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

机译:汇总测序和稀有变异关联测试用于确定疟疾寄生虫中新出现的耐药性的决定因素

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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 (∼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.
机译:我们探索了在东南亚疟疾寄生虫人群中,由于新兴的青蒿素(ART)耐药性,汇集测序的潜力,可快速经济地确定选择性清除。 ART耐药性是由接受ART治疗的患者血液中的寄生虫清除缓慢所定义的,并且强烈暗示了kelch基因的突变(第13章)发挥了作用。我们从泰国-缅甸边境收集了70份缓慢清除(耐药)和70份快速清除(敏感)感染的病毒库,一式三份,并将它们按高(约150倍)读取深度排序。来自库的等位基因频率估计值显示了与直接从个体感染中测得的93个单核苷酸多态性的等位基因频率几乎完全相关(林氏一致性= 0.98),这使我们对这种方法的准确性充满信心。通过绘制耐药性和药物敏感性寄生虫池之间的全基因组差异(FST),我们鉴定了两个较大的区域(> 150 kb)(在第13和14章)和17个较小的候选基因组区域。为了鉴定这些基因组区域内的单个基因,我们重新测序了另外38个寄生虫基因组(16个慢速清除和22个快速清除)并进行了罕见的变异关联测试。这些证实了kelch是抗ART的主要分子标记(P = 6.03×10 -6 )。这种两层方法之所以强大是因为合并测序可以迅速缩小目标基因组区域的范围,而在这些区域内进行有针对性的稀有变异关联测试可以查明抗性的遗传基础。我们表明,我们的方法对于反复突变和软选择扫频的生成是鲁棒的,这在具有较大有效种群规模的病原体种群中很常见,并且可能会使更多传统的基因作图方法混淆。

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