A Novel Nine-lncRNA Risk Signature Correlates With Immunotherapy in Hepatocellular Carcinoma

BackgroundHepatocellular carcinoma is one of the most common malignant tumors with a very high mortality rate. The emergence of immunotherapy has brought hope for the cure of hepatocellular carcinoma. Only a small number of patients respond to immune checkpoint inhibitors, and ferroptosis and tertia...

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Main Authors: Ye Nie, Jianhui Li, Wenlong Wu, Dongnan Guo, Xinjun Lei, Tianchen Zhang, Yanfang Wang, Zhenzhen Mao, Xuan Zhang, Wenjie Song
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-09-01
Series:Frontiers in Oncology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2021.706915/full
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language English
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author Ye Nie
Ye Nie
Jianhui Li
Jianhui Li
Wenlong Wu
Dongnan Guo
Xinjun Lei
Xinjun Lei
Tianchen Zhang
Tianchen Zhang
Yanfang Wang
Yanfang Wang
Zhenzhen Mao
Zhenzhen Mao
Xuan Zhang
Wenjie Song
spellingShingle Ye Nie
Ye Nie
Jianhui Li
Jianhui Li
Wenlong Wu
Dongnan Guo
Xinjun Lei
Xinjun Lei
Tianchen Zhang
Tianchen Zhang
Yanfang Wang
Yanfang Wang
Zhenzhen Mao
Zhenzhen Mao
Xuan Zhang
Wenjie Song
A Novel Nine-lncRNA Risk Signature Correlates With Immunotherapy in Hepatocellular Carcinoma
Frontiers in Oncology
hepatocellular carcinoma
prognosis
tumor-infiltrating lymphocytes
immunotherapy response
tertiary lymphoid structure
ferroptosis
author_facet Ye Nie
Ye Nie
Jianhui Li
Jianhui Li
Wenlong Wu
Dongnan Guo
Xinjun Lei
Xinjun Lei
Tianchen Zhang
Tianchen Zhang
Yanfang Wang
Yanfang Wang
Zhenzhen Mao
Zhenzhen Mao
Xuan Zhang
Wenjie Song
author_sort Ye Nie
title A Novel Nine-lncRNA Risk Signature Correlates With Immunotherapy in Hepatocellular Carcinoma
title_short A Novel Nine-lncRNA Risk Signature Correlates With Immunotherapy in Hepatocellular Carcinoma
title_full A Novel Nine-lncRNA Risk Signature Correlates With Immunotherapy in Hepatocellular Carcinoma
title_fullStr A Novel Nine-lncRNA Risk Signature Correlates With Immunotherapy in Hepatocellular Carcinoma
title_full_unstemmed A Novel Nine-lncRNA Risk Signature Correlates With Immunotherapy in Hepatocellular Carcinoma
title_sort novel nine-lncrna risk signature correlates with immunotherapy in hepatocellular carcinoma
publisher Frontiers Media S.A.
series Frontiers in Oncology
issn 2234-943X
publishDate 2021-09-01
description BackgroundHepatocellular carcinoma is one of the most common malignant tumors with a very high mortality rate. The emergence of immunotherapy has brought hope for the cure of hepatocellular carcinoma. Only a small number of patients respond to immune checkpoint inhibitors, and ferroptosis and tertiary lymphoid structure contribute to the increased response rate of immune checkpoint inhibitors; thus, we first need to identify those who are sensitive to immunotherapy and then develop different methods to improve sensitivity for different groups.MethodsThe sequencing data of hepatocellular carcinoma from The Cancer Genome Atlas and Gene Expression Omnibus was downloaded to identify the immune-related long non-coding RNAs (lncRNAs). LncRNAs related to survival data were screened out, and a risk signature was established using Cox proportional hazard regression model. R software was used to calculate the riskScore of each patient, and the patients were divided into high- and low-risk groups. The prognostic value of riskScore and its application in clinical chemotherapeutic drugs were confirmed. The relationship between riskScore and immune checkpoint genes, ferroptosis genes, and genes related to tertiary lymphoid structure formation was analyzed by Spearman method. TIMER, CIBERSORT, ssGSEA, and ImmuCellAI were used to evaluate the relative number of lymphocytes in tumor. The Wilcoxon signed-rank test confirmed differences in immunophenoscore between the high- and low-risk groups.ResultsData analysis revealed that our signature could well predict the 1-, 2-, 3-, and 5-year survival rates of hepatocellular carcinoma and to predict susceptible populations with Sorafenib. The risk signature were significantly correlated with immune checkpoint genes, ferroptosis genes, and tertiary lymphoid structure-forming genes, and predicted tumor-infiltrating lymphocyte status. There was a significant difference in IPS scores between the low-risk group and the high-risk group, while the low-risk group had higher scores.ConclusionThe riskScore obtained from an immune-related lncRNA signature could successfully predict the survival time and reflect the efficacy of immune checkpoint inhibitors. More importantly, it is possible to select different treatments for different hepatocellular carcinoma patients that increase the response rate of immune checkpoint inhibitors and will help improve the individualized treatment of hepatocellular carcinoma.
