Pooled sequencing and rare variant association tests for identifying the determinants of emerging drug resistance in malaria parasites

© The Author 2014. Published by Oxford University Press on behalf of the Society for Molecular Biology and Evolution. We explored the potential of pooled sequencing to swiftly and economically identify selective sweeps due to emerging artemisinin (ART) resistance in a South-East Asian malaria parasi...

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Main Authors: Ian H. Cheeseman, Marina McDew-White, Aung Pyae Phyo, Kanlaya Sriprawat, Francois Nosten, Timothy J.C. Anderson
Other Authors: Texas Biomedical Research Institute
Format: Article
Published: 2018
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Online Access:https://repository.li.mahidol.ac.th/handle/123456789/35179
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spelling th-mahidol.351792018-11-23T16:44:30Z Pooled sequencing and rare variant association tests for identifying the determinants of emerging drug resistance in malaria parasites Ian H. Cheeseman Marina McDew-White Aung Pyae Phyo Kanlaya Sriprawat Francois Nosten Timothy J.C. Anderson Texas Biomedical Research Institute Mahidol University Nuffield Department of Clinical Medicine Agricultural and Biological Sciences Biochemistry, Genetics and Molecular Biology © The Author 2014. Published by Oxford University Press on behalf of the Society for Molecular Biology and Evolution. We explored the potential of pooled sequencing to swiftly and economically identify selective sweeps due to emerging artemisinin (ART) resistance in a South-East Asian malaria parasite population. ART resistance is defined by slow parasite clearance from the blood of ART-treated patients and mutations in the kelch gene (chr. 13) have been strongly implicated to play a role. We constructed triplicate pools of 70 slow-clearing (resistant) and 70 fast-clearing (sensitive) infections collected from the Thai-Myanmar border and sequenced these to high (∼150-fold) read depth. Allele frequency estimates from pools showed almost perfect correlation (Lin's concordance = 0.98) with allele frequencies at 93 single nucleotide polymorphisms measured directly from individual infections, giving us confidence in the accuracy of this approach. By mapping genome-wide divergence (FST) between pools of drug-resistant and drug-sensitive parasites, we identified two large (>150 kb) regions (on chrs. 13 and 14) and 17 smaller candidate genome regions. To identify individual genes within these genome regions, we resequenced an additional 38 parasite genomes (16 slow and 22 fast-clearing) and performed rare variant association tests. These confirmed kelch as a major molecular marker for ART resistance (P = 6.03 × 10-6). This two-tier approach is powerful because pooled sequencing rapidly narrows down genome regions of interest, while targeted rare variant association testing within these regions can pinpoint the genetic basis of resistance. We show that our approach is robust to recurrent mutation and the generation of soft selective sweeps, which are predicted to be common in pathogen populations with large effective population sizes, and may confound more traditional gene mapping approaches. 2018-11-23T09:31:30Z 2018-11-23T09:31:30Z 2015-04-01 Article Molecular Biology and Evolution. Vol.32, No.4 (2015), 1080-1090 10.1093/molbev/msu397 15371719 07374038 2-s2.0-84988299737 https://repository.li.mahidol.ac.th/handle/123456789/35179 Mahidol University SCOPUS https://www.scopus.com/inward/record.uri?partnerID=HzOxMe3b&scp=84988299737&origin=inward
institution Mahidol University
building Mahidol University Library
continent Asia
country Thailand
Thailand
content_provider Mahidol University Library
collection Mahidol University Institutional Repository
topic Agricultural and Biological Sciences
Biochemistry, Genetics and Molecular Biology
spellingShingle Agricultural and Biological Sciences
Biochemistry, Genetics and Molecular Biology
Ian H. Cheeseman
Marina McDew-White
Aung Pyae Phyo
Kanlaya Sriprawat
Francois Nosten
Timothy J.C. Anderson
Pooled sequencing and rare variant association tests for identifying the determinants of emerging drug resistance in malaria parasites
description © The Author 2014. Published by Oxford University Press on behalf of the Society for Molecular Biology and Evolution. We explored the potential of pooled sequencing to swiftly and economically identify selective sweeps due to emerging artemisinin (ART) resistance in a South-East Asian malaria parasite population. ART resistance is defined by slow parasite clearance from the blood of ART-treated patients and mutations in the kelch gene (chr. 13) have been strongly implicated to play a role. We constructed triplicate pools of 70 slow-clearing (resistant) and 70 fast-clearing (sensitive) infections collected from the Thai-Myanmar border and sequenced these to high (∼150-fold) read depth. Allele frequency estimates from pools showed almost perfect correlation (Lin's concordance = 0.98) with allele frequencies at 93 single nucleotide polymorphisms measured directly from individual infections, giving us confidence in the accuracy of this approach. By mapping genome-wide divergence (FST) between pools of drug-resistant and drug-sensitive parasites, we identified two large (>150 kb) regions (on chrs. 13 and 14) and 17 smaller candidate genome regions. To identify individual genes within these genome regions, we resequenced an additional 38 parasite genomes (16 slow and 22 fast-clearing) and performed rare variant association tests. These confirmed kelch as a major molecular marker for ART resistance (P = 6.03 × 10-6). This two-tier approach is powerful because pooled sequencing rapidly narrows down genome regions of interest, while targeted rare variant association testing within these regions can pinpoint the genetic basis of resistance. We show that our approach is robust to recurrent mutation and the generation of soft selective sweeps, which are predicted to be common in pathogen populations with large effective population sizes, and may confound more traditional gene mapping approaches.
author2 Texas Biomedical Research Institute
author_facet Texas Biomedical Research Institute
Ian H. Cheeseman
Marina McDew-White
Aung Pyae Phyo
Kanlaya Sriprawat
Francois Nosten
Timothy J.C. Anderson
format Article
author Ian H. Cheeseman
Marina McDew-White
Aung Pyae Phyo
Kanlaya Sriprawat
Francois Nosten
Timothy J.C. Anderson
author_sort Ian H. Cheeseman
title Pooled sequencing and rare variant association tests for identifying the determinants of emerging drug resistance in malaria parasites
title_short Pooled sequencing and rare variant association tests for identifying the determinants of emerging drug resistance in malaria parasites
title_full Pooled sequencing and rare variant association tests for identifying the determinants of emerging drug resistance in malaria parasites
title_fullStr Pooled sequencing and rare variant association tests for identifying the determinants of emerging drug resistance in malaria parasites
title_full_unstemmed Pooled sequencing and rare variant association tests for identifying the determinants of emerging drug resistance in malaria parasites
title_sort pooled sequencing and rare variant association tests for identifying the determinants of emerging drug resistance in malaria parasites
publishDate 2018
url https://repository.li.mahidol.ac.th/handle/123456789/35179
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