A Novel Oxidative Phosphorylation-Associated Gene Signature for Prognosis Prediction in Patients with Hepatocellular Carcinoma
Authors:
Open Access
- 5 September 2022
- journal article
- research article
- Published by Wiley in Disease Markers
- Vol. 2022, 1-20
Abstract
Hepatocellular carcinoma (HCC) is a common type of malignant tumor with high morbidity and mortality. The oxidative phosphorylation (OXPHOS) metabolic pathway produces adenosine triphosphate (ATP) by delivering electrons to transmembrane protein complexes in the mitochondria. This research was dedicated to identifying an OXPHOS-associated signature for the assessment of prognosis of HCC patients. A total of 371 HCC patients from the Cancer Genome Atlas (TCGA) and 231 HCC patients from the International Cancer Genome Consortium (ICGC) with RNA expression data and clinical data were employed as construction and validation cohorts, respectively. The least absolute shrinkage and selection operator (LASSO) Cox regression was applied to establish a multigene signature in the TCGA cohort, and the ICGC cohort was used for validation. The prognostic value of the risk signature was evaluated using univariate and multivariate Cox regression, Kaplan–Meier curves, and receiver operating characteristic (ROC) curves. The potential enrichment of biological functions was investigated using Gene Ontology (GO) and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses. Meanwhile, we analyzed the correlation between the risk score and the tumor microenvironment (TME). A five-gene signature including ATP6V0B, ATP6V1C1, ATP6V1E1, TIMM9, and UQCRH was identified by LASSO Cox regression to classify patients into low- and high-risk groups. ROC curve analysis indicated that the five-gene signature is a prospective prognostic factor in HCC patients. Univariate and multivariate Cox regression analyses demonstrated that the risk score was an independent prognostic factor for overall survival (OS). Functional analysis showed that differentially expressed genes (DEGs) between the low- and high-risk groups were enriched in mitosis and the cell cycle pathway. In addition, the five-gene signature was associated with innate immune cell infiltration, immune subtypes, and tumor stemness. A novel OXPHOS-associated gene signature can be used for prognostic prediction for patients with HCC.Keywords
This publication has 40 references indexed in Scilit:
- High expression of mitochondrial intermembrane chaperone TIMM9 represents a negative prognostic marker in gastric cancerJournal of the Formosan Medical Association, 2017
- GEPIA: a web server for cancer and normal gene expression profiling and interactive analysesNucleic Acids Research, 2017
- The mitochondrial hinge protein, UQCRH, is a novel prognostic factor for hepatocellular carcinomaCancer Medicine, 2017
- Tissue-specific and convergent metabolic transformation of cancer correlates with metastatic potential and patient survivalNature Communications, 2016
- Extracellular purines, purinergic receptors and tumor growthOncogene, 2016
- Identification of ubiquinol cytochrome c reductase hinge (UQCRH) as a potential diagnostic biomarker for lung adenocarcinomaOpen Biology, 2016
- Targeting mitochondria metabolism for cancer therapyNature Chemical Biology, 2014
- Aerobic Glycolysis: Meeting the Metabolic Requirements of Cell ProliferationAnnual Review of Cell and Developmental Biology, 2011
- Drug Resistance and Cellular Adaptation to Tumor Acidic pH MicroenvironmentMolecular Pharmaceutics, 2011
- THE LASSO METHOD FOR VARIABLE SELECTION IN THE COX MODELStatistics in Medicine, 1997