linkage disequilibrium provides a basis for mapping genes under drug selection in P. falciparum, and its decay rate in the pfcrt-flanking region are consistent with strong directional selective sweeps occurring over ∼20–80 sexual generations.
Journal ArticleDOI

Genetic mapping of the chloroquine-resistance locus on Plasmodium falciparum chromosome 7.

TL;DR: Inheritance data from 16 independent recombinant progeny show that the rapid efflux, chloroquine-resistant phenotype is governed by a single locus within an approximately 400-kilobase region of chromosome 7, and identification and characterization of genes within this region should lead to an understanding of the chlorquine-resistance mechanism.
Journal ArticleDOI

Identity by Descent: Variation in Meiosis, Across Genomes, and in Populations

TL;DR: This review presents IBD as the framework connecting evolutionary and coalescent theory with the analysis of genetic data observed on individuals, and focuses on the high variance of the processes that determine IBD, its changes across the genome, and its impact on observable data.
Journal ArticleDOI

Modeling malaria genomics reveals transmission decline and rebound in Senegal

TL;DR: The findings imply that intensive intervention to control malaria results in rapid and dramatic changes in parasite population genomics, and suggest that genomics combined with epidemiological modeling may afford prompt, continuous, and cost-effective tracking of progress toward malaria elimination.
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