Hypoxia Molecular Characterization in Hepatocellular Carcinoma Identifies One Risk Signature and Two Nomograms for Clinical Management
Hypoxia is a universal feature in the tumor microenvironment (TME). Nonetheless, the heterogeneous hypoxia patterns of TME have still not been elucidated in hepatocellular carcinoma (HCC). Using consensus clustering algorithm and public datasets, we identified heterogeneous hypoxia subtypes. We also...
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doaj-3e8088aa46744b2db2d2345f30eb214c2021-02-15T12:53:05ZengHindawi LimitedJournal of Oncology1687-84501687-84692021-01-01202110.1155/2021/66643866664386Hypoxia Molecular Characterization in Hepatocellular Carcinoma Identifies One Risk Signature and Two Nomograms for Clinical ManagementZaoqu Liu0Long Liu1Taoyuan Lu2Libo Wang3Zhaonan Li4Dechao Jiao5Xinwei Han6Department of Interventional Radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, ChinaDepartment of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, ChinaDepartment of Cerebrovascular Disease, Zhengzhou University People’s Hospital, Zhengzhou 450003, ChinaDepartment of Hepatobiliary and Pancreatic Surgery, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, ChinaDepartment of Interventional Radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, ChinaDepartment of Interventional Radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, ChinaDepartment of Interventional Radiology, The First Affiliated Hospital of Zhengzhou University, Zhengzhou 450052, ChinaHypoxia is a universal feature in the tumor microenvironment (TME). Nonetheless, the heterogeneous hypoxia patterns of TME have still not been elucidated in hepatocellular carcinoma (HCC). Using consensus clustering algorithm and public datasets, we identified heterogeneous hypoxia subtypes. We also revealed the specific biological and clinical characteristics via bioinformatic methods. The principal component analysis algorithm was employed to develop a hypoxia-associated risk score (HARS). We identified the two hypoxia subtypes: low hypoxia pattern (C1) and high hypoxia pattern (C2). C1 was less sensitive to immunotherapy compared to C2, consistent with the lack of immune cells and immune checkpoints (ICPs) in C1, whereas C2 was the opposite. C2 displayed worse prognosis and higher sensitivity to obatoclax relative to C1, while C1 was more sensitive to sorafenib. The two subtypes also demonstrated subtype-specific genomic variations including mutation, copy number alteration, and methylation. Moreover, we developed and validated a risk signature: HARS, which had excellent performance for predicting prognosis and immunotherapy. We revealed two hypoxia subtypes with distinct biological and clinical characteristics in HCC, which enhanced the understanding of hypoxia pattern. The risk signature was a promising biomarker for predicting prognosis and immunotherapy.http://dx.doi.org/10.1155/2021/6664386 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Zaoqu Liu Long Liu Taoyuan Lu Libo Wang Zhaonan Li Dechao Jiao Xinwei Han |
spellingShingle |
Zaoqu Liu Long Liu Taoyuan Lu Libo Wang Zhaonan Li Dechao Jiao Xinwei Han Hypoxia Molecular Characterization in Hepatocellular Carcinoma Identifies One Risk Signature and Two Nomograms for Clinical Management Journal of Oncology |
author_facet |
Zaoqu Liu Long Liu Taoyuan Lu Libo Wang Zhaonan Li Dechao Jiao Xinwei Han |
author_sort |
Zaoqu Liu |
title |
Hypoxia Molecular Characterization in Hepatocellular Carcinoma Identifies One Risk Signature and Two Nomograms for Clinical Management |
title_short |
Hypoxia Molecular Characterization in Hepatocellular Carcinoma Identifies One Risk Signature and Two Nomograms for Clinical Management |
title_full |
Hypoxia Molecular Characterization in Hepatocellular Carcinoma Identifies One Risk Signature and Two Nomograms for Clinical Management |
title_fullStr |
Hypoxia Molecular Characterization in Hepatocellular Carcinoma Identifies One Risk Signature and Two Nomograms for Clinical Management |
title_full_unstemmed |
Hypoxia Molecular Characterization in Hepatocellular Carcinoma Identifies One Risk Signature and Two Nomograms for Clinical Management |
title_sort |
hypoxia molecular characterization in hepatocellular carcinoma identifies one risk signature and two nomograms for clinical management |
publisher |
Hindawi Limited |
series |
Journal of Oncology |
issn |
1687-8450 1687-8469 |
publishDate |
2021-01-01 |
description |
Hypoxia is a universal feature in the tumor microenvironment (TME). Nonetheless, the heterogeneous hypoxia patterns of TME have still not been elucidated in hepatocellular carcinoma (HCC). Using consensus clustering algorithm and public datasets, we identified heterogeneous hypoxia subtypes. We also revealed the specific biological and clinical characteristics via bioinformatic methods. The principal component analysis algorithm was employed to develop a hypoxia-associated risk score (HARS). We identified the two hypoxia subtypes: low hypoxia pattern (C1) and high hypoxia pattern (C2). C1 was less sensitive to immunotherapy compared to C2, consistent with the lack of immune cells and immune checkpoints (ICPs) in C1, whereas C2 was the opposite. C2 displayed worse prognosis and higher sensitivity to obatoclax relative to C1, while C1 was more sensitive to sorafenib. The two subtypes also demonstrated subtype-specific genomic variations including mutation, copy number alteration, and methylation. Moreover, we developed and validated a risk signature: HARS, which had excellent performance for predicting prognosis and immunotherapy. We revealed two hypoxia subtypes with distinct biological and clinical characteristics in HCC, which enhanced the understanding of hypoxia pattern. The risk signature was a promising biomarker for predicting prognosis and immunotherapy. |
url |
http://dx.doi.org/10.1155/2021/6664386 |
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