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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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 |
work_keys_str_mv |
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