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

Brief Bioinform. 2022 Jul 18;23(4):bbac278. 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.

Keywords: DNA methylation; cancer detection; cell-free DNA; mapping pipeline; ribosomal DNA.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Carcinoma, Hepatocellular* / diagnosis
  • Carcinoma, Hepatocellular* / genetics
  • Cell-Free Nucleic Acids* / genetics
  • CpG Islands
  • DNA Methylation
  • DNA, Ribosomal / genetics
  • Humans
  • Liver Neoplasms* / diagnosis
  • Liver Neoplasms* / genetics
  • Promoter Regions, Genetic

Substances

  • Cell-Free Nucleic Acids
  • DNA, Ribosomal