Benchmark of the Oxford Nanopore, EM-seq, and HumanMethylationEPIC BeadChip for the detection of the 5mC sites in cancer and normal samples

Kseniia A. Deinichenko, Valentina G. Vynogradskaya, P. A. Grebnev, V. M. Mikova, Dmitriy O. Bobylev, Abusaid M Shaymardanov, A. A. Ivashechkin, M. V. Erokhina, A. Akinshina, Anna V. Semyanihina, S. I. Mitrofanov, Konstantin S. Grammatikati, V. Yudin, Sergey M. Yudin, A. Makhotenko, A. A. Keskinov, S. Kraevoy, Anna S Makarova, E. A. Snigir, Dmitry V Svetlichnyy, V. I. Skvortsova
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Abstract

Introduction: Whole-genome DNA methylation identification is crucial for profiling physiologically and clinically relevant epigenetic changes. Although there are multiple experimental methods, their accuracy, advantages, and disadvantages need to be investigated in their application to complex tissue objects. In this study, we performed a benchmark of 5mC detection with Oxford Nanopore and enzymatic methyl-sequencing (EM-seq) methods.Material and Methods: To this end, we profiled in a genome-wide manner 5mC sites in colorectal tumors and normal tissues for three patients and applied the HumanMethylationEPIC BeadChip as an additional control approach. We estimated the whole-genome scale of the methylation detection that each method yields.Results: Our investigation describes the sensitivity and specificity of each platform and the impact that sequencing coverage brings. Our analysis revealed the higher sensitivity and specificity of Nanopore sequencing over the EM-seq method. Moreover, Oxford Nanopore Technology (ONT) sequencing, followed by Megalodon methylation detection, demonstrates better quantitative agreement of the epigenetic signals between biological replicates. Furthermore, our analysis highlights that with 40× and above coverage, EM-seq slightly outperforms ONT and yields highly accurate detection of the 5mC signals (AuPR = 0.99178 and AuROC = 0.98161).Conclusion: The study was performed on colon cancer and adjacent normal tissue samples, placing our investigation close to the real application of methylation studies in oncology.
牛津纳米孔、EM-seq 和 HumanMethylationEPIC BeadChip 检测癌症和正常样本中 5mC 位点的基准测试
导言:全基因组 DNA 甲基化鉴定对于剖析生理和临床相关的表观遗传变化至关重要。虽然有多种实验方法,但在应用于复杂的组织对象时,其准确性、优缺点仍有待研究。在本研究中,我们用牛津纳米孔和酶法甲基测序(EM-seq)方法对 5mC 检测进行了基准测试:为此,我们以全基因组的方式分析了三名患者结直肠肿瘤和正常组织中的 5mC 位点,并将 HumanMethylationEPIC BeadChip 作为额外的对照方法。我们估算了每种方法产生的甲基化检测的全基因组规模:我们的调查描述了每种平台的灵敏度和特异性,以及测序覆盖率带来的影响。我们的分析表明,与 EM-seq 方法相比,纳米孔测序具有更高的灵敏度和特异性。此外,牛津纳米孔技术(ONT)测序和 Megalodon 甲基化检测能更好地显示生物重复序列之间表观遗传信号的定量一致性。此外,我们的分析还表明,在 40 倍及以上的覆盖率下,EM-seq 稍微优于 ONT,并能高度准确地检测到 5mC 信号(AuPR = 0.99178 和 AuROC = 0.98161):本研究的对象是结肠癌和邻近的正常组织样本,这使我们的研究接近于甲基化研究在肿瘤学中的实际应用。
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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