Identification and Validation of an Immune-Related eRNA Prognostic Signature for Hepatocellular Carcinoma
BackgroundEnhancer RNAs (eRNAs) are intergenic long non-coding RNAs (lncRNAs) that participate in the progression of malignancies by targeting tumor-related genes and immune checkpoints. However, the potential role of eRNAs in hepatocellular carcinoma (HCC) is unclear. In this study, we aimed to con...
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doaj-6ff9a5e0c0544fa6923209a83c8d20412021-06-11T09:01:44ZengFrontiers Media S.A.Frontiers in Genetics1664-80212021-06-011210.3389/fgene.2021.657051657051Identification and Validation of an Immune-Related eRNA Prognostic Signature for Hepatocellular CarcinomaShenglan Cai0Shenglan Cai1Xingwang Hu2Xingwang Hu3Xingwang Hu4Xingwang Hu5Ruochan Chen6Ruochan Chen7Yiya Zhang8Yiya Zhang9Yiya Zhang10Hunan Key Laboratory of Viral Hepatitis, Xiangya Hospital, Central South University, Changsha, ChinaDepartment of Infectious Disease, Xiangya Hospital, Central South University, Changsha, ChinaHunan Key Laboratory of Viral Hepatitis, Xiangya Hospital, Central South University, Changsha, ChinaDepartment of Infectious Disease, Xiangya Hospital, Central South University, Changsha, ChinaDepartment of Dermatology, Xiangya Hospital, Central South University, Changsha, ChinaNational Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, ChinaHunan Key Laboratory of Viral Hepatitis, Xiangya Hospital, Central South University, Changsha, ChinaDepartment of Infectious Disease, Xiangya Hospital, Central South University, Changsha, ChinaHunan Key Laboratory of Viral Hepatitis, Xiangya Hospital, Central South University, Changsha, ChinaDepartment of Dermatology, Xiangya Hospital, Central South University, Changsha, ChinaNational Clinical Research Center for Geriatric Disorders, Xiangya Hospital, Central South University, Changsha, ChinaBackgroundEnhancer RNAs (eRNAs) are intergenic long non-coding RNAs (lncRNAs) that participate in the progression of malignancies by targeting tumor-related genes and immune checkpoints. However, the potential role of eRNAs in hepatocellular carcinoma (HCC) is unclear. In this study, we aimed to construct an immune-related eRNA prognostic model that could be used to prospectively assess the prognosis of patients with HCC.MethodsGene expression profiles of patients with HCC were downloaded from The Cancer Genome Atlas (TCGA). The eRNAs co-expressed from immune genes were identified as immune-related eRNAs. Cox regression analyses were applied in a training cohort to construct an immune-related eRNA signature (IReRS), that was subsequently used to analyze a testing cohort and combination of the two cohorts. Kaplan-Meier and receiver operating characteristic (ROC) curves were used to validate the predictive effect in the three cohorts. Gene Set Enrishment Analysis (GSEA) computation was used to identify an IReRS-related signaling pathway. A web-based cell type identification by estimating relative subsets of RNA transcripts (CIBERSORT) computation was used to evaluate the relationship between the IReRS and infiltrating immune cells.ResultsA total of sixty-four immune-related eRNAs (IReRNAs) was identified in HCC, and 14 IReRNAs were associated with overall survival (OS). Five IReRNAs were used for constructing an immune-related eRNA signature (IReRS), which was shown to correlate with poor survival and to be an independent prognostic biomarker for HCC. The GSEA results showed that the IReRS was correlated to cancer-related and immune-related pathways. Moreover, we found that IReRS was correlated to infiltrating immune cells, including CD8+ T cells and M0 macrophages. Finally, differential expressions of the five risk IReRNAs in tumor tissues vs. adjacent normal tissues and their prognostic values were verified, in which the AL445524.1 may function as an oncogene that affects prognosis partly by regulating CD4-CLTA4 related genes.ConclusionOur results suggest that the IReRS could serve as a biomarker for predicting prognosis in patients with HCC. Additionally, it may be correlated to the tumor immune microenvironment and could also be used as a biomarker in immunotherapy for HCC.https://www.frontiersin.org/articles/10.3389/fgene.2021.657051/fullnon-coding RNAimmune signatureoverall survivaltumor microenvironmenthepatocellular carcinoma |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Shenglan Cai Shenglan Cai Xingwang Hu Xingwang Hu Xingwang Hu Xingwang Hu Ruochan Chen Ruochan Chen Yiya Zhang Yiya Zhang Yiya Zhang |
