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纳米孔测序用于检测多种形式DNA修饰的批判性评估。

Critical assessment of nanopore sequencing for the detection of multiple forms of DNA modifications.

作者信息

Kong Yimeng, Zhang Yanchun, Mead Edward A, Chen Hao, Loo Christian E, Fan Yu, Ni Mi, Zhang Xue-Song, Kohli Rahul M, Fang Gang

机构信息

Department of Genetics and Genomic Sciences, Icahn School of Medicine at Mount Sinai, New York, NY, USA.

Center of Clinical Laboratory Medicine, Zhongda Hospital, School of Medicine, Advanced Institute for Life and Health, Southeast University, Nanjing, China.

出版信息

bioRxiv. 2024 Nov 19:2024.11.19.624260. doi: 10.1101/2024.11.19.624260.

Abstract

While nanopore sequencing is increasingly used for mapping DNA modifications, it is important to recognize false positive calls as they can mislead biological interpretations. To assist biologists and methods developers, we describe a framework for rigorous evaluation that highlights the use of false discovery rate with rationally designed negative controls capturing both general background and confounding modifications. Our critical assessment across multiple forms of DNA modifications highlights that while nanopore sequencing performs reliably for high-abundance modifications, including 5-methylcytosine (5mC) at CpG sites in mammalian cells and 5-hydroxymethylcytosine (5hmC) in mammalian brain cells, it makes a significant proportion of false positive detections for low-abundance modifications, such as 5mC at CpH sites, 5hmC and N6-methyldeoxyadenine (6mA) in most mammal cell types. This study highlights the urgent need to incorporate this framework in future methods development and biological studies, and advocates prioritizing nanopore sequencing for mapping abundant over rare modifications in biomedical applications.

摘要

虽然纳米孔测序越来越多地用于绘制DNA修饰图谱,但重要的是要识别假阳性结果,因为它们可能会误导生物学解释。为了帮助生物学家和方法开发者,我们描述了一个严格评估的框架,该框架强调使用错误发现率,并通过合理设计的阴性对照来捕获一般背景和混杂修饰。我们对多种形式的DNA修饰进行的批判性评估表明,虽然纳米孔测序对于高丰度修饰(包括哺乳动物细胞中CpG位点的5-甲基胞嘧啶(5mC)和哺乳动物脑细胞中的5-羟甲基胞嘧啶(5hmC))能够可靠地发挥作用,但对于低丰度修饰(如大多数哺乳动物细胞类型中CpH位点的5mC、5hmC和N6-甲基脱氧腺嘌呤(6mA)),它会产生相当比例的假阳性检测结果。这项研究强调了在未来的方法开发和生物学研究中纳入这一框架的迫切需求,并主张在生物医学应用中,优先使用纳米孔测序来绘制丰富的修饰图谱,而不是罕见的修饰图谱。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4f03/11601653/f1bb872b7261/nihpp-2024.11.19.624260v1-f0001.jpg

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