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Improved data analysis for the MinION nanopore sequencer

机译:MinION纳米孔测序仪的改进数据分析

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Speed, single-base sensitivity and long read lengths make nanopores a promising technology for high-throughput sequencing. We evaluated and optimized the performance of the MinION nanopore sequencer using M13 genomic DNA and used expectation maximization to obtain robust maximum-likelihood estimates for insertion, deletion and substitution error rates (4.9%, 7.8% and 5.1%, respectively). Over 99% of high-quality 2D MinION reads mapped to the reference at a mean identity of 85%. We present a single-nucleotide-variant detection tool that uses maximum-likelihood parameter estimates and marginalization over many possible read alignments to achieve precision and recall of up to 99%. By pairing our high-confidence alignment strategy with long MinION reads, we resolved the copy number for a cancer-testis gene family (CT47) within an unresolved region of human chromosome Xq24.
机译:速度,单碱基灵敏度和长读取长度使纳米孔成为用于高通量测序的有前途的技术。我们使用M13基因组DNA评估并优化了MinION纳米孔测序仪的性能,并使用期望最大化来获得可靠的最大似然估计,以估计插入,缺失和取代错误率(分别为4.9%,7.8%和5.1%)。超过99%的高质量2D MinION读数以85%的平均同一性映射到参考。我们提出了一种单核苷酸变异检测工具,该工具使用最大似然参数估计值并在许多可能的阅读比对中边缘化,以实现高达99%的准确率和召回率。通过将我们的高信度比对策略与长MinION读段配对,我们解决了人类染色体Xq24未解析区域内癌症睾丸基因家族(CT47)的拷贝数。

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