topic hepatocellular carcinoma
prognosis
tumor-infiltrating lymphocytes
immunotherapy response
tertiary lymphoid structure
ferroptosis
url https://www.frontiersin.org/articles/10.3389/fonc.2021.706915/full
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spelling doaj-e8dcd09201e943c2a33a2c7bd0f9b11e2021-09-15T04:34:40ZengFrontiers Media S.A.Frontiers in Oncology2234-943X2021-09-011110.3389/fonc.2021.706915706915A Novel Nine-lncRNA Risk Signature Correlates With Immunotherapy in Hepatocellular CarcinomaYe Nie0Ye Nie1Jianhui Li2Jianhui Li3Wenlong Wu4Dongnan Guo5Xinjun Lei6Xinjun Lei7Tianchen Zhang8Tianchen Zhang9Yanfang Wang10Yanfang Wang11Zhenzhen Mao12Zhenzhen Mao13Xuan Zhang14Wenjie Song15Xi’an Medical University, Xi’an, ChinaDepartment of Hepatobiliary Surgery, Xijing Hospital, The Fourth Military Medical University, Xi’an, ChinaXi’an Medical University, Xi’an, ChinaDepartment of Hepatobiliary Surgery, Xijing Hospital, The Fourth Military Medical University, Xi’an, ChinaDepartment of Hepatobiliary Surgery, Xijing Hospital, The Fourth Military Medical University, Xi’an, ChinaSchool of Pharmacy, Health Science Center, Xi’an Jiaotong University, Xi’an, ChinaXi’an Medical University, Xi’an, ChinaDepartment of Hepatobiliary Surgery, Xijing Hospital, The Fourth Military Medical University, Xi’an, ChinaXi’an Medical University, Xi’an, ChinaDepartment of Hepatobiliary Surgery, Xijing Hospital, The Fourth Military Medical University, Xi’an, ChinaXi’an Medical University, Xi’an, ChinaDepartment of Hepatobiliary Surgery, Xijing Hospital, The Fourth Military Medical University, Xi’an, ChinaXi’an Medical University, Xi’an, ChinaDepartment of Hepatobiliary Surgery, Xijing Hospital, The Fourth Military Medical University, Xi’an, ChinaDepartment of Hepatobiliary Surgery, Xijing Hospital, The Fourth Military Medical University, Xi’an, ChinaDepartment of Hepatobiliary Surgery, Xijing Hospital, The Fourth Military Medical University, Xi’an, ChinaBackgroundHepatocellular carcinoma is one of the most common malignant tumors with a very high mortality rate. The emergence of immunotherapy has brought hope for the cure of hepatocellular carcinoma. Only a small number of patients respond to immune checkpoint inhibitors, and ferroptosis and tertiary lymphoid structure contribute to the increased response rate of immune checkpoint inhibitors; thus, we first need to identify those who are sensitive to immunotherapy and then develop different methods to improve sensitivity for different groups.MethodsThe sequencing data of hepatocellular carcinoma from The Cancer Genome Atlas and Gene Expression Omnibus was downloaded to identify the immune-related long non-coding RNAs (lncRNAs). LncRNAs related to survival data were screened out, and a risk signature was established using Cox proportional hazard regression model. R software was used to calculate the riskScore of each patient, and the patients were divided into high- and low-risk groups. The prognostic value of riskScore and its application in clinical chemotherapeutic drugs were confirmed. The relationship between riskScore and immune checkpoint genes, ferroptosis genes, and genes related to tertiary lymphoid structure formation was analyzed by Spearman method. TIMER, CIBERSORT, ssGSEA, and ImmuCellAI were used to evaluate the relative number of lymphocytes in tumor. The Wilcoxon signed-rank test confirmed differences in immunophenoscore between the high- and low-risk groups.ResultsData analysis revealed that our signature could well predict the 1-, 2-, 3-, and 5-year survival rates of hepatocellular carcinoma and to predict susceptible populations with Sorafenib. The risk signature were significantly correlated with immune checkpoint genes, ferroptosis genes, and tertiary lymphoid structure-forming genes, and predicted tumor-infiltrating lymphocyte status. There was a significant difference in IPS scores between the low-risk group and the high-risk group, while the low-risk group had higher scores.ConclusionThe riskScore obtained from an immune-related lncRNA signature could successfully predict the survival time and reflect the efficacy of immune checkpoint inhibitors. More importantly, it is possible to select different treatments for different hepatocellular carcinoma patients that increase the response rate of immune checkpoint inhibitors and will help improve the individualized treatment of hepatocellular carcinoma.https://www.frontiersin.org/articles/10.3389/fonc.2021.706915/fullhepatocellular carcinomaprognosistumor-infiltrating lymphocytesimmunotherapy responsetertiary lymphoid structureferroptosis