An easy-to-use pipeline to analyze amplicon-based Next Generation Sequencing results of human mitochondrial DNA from degraded samples.

IF 2.9 3区 综合性期刊 Q1 MULTIDISCIPLINARY SCIENCES PLoS ONE Pub Date : 2024-11-21 eCollection Date: 2024-01-01 DOI:10.1371/journal.pone.0311115
Daniel R Cuesta-Aguirre, Assumpció Malgosa, Cristina Santos
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Abstract

Genome and transcriptome examinations have become more common due to Next-Generation Sequencing (NGS), which significantly increases throughput and depth coverage while reducing costs and time. Mitochondrial DNA (mtDNA) is often the marker of choice in degraded samples from archaeological and forensic contexts, as its higher number of copies can improve the success of the experiment. Among other sequencing strategies, amplicon-based NGS techniques are currently being used to obtain enough data to be analyzed. There are some pipelines designed for the analysis of ancient mtDNA samples and others for the analysis of amplicon data. However, these pipelines pose a challenge for non-expert users and cannot often address both ancient and forensic DNA particularities and amplicon-based sequencing simultaneously. To overcome these challenges, a user-friendly bioinformatic tool was developed to analyze the non-coding region of human mtDNA from degraded samples recovered in archaeological and forensic contexts. The tool can be easily modified to fit the specifications of other amplicon-based NGS experiments. A comparative analysis between two tools, MarkDuplicates from Picard and dedup parameter from fastp, both designed for duplicate removal was conducted. Additionally, various thresholds of PMDtools, a specialized tool designed for extracting reads affected by post-mortem damage, were used. Finally, the depth coverage of each amplicon was correlated with its level of damage. The results obtained indicated that, for removing duplicates, dedup is a better tool since retains more non-repeated reads, that are removed by MarkDuplicates. On the other hand, a PMDS = 1 in PMDtools was the threshold that allowed better differentiation between present-day and ancient samples, in terms of damage, without losing too many reads in the process. These two bioinformatic tools were added to a pipeline designed to obtain both haplotype and haplogroup of mtDNA. Furthermore, the pipeline presented in the present study generates information about the quality and possible contamination of the sample. This pipeline is designed to automatize mtDNA analysis, however, particularly for ancient samples, some manual analyses may be required to fully validate results since the amplicons that used to be more easily recovered were the ones that had fewer reads with damage, indicating that special care must be taken for poor recovered samples.

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一种易于使用的管道,用于分析基于扩增片段的人类线粒体 DNA 下一代测序结果。
下一代测序技术(NGS)大大提高了基因组和转录组的检测效率和深度覆盖率,同时降低了成本和时间,因此基因组和转录组检测变得越来越普遍。线粒体 DNA(mtDNA)通常是考古和法医环境中退化样本的首选标记,因为其较高的拷贝数可以提高实验的成功率。在其他测序策略中,基于扩增子的 NGS 技术目前正用于获取足够的数据进行分析。有一些管道是为分析古代 mtDNA 样本而设计的,还有一些管道是为分析扩增子数据而设计的。然而,这些管道对非专业用户构成了挑战,而且往往无法同时解决古代和法医 DNA 的特殊性和基于扩增子的测序问题。为了克服这些挑战,我们开发了一种用户友好型生物信息学工具,用于分析考古和法医背景下从退化样本中提取的人类 mtDNA 的非编码区。该工具可轻松修改,以适应其他基于扩增子的 NGS 实验的规格。我们对 Picard 公司的 MarkDuplicates 和 fastp 公司的 dedup parameter 这两种工具进行了比较分析,这两种工具都是为去除重复而设计的。此外,还使用了 PMDtools 的各种阈值,这是一种专门用于提取受死后损伤影响的读数的工具。最后,将每个扩增子的深度覆盖率与其损伤程度相关联。结果表明,在去除重复数据方面,dedup 是一种更好的工具,因为它能保留更多的非重复读数,而 MarkDuplicates 则能去除这些读数。另一方面,在 PMDtools 中,PMDS = 1 是一个阈值,可以更好地区分现代样本和古代样本的损伤情况,同时又不会损失太多读数。这两个生物信息学工具被添加到一个管道中,旨在获得 mtDNA 的单体型和单体群。此外,本研究中介绍的管道还能生成有关样本质量和可能污染的信息。该管道旨在实现 mtDNA 分析的自动化,然而,特别是对于古老的样本,可能需要进行一些人工分析才能完全验证结果,因为过去更容易恢复的扩增子是那些损伤读数较少的扩增子,这表明必须特别注意恢复较差的样本。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
PLoS ONE
PLoS ONE 生物-生物学
CiteScore
6.20
自引率
5.40%
发文量
14242
审稿时长
3.7 months
期刊介绍: PLOS ONE is an international, peer-reviewed, open-access, online publication. PLOS ONE welcomes reports on primary research from any scientific discipline. It provides: * Open-access—freely accessible online, authors retain copyright * Fast publication times * Peer review by expert, practicing researchers * Post-publication tools to indicate quality and impact * Community-based dialogue on articles * Worldwide media coverage
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