Machine learning enables pan-cancer identification of mutational hotspots at persistent CTCF binding sites

Nucleic Acids Res. 2024 Aug 12;52(14):8086-8099. doi: 10.1093/nar/gkae530.

Abstract

CCCTC-binding factor (CTCF) is an insulator protein that binds to a highly conserved DNA motif and facilitates regulation of three-dimensional (3D) nuclear architecture and transcription. CTCF binding sites (CTCF-BSs) reside in non-coding DNA and are frequently mutated in cancer. Our previous study identified a small subclass of CTCF-BSs that are resistant to CTCF knock down, termed persistent CTCF binding sites (P-CTCF-BSs). P-CTCF-BSs show high binding conservation and potentially regulate cell-type constitutive 3D chromatin architecture. Here, using ICGC sequencing data we made the striking observation that P-CTCF-BSs display a highly elevated mutation rate in breast and prostate cancer when compared to all CTCF-BSs. To address whether P-CTCF-BS mutations are also enriched in other cell-types, we developed CTCF-INSITE-a tool utilising machine learning to predict persistence based on genetic and epigenetic features of experimentally-determined P-CTCF-BSs. Notably, predicted P-CTCF-BSs also show a significantly elevated mutational burden in all 12 cancer-types tested. Enrichment was even stronger for P-CTCF-BS mutations with predicted functional impact to CTCF binding and chromatin looping. Using in vitro binding assays we validated that P-CTCF-BS cancer mutations, predicted to be disruptive, indeed reduced CTCF binding. Together this study reveals a new subclass of cancer specific CTCF-BS DNA mutations and provides insights into their importance in genome organization in a pan-cancer setting.

MeSH terms

  • Binding Sites / genetics
  • Breast Neoplasms / genetics
  • Breast Neoplasms / metabolism
  • CCCTC-Binding Factor* / genetics
  • CCCTC-Binding Factor* / metabolism
  • Chromatin / genetics
  • Chromatin / metabolism
  • Female
  • Humans
  • Machine Learning*
  • Male
  • Mutation*
  • Neoplasms / genetics
  • Neoplasms / metabolism
  • Prostatic Neoplasms / genetics
  • Prostatic Neoplasms / metabolism
  • Protein Binding

Substances

  • CCCTC-Binding Factor
  • CTCF protein, human
  • Chromatin