The Identification and Validation of Two Heterogenous Subtypes and a Risk Signature Based on Ferroptosis in Hepatocellular Carcinoma

BackgroundFerroptosis is essential for tumorigenesis and progression of hepatocellular carcinoma (HCC). The heterogeneity of ferroptosis and its relationship with tumor microenvironment (TME) have still remain elusive.MethodsBased on 74 ferroptosis related genes (FRGs) and 3,933 HCC samples from 32...

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Main Authors: Zaoqu Liu, Libo Wang, Long Liu, Taoyuan Lu, Dechao Jiao, Yuling Sun, Xinwei Han
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-03-01
Series:Frontiers in Oncology
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fonc.2021.619242/full
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spelling doaj-eb47e234d46748feaa09586e759f3f982021-03-02T07:57:48ZengFrontiers Media S.A.Frontiers in Oncology2234-943X2021-03-011110.3389/fonc.2021.619242619242The Identification and Validation of Two Heterogenous Subtypes and a Risk Signature Based on Ferroptosis in Hepatocellular CarcinomaZaoqu Liu0Libo Wang1Libo Wang2Libo Wang3Long Liu4Taoyuan Lu5Dechao Jiao6Yuling Sun7Yuling Sun8Yuling Sun9Xinwei Han10Department of Interventional Radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, ChinaDepartment of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, ChinaInstitute of Hepatobiliary and Pancreatic Diseases, Zhengzhou University, Zhengzhou, ChinaZhengzhou Basic and Clinical Key Laboratory of Hepatopancreatobiliary Diseases, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, ChinaDepartment of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, ChinaDepartment of Cerebrovascular Disease, Zhengzhou University People’s Hospital, Zhengzhou, ChinaDepartment of Interventional Radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, ChinaDepartment of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, ChinaInstitute of Hepatobiliary and Pancreatic Diseases, Zhengzhou University, Zhengzhou, ChinaZhengzhou Basic and Clinical Key Laboratory of Hepatopancreatobiliary Diseases, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, ChinaDepartment of Interventional Radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, ChinaBackgroundFerroptosis is essential for tumorigenesis and progression of hepatocellular carcinoma (HCC). The heterogeneity of ferroptosis and its relationship with tumor microenvironment (TME) have still remain elusive.MethodsBased on 74 ferroptosis related genes (FRGs) and 3,933 HCC samples from 32 datasets, we comprehensively explored the heterogenous ferroptosis subtypes. The clinical significance, functional status, immune infiltration, immune escape mechanisms, and genomic alterations of different subtypes were further investigated.ResultsWe identified and validated two heterogeneous ferroptosis subtypes: C1 was metabolismlowimmunityhigh subtype and C2 was metabolismhighimmunitylow subtype. Compared to C2, C1 owned worse prognosis, and C1 tended to occur in the patients with clinical characteristics such as younger, female, advanced stage, higher grade, vascular invasion. C1 and C2 were more sensitive to immunotherapy and sorafenib, respectively. The immune escape mechanisms of C1 might be accumulating more immunosuppressive cells, inhibitory cytokines, and immune checkpoints, while C2 was mainly associated with inferior immunogenicity, defecting in antigen presentation, and lacking leukocytes. In addition, C1 was characterized by BAP1 mutation, MYC amplification, and SCD1 methylation, while C2 was characterized by the significant alterations in cell cycle and chromatin remodeling processes. We also constructed and validated a robust and promising signature termed ferroptosis related risk score (FRRS) for assessing prognosis and immunotherapy.ConclusionWe identified and validated two heterogeneous ferroptosis subtypes and a reliable risk signature which used to assess prognosis and immunotherapy. Our results facilitated the understood of ferroptosis as well as clinical management and precise therapy of HCC.https://www.frontiersin.org/articles/10.3389/fonc.2021.619242/fullferroptosishepatocellular carcinomatumor microenvironmentmolecular subtypeimmunotherapy
