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评估人核糖体 DNA 每个 CpG 位点的甲基化水平,揭示了其在使用游离细胞 DNA 进行癌症检测中的应用。

Evaluating methylation of human ribosomal DNA at each CpG site reveals its utility for cancer detection using cell-free DNA.

机构信息

Ministry of Education Key Laboratory of Bioinformatics; Center for Synthetic and Systems Biology; Beijing National Research Center for Information Science and Technology; Department of Automation, Tsinghua University, Beijing 100084, China.

Senior Department of Oncology, Fifth Medical Center of PLA General Hospital, Beijing 100039, China.

出版信息

Brief Bioinform. 2022 Jul 18;23(4). doi: 10.1093/bib/bbac278.

Abstract

Ribosomal deoxyribonucleic acid (DNA) (rDNA) repeats are tandemly located on five acrocentric chromosomes with up to hundreds of copies in the human genome. DNA methylation, the most well-studied epigenetic mechanism, has been characterized for most genomic regions across various biological contexts. However, rDNA methylation patterns remain largely unexplored due to the repetitive structure. In this study, we designed a specific mapping strategy to investigate rDNA methylation patterns at each CpG site across various physiological and pathological processes. We found that CpG sites on rDNA could be categorized into two types. One is within or adjacent to transcribed regions; the other is distal to transcribed regions. The former shows highly variable methylation levels across samples, while the latter shows stable high methylation levels in normal tissues but severe hypomethylation in tumors. We further showed that rDNA methylation profiles in plasma cell-free DNA could be used as a biomarker for cancer detection. It shows good performances on public datasets, including colorectal cancer [area under the curve (AUC) = 0.85], lung cancer (AUC = 0.84), hepatocellular carcinoma (AUC = 0.91) and in-house generated hepatocellular carcinoma dataset (AUC = 0.96) even at low genome coverage (<1×). Taken together, these findings broaden our understanding of rDNA regulation and suggest the potential utility of rDNA methylation features as disease biomarkers.

摘要

核糖体脱氧核糖核酸 (DNA) (rDNA) 重复序列位于 5 条近端着丝粒染色体上,人类基因组中多达数百个拷贝。DNA 甲基化是研究最广泛的表观遗传机制,已经在各种生物背景下的大多数基因组区域得到了描述。然而,由于 rDNA 的重复结构,rDNA 甲基化模式在很大程度上仍未被探索。在这项研究中,我们设计了一种特定的映射策略,以研究 rDNA 上每个 CpG 位点在各种生理和病理过程中的甲基化模式。我们发现 rDNA 上的 CpG 位点可以分为两种类型。一种位于转录区域内或其附近;另一种位于转录区域之外。前者在样本间显示出高度可变的甲基化水平,而后者在正常组织中表现出稳定的高甲基化水平,但在肿瘤中表现出严重的低甲基化。我们进一步表明,血浆无细胞游离 DNA 中的 rDNA 甲基化谱可作为癌症检测的生物标志物。它在包括结直肠癌 [曲线下面积 (AUC) = 0.85]、肺癌 (AUC = 0.84)、肝细胞癌 (AUC = 0.91) 和内部生成的肝细胞癌数据集 (AUC = 0.96) 在内的公共数据集上表现出良好的性能,即使在低基因组覆盖率 (<1×) 下也是如此。总之,这些发现拓宽了我们对 rDNA 调控的理解,并表明 rDNA 甲基化特征作为疾病生物标志物的潜在应用。

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