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Amplicon-based semiconductor sequencing of human exomes: performance evaluation and optimization strategies

机译:人类外显子的基于扩增子的半导体测序:性能评估和优化策略

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摘要

The Ion Proton platform allows to perform whole exome sequencing (WES) at low cost, providing rapid turnaround time and great flexibility. Products for WES on Ion Proton system include the AmpliSeq Exome kit and the recently introduced HiQ sequencing chemistry. Here, we used gold standard variants from GIAB consortium to assess the performances in variants identification, characterize the erroneous calls and develop a filtering strategy to reduce false positives. The AmpliSeq Exome kit captures a large fraction of bases (>94 %) in human CDS, ClinVar genes and ACMG genes, but with 2,041 (7 %), 449 (13 %) and 11 (19 %) genes not fully represented, respectively. Overall, 515 protein coding genes contain hard-to-sequence regions, including 90 genes from ClinVar. Performance in variants detection was maximum at mean coverage >120×, while at 90× and 70× we measured a loss of variants of 3.2 and 4.5 %, respectively. WES using HiQ chemistry showed ~71/97.5 % sensitivity, ~37/2 % FDR and ~0.66/0.98 F1 score for indels and SNPs, respectively. The proposed low, medium or high-stringency filters reduced the amount of false positives by 10.2, 21.2 and 40.4 % for indels and 21.2, 41.9 and 68.2 % for SNP, respectively. Amplicon-based WES on Ion Proton platform using HiQ chemistry emerged as a competitive approach, with improved accuracy in variants identification. False-positive variants remain an issue for the Ion Torrent technology, but our filtering strategy can be applied to reduce erroneous variants.Electronic supplementary materialThe online version of this article (doi:10.1007/s00439-016-1656-8) contains supplementary material, which is available to authorized users.
机译:离子质子平台允许以低成本执行整个外显子组测序(WES),提供快速的周转时间和极大的灵活性。离子质子系统上的WES产品包括AmpliSeq Exome试剂盒和最近推出的HiQ测序化学试剂。在这里,我们使用了GIAB联盟的黄金标准变体来评估变体识别中的性能,表征错误的调用并制定过滤策略以减少误报。 AmpliSeq Exome试剂盒可捕获人类CDS,ClinVar基因和ACMG基因中的很大一部分碱基(> 94%),但分别没有完全代表的有2,041(7%),449(13%)和11(19%)个基因。总体而言,515个蛋白质编码基因包含难以测序的区域,其中包括90个来自ClinVar的基因。在平均覆盖率> 120倍时,变异检测的性能最高,而在90倍和70倍时,我们分别测得变异损失3.2%和4.5%。使用HiQ化学方法的WES对插入缺失和SNP的敏感性分别为〜71 / 97.5%,〜37/2%FDR和〜0.66 / 0.98 F1得分。提议的低,中或高严格性过滤器分别使插入缺失和SNP的误报率分别降低10.2%,21.2%和40.4%,对SNP降低21.2%,41.9%和68.2%。使用HiQ化学技术的基于离子质子平台的基于扩增子的WES成为一种竞争性方法,具有更高的变体识别准确性。假阳性变体仍然是离子洪流技术的一个问题,但我们的过滤策略可用于减少错误的变体。电子补充材料本文的在线版本(doi:10.1007 / s00439-016-1656-8)包含补充材料,可供授权用户使用。

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