A microRNA panel compared to environmental and polygenic scores for colorectal cancer risk prediction

Nat Commun. 2021 Aug 10;12(1):4811. doi: 10.1038/s41467-021-25067-8.

Abstract

Circulating microRNAs (miRNAs) could improve colorectal cancer (CRC) risk prediction. Here, we derive a blood-based miRNA panel and evaluate its ability to predict CRC occurrence in a population-based cohort of adults aged 50-75 years. Forty-one miRNAs are preselected from independent studies and measured by quantitative-real-time-polymerase-chain-reaction in serum collected at baseline of 198 participants who develop CRC during 14 years of follow-up and 178 randomly selected controls. A 7-miRNA score is derived by logistic regression. Its predictive ability, quantified by the optimism-corrected area-under-the-receiver-operating-characteristic-curve (AUC) using .632+ bootstrap is 0.794. Predictive ability is compared to that of an environmental risk score (ERS) based on known risk factors and a polygenic risk score (PRS) based on 140 previously identified single-nucleotide-polymorphisms. In participants with all scores available, optimism-corrected-AUC is 0.802 for the 7-miRNA score, while AUC (95% CI) is 0.557 (0.498-0.616) for the ERS and 0.622 (0.564-0.681) for the PRS.

Publication types

  • Comparative Study
  • Research Support, Non-U.S. Gov't

MeSH terms

  • Aged
  • Aged, 80 and over
  • Biomarkers, Tumor / blood
  • Biomarkers, Tumor / genetics*
  • Colorectal Neoplasms / blood
  • Colorectal Neoplasms / diagnosis
  • Colorectal Neoplasms / genetics*
  • Female
  • Gene Expression Regulation, Neoplastic*
  • Humans
  • Logistic Models
  • Male
  • MicroRNAs / blood
  • MicroRNAs / genetics*
  • Middle Aged
  • Multifactorial Inheritance / genetics*
  • Polymorphism, Single Nucleotide*
  • Prospective Studies
  • ROC Curve
  • Real-Time Polymerase Chain Reaction / methods
  • Risk Factors

Substances

  • Biomarkers, Tumor
  • MicroRNAs