Development and validation of a RNA binding protein gene pair-associated prognostic signature for prediction of overall survival in hepatocellular carcinoma

Biomed Eng Online. 2020 Sep 1;19(1):68. doi: 10.1186/s12938-020-00812-0.

Abstract

Background: Increasing evidence has demonstrated the correlation between hepatocellular carcinoma (HCC) prognosis and RNA binding proteins (RBPs) dysregulation. Thus, we aimed to develop and validate a reliable prognostic signature that can estimate the prognosis for HCC.

Methods: Gene expression profiling and clinical information of 374 HCC patients were derived from the TCGA data portal. The survival-related RBP pairs were determined using univariate cox-regression analysis and the signature was built based on LASSO analysis. All patients were divided patients into high-and low-risk groups according to the optimal cut off of the signature score determined by time-dependent receiver operating characteristic (ROC) curve analysis. The predictive value of the signature was further validated in an independent cohort.

Results: A 37-RBP pairs signature consisting of 61 unique genes was constructed which was significantly associated with the survival. The RBP-related signature accurately predicted the prognosis of HCC patients, and patients in high-risk groups showed poor survival in two cohorts. The novel signature was an independent prognostic factor of HCC in two cohorts (all P < 0.001). Furthermore, the C-index of the prognostic model was 0.799, which was higher than that of many established risk models. Pathway and process enrichment analysis showed that the 61 unique genes were mainly enriched in translation, ncRNA metabolic process, RNA splicing, RNA modification, and translational termination.

Conclusion: The novel proposed RBP-related signature based on relative expression orderings could serve as a promising independent prognostic biomarker for patients with HCC, and could improve the individualized survival prediction in HCC.

Keywords: Hepatocellular carcinoma; Overall survival; RNA binding protein; Signature.

MeSH terms

  • Carcinoma, Hepatocellular / diagnosis*
  • Carcinoma, Hepatocellular / genetics*
  • Female
  • Gene Expression Profiling*
  • Humans
  • Liver Neoplasms / diagnosis*
  • Liver Neoplasms / genetics*
  • Male
  • Middle Aged
  • Prognosis
  • RNA-Binding Proteins / genetics*
  • Reproducibility of Results
  • Survival Analysis

Substances

  • RNA-Binding Proteins