spellingShingle |
Shenglan Cai Shenglan Cai Xingwang Hu Xingwang Hu Xingwang Hu Xingwang Hu Ruochan Chen Ruochan Chen Yiya Zhang Yiya Zhang Yiya Zhang Identification and Validation of an Immune-Related eRNA Prognostic Signature for Hepatocellular Carcinoma Frontiers in Genetics non-coding RNA immune signature overall survival tumor microenvironment hepatocellular carcinoma |
author_facet |
Shenglan Cai Shenglan Cai Xingwang Hu Xingwang Hu Xingwang Hu Xingwang Hu Ruochan Chen Ruochan Chen Yiya Zhang Yiya Zhang Yiya Zhang |
author_sort |
Shenglan Cai |
title |
Identification and Validation of an Immune-Related eRNA Prognostic Signature for Hepatocellular Carcinoma |
title_short |
Identification and Validation of an Immune-Related eRNA Prognostic Signature for Hepatocellular Carcinoma |
title_full |
Identification and Validation of an Immune-Related eRNA Prognostic Signature for Hepatocellular Carcinoma |
title_fullStr |
Identification and Validation of an Immune-Related eRNA Prognostic Signature for Hepatocellular Carcinoma |
title_full_unstemmed |
Identification and Validation of an Immune-Related eRNA Prognostic Signature for Hepatocellular Carcinoma |
title_sort |
identification and validation of an immune-related erna prognostic signature for hepatocellular carcinoma |
publisher |
Frontiers Media S.A. |
series |
Frontiers in Genetics |
issn |
1664-8021 |
publishDate |
2021-06-01 |
description |
BackgroundEnhancer RNAs (eRNAs) are intergenic long non-coding RNAs (lncRNAs) that participate in the progression of malignancies by targeting tumor-related genes and immune checkpoints. However, the potential role of eRNAs in hepatocellular carcinoma (HCC) is unclear. In this study, we aimed to construct an immune-related eRNA prognostic model that could be used to prospectively assess the prognosis of patients with HCC.MethodsGene expression profiles of patients with HCC were downloaded from The Cancer Genome Atlas (TCGA). The eRNAs co-expressed from immune genes were identified as immune-related eRNAs. Cox regression analyses were applied in a training cohort to construct an immune-related eRNA signature (IReRS), that was subsequently used to analyze a testing cohort and combination of the two cohorts. Kaplan-Meier and receiver operating characteristic (ROC) curves were used to validate the predictive effect in the three cohorts. Gene Set Enrishment Analysis (GSEA) computation was used to identify an IReRS-related signaling pathway. A web-based cell type identification by estimating relative subsets of RNA transcripts (CIBERSORT) computation was used to evaluate the relationship between the IReRS and infiltrating immune cells.ResultsA total of sixty-four immune-related eRNAs (IReRNAs) was identified in HCC, and 14 IReRNAs were associated with overall survival (OS). Five IReRNAs were used for constructing an immune-related eRNA signature (IReRS), which was shown to correlate with poor survival and to be an independent prognostic biomarker for HCC. The GSEA results showed that the IReRS was correlated to cancer-related and immune-related pathways. Moreover, we found that IReRS was correlated to infiltrating immune cells, including CD8+ T cells and M0 macrophages. Finally, differential expressions of the five risk IReRNAs in tumor tissues vs. adjacent normal tissues and their prognostic values were verified, in which the AL445524.1 may function as an oncogene that affects prognosis partly by regulating CD4-CLTA4 related genes.ConclusionOur results suggest that the IReRS could serve as a biomarker for predicting prognosis in patients with HCC. Additionally, it may be correlated to the tumor immune microenvironment and could also be used as a biomarker in immunotherapy for HCC. |
topic |
non-coding RNA immune signature overall survival tumor microenvironment hepatocellular carcinoma |
url |
https://www.frontiersin.org/articles/10.3389/fgene.2021.657051/full |
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