A three-mRNA status risk score has greater predictive ability compared with a lncRNA-based risk score for predicting

Wenxia Zhang1, Qiang Fu2, Kanyu Yao3

  • 1Department of Hepatobiliary Surgery, The Affiliated Hospital of Inner Mongolia Medical University, Hohhot, Inner Mongolia 010050, P.R. China.

Oncology Letters
|August 14, 2020
PubMed

Insights

A new three-messenger RNA (mRNA) risk score accurately predicts survival in hepatocellular carcinoma (HCC) patients. This mRNA-based score shows greater prognostic value than long non-coding RNA scores for HCC mortality prediction.

Area of Science:

  • Oncology
  • Genomics
  • Bioinformatics

Background:

  • Hepatocellular carcinoma (HCC) is a leading cause of cancer mortality globally.
  • Accurate prognostic tools are crucial for effective patient management and risk stratification in HCC.

Purpose of the Study:

  • To develop and validate a robust RNA-based risk score for predicting survival in hepatocellular carcinoma (HCC) patients.
  • To compare the prognostic performance of mRNA-based and long non-coding RNA (lncRNA)-based risk scores.

Main Methods:

  • Utilized The Cancer Genome Atlas (TCGA) dataset to identify differentially expressed mRNAs and lncRNAs in HCC.
  • Employed LASSO Cox proportional-hazards (Cox-PH) models to select prognostic RNAs.
  • Generated and validated mRNA and lncRNA expression and status risk scores using TCGA and independent datasets.

Main Results:

  • Identified significant differentially expressed mRNAs and lncRNAs between HCC and normal samples.
  • Developed a three-mRNA signature and a five-lncRNA signature using the LASSO Cox-PH model.
  • The three-mRNA status risk score demonstrated superior accuracy in predicting HCC patient mortality compared to other developed risk scores, including the lncRNA-based score.

Conclusions:

  • A three-mRNA status risk score, utilizing hepatitis A virus cellular receptor 1, MYCN proto-oncogene BHLH transcription factor, and stratifin, offers a valuable and robust tool for HCC risk stratification.
  • This mRNA-based risk score exhibits enhanced prognostic value over lncRNA-based scores for predicting HCC patient outcomes.