collection DOAJ
language English
format Article
sources DOAJ
author Zaoqu Liu
Libo Wang
Libo Wang
Libo Wang
Long Liu
Taoyuan Lu
Dechao Jiao
Yuling Sun
Yuling Sun
Yuling Sun
Xinwei Han
spellingShingle Zaoqu Liu
Libo Wang
Libo Wang
Libo Wang
Long Liu
Taoyuan Lu
Dechao Jiao
Yuling Sun
Yuling Sun
Yuling Sun
Xinwei Han
The Identification and Validation of Two Heterogenous Subtypes and a Risk Signature Based on Ferroptosis in Hepatocellular Carcinoma
Frontiers in Oncology
ferroptosis
hepatocellular carcinoma
tumor microenvironment
molecular subtype
immunotherapy
author_facet Zaoqu Liu
Libo Wang
Libo Wang
Libo Wang
Long Liu
Taoyuan Lu
Dechao Jiao
Yuling Sun
Yuling Sun
Yuling Sun
Xinwei Han
author_sort Zaoqu Liu
title The Identification and Validation of Two Heterogenous Subtypes and a Risk Signature Based on Ferroptosis in Hepatocellular Carcinoma
title_short The Identification and Validation of Two Heterogenous Subtypes and a Risk Signature Based on Ferroptosis in Hepatocellular Carcinoma
title_full The Identification and Validation of Two Heterogenous Subtypes and a Risk Signature Based on Ferroptosis in Hepatocellular Carcinoma
title_fullStr The Identification and Validation of Two Heterogenous Subtypes and a Risk Signature Based on Ferroptosis in Hepatocellular Carcinoma
title_full_unstemmed The Identification and Validation of Two Heterogenous Subtypes and a Risk Signature Based on Ferroptosis in Hepatocellular Carcinoma
title_sort identification and validation of two heterogenous subtypes and a risk signature based on ferroptosis in hepatocellular carcinoma
publisher Frontiers Media S.A.
series Frontiers in Oncology
issn 2234-943X
publishDate 2021-03-01
description BackgroundFerroptosis is essential for tumorigenesis and progression of hepatocellular carcinoma (HCC). The heterogeneity of ferroptosis and its relationship with tumor microenvironment (TME) have still remain elusive.MethodsBased on 74 ferroptosis related genes (FRGs) and 3,933 HCC samples from 32 datasets, we comprehensively explored the heterogenous ferroptosis subtypes. The clinical significance, functional status, immune infiltration, immune escape mechanisms, and genomic alterations of different subtypes were further investigated.ResultsWe identified and validated two heterogeneous ferroptosis subtypes: C1 was metabolismlowimmunityhigh subtype and C2 was metabolismhighimmunitylow subtype. Compared to C2, C1 owned worse prognosis, and C1 tended to occur in the patients with clinical characteristics such as younger, female, advanced stage, higher grade, vascular invasion. C1 and C2 were more sensitive to immunotherapy and sorafenib, respectively. The immune escape mechanisms of C1 might be accumulating more immunosuppressive cells, inhibitory cytokines, and immune checkpoints, while C2 was mainly associated with inferior immunogenicity, defecting in antigen presentation, and lacking leukocytes. In addition, C1 was characterized by BAP1 mutation, MYC amplification, and SCD1 methylation, while C2 was characterized by the significant alterations in cell cycle and chromatin remodeling processes. We also constructed and validated a robust and promising signature termed ferroptosis related risk score (FRRS) for assessing prognosis and immunotherapy.ConclusionWe identified and validated two heterogeneous ferroptosis subtypes and a reliable risk signature which used to assess prognosis and immunotherapy. Our results facilitated the understood of ferroptosis as well as clinical management and precise therapy of HCC.
topic ferroptosis
hepatocellular carcinoma
tumor microenvironment
molecular subtype
immunotherapy
url https://www.frontiersin.org/articles/10.3389/fonc.2021.619242/full
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