Pooled Sequencing and Rare Variant Association Tests for Identifying the Determinants of Emerging Drug Resistance in Malaria Parasites

被引:29
作者
Cheeseman, Ian H. [1 ]
McDew-White, Marina [1 ]
Phyo, Aung Pyae [2 ]
Sriprawat, Kanlaya [2 ]
Nosten, Francois [2 ,3 ]
Anderson, Timothy J. C. [1 ]
机构
[1] Texas Biomed Res Inst, San Antonio, TX 78245 USA
[2] Mahidol Univ, Fac Trop Med, Shoklo Malaria Res Unit, Mahidol Oxford Trop Med Res Unit, Mae Sot, Thailand
[3] Univ Oxford, Nuffield Dept Med, Ctr Trop Med, Oxford, England
基金
英国惠康基金; 美国国家卫生研究院;
关键词
drug resistance; malaria; pooled sequencing; rare variants; PLASMODIUM-FALCIPARUM; ARTEMISININ RESISTANCE; NEXT-GENERATION; ARTIFICIAL SELECTION; GENETIC DIVERSITY; SOFT SWEEPS; GENOME; ADAPTATION; POPULATION; DNA;
D O I
10.1093/molbev/msu397
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
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 (similar to 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 (F-ST) 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 x 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.
引用
收藏
页码:1080 / 1090
页数:11
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