Development and Verification of the Hypoxia-Related and Immune-Associated Prognosis Signature for Hepatocellular Carcinoma

Bo Hu, Xiao-Bo Yang, Xin-Ting Sang Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100730, People’s Republic of ChinaCorrespondence: Xin-Ting SangDepartment of Liver Surgery, Peking Union Medi...

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Main Authors: Hu B, Yang XB, Sang XT
Format: Article
Language:English
Published: Dove Medical Press 2020-11-01
Series:Journal of Hepatocellular Carcinoma
Subjects:
Online Access:https://www.dovepress.com/development-and-verification-of-the-hypoxia-related-and-immune-associa-peer-reviewed-article-JHC
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spelling doaj-9866c3a0c7b546b4a0b02c895c85376c2020-11-25T04:07:03ZengDove Medical PressJournal of Hepatocellular Carcinoma2253-59692020-11-01Volume 731533059184Development and Verification of the Hypoxia-Related and Immune-Associated Prognosis Signature for Hepatocellular CarcinomaHu BYang XBSang XTBo Hu, Xiao-Bo Yang, Xin-Ting Sang Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100730, People’s Republic of ChinaCorrespondence: Xin-Ting SangDepartment of Liver Surgery, Peking Union Medical College Hospital, 1 Shuaifuyuan, Wangfujing, Beijing 100730, People’s Republic of ChinaTel +86-10-69152836Fax +86-10-69156043Email sangxt@pumch.cnBackground: It has been widely suggested that the association of hypoxia with the immune status within the microenvironment of hepatocellular carcinoma (HCC) is of great clinical significance. The present work was carried out aiming to establish the hypoxia-related and immune-associated gene signature to stratify the risks in HCC.Patients and Methods: The ssGSEA and t-SNE algorithms were utilized to estimate the immune and hypoxia statuses, respectively, using the TCGA database-derived cohort transcriptome profiles. Different immune groups are distinguished according to the ssGSEA scores, while the hypoxia-high and -low groups are inferred based on the distinct overall survival (OS) of the two groups of patients. Moreover, prognostic genes were identified using the Cox regression model in combination with the LASSO approach, which were later used to establish the hypoxia-related and immune-associated gene signature. At the same time, an ICGC cohort was used for external validation.Results: A total of 13 genes, namely, HAVCR1, PSRC1, CCNJL, PDSS1, MEX3A, EID3, EPO, PLOD2, KPNA2, CDCA8, ADAMTS5, SLC1A7 and PIGZ, were discovered by the LASSO approach for constructing a gene signature to stratify the risk of HCC. Those low-risk cases showed superior prognosis (OS) to the high-risk counterparts (p< 0.05). Moreover, it was suggested by multivariate analysis that our constructed hypoxia-related and immune-associated prognosis signature might be used as the independent factor for prognosis prediction (p< 0.001). Patients in high-risk groups had severe hypoxia, higher immune checkpoint expression such as PD-L1, and different immunocyte infiltration states (eg, higher infiltration of regulatory T cells in the high-risk group) compared with those low-risk patients.Conclusion: Our as-constructed hypoxia-related and immune-associated prognosis signature can be used as an approach to stratify the risk of HCC.Keywords: hepatocellular carcinoma, microenvironment, hypoxia, immune, prognosishttps://www.dovepress.com/development-and-verification-of-the-hypoxia-related-and-immune-associa-peer-reviewed-article-JHChepatocellular carcinomamicroenvironmenthypoxiaimmuneprognosis.
collection DOAJ
language English
format Article
sources DOAJ
author Hu B
Yang XB
Sang XT
spellingShingle Hu B
Yang XB
Sang XT
Development and Verification of the Hypoxia-Related and Immune-Associated Prognosis Signature for Hepatocellular Carcinoma
Journal of Hepatocellular Carcinoma
hepatocellular carcinoma
microenvironment
hypoxia
immune
prognosis.
author_facet Hu B
Yang XB
Sang XT
author_sort Hu B
title Development and Verification of the Hypoxia-Related and Immune-Associated Prognosis Signature for Hepatocellular Carcinoma
title_short Development and Verification of the Hypoxia-Related and Immune-Associated Prognosis Signature for Hepatocellular Carcinoma
title_full Development and Verification of the Hypoxia-Related and Immune-Associated Prognosis Signature for Hepatocellular Carcinoma
title_fullStr Development and Verification of the Hypoxia-Related and Immune-Associated Prognosis Signature for Hepatocellular Carcinoma
title_full_unstemmed Development and Verification of the Hypoxia-Related and Immune-Associated Prognosis Signature for Hepatocellular Carcinoma
title_sort development and verification of the hypoxia-related and immune-associated prognosis signature for hepatocellular carcinoma
publisher Dove Medical Press
series Journal of Hepatocellular Carcinoma
issn 2253-5969
publishDate 2020-11-01
description Bo Hu, Xiao-Bo Yang, Xin-Ting Sang Department of Liver Surgery, Peking Union Medical College Hospital, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing 100730, People’s Republic of ChinaCorrespondence: Xin-Ting SangDepartment of Liver Surgery, Peking Union Medical College Hospital, 1 Shuaifuyuan, Wangfujing, Beijing 100730, People’s Republic of ChinaTel +86-10-69152836Fax +86-10-69156043Email sangxt@pumch.cnBackground: It has been widely suggested that the association of hypoxia with the immune status within the microenvironment of hepatocellular carcinoma (HCC) is of great clinical significance. The present work was carried out aiming to establish the hypoxia-related and immune-associated gene signature to stratify the risks in HCC.Patients and Methods: The ssGSEA and t-SNE algorithms were utilized to estimate the immune and hypoxia statuses, respectively, using the TCGA database-derived cohort transcriptome profiles. Different immune groups are distinguished according to the ssGSEA scores, while the hypoxia-high and -low groups are inferred based on the distinct overall survival (OS) of the two groups of patients. Moreover, prognostic genes were identified using the Cox regression model in combination with the LASSO approach, which were later used to establish the hypoxia-related and immune-associated gene signature. At the same time, an ICGC cohort was used for external validation.Results: A total of 13 genes, namely, HAVCR1, PSRC1, CCNJL, PDSS1, MEX3A, EID3, EPO, PLOD2, KPNA2, CDCA8, ADAMTS5, SLC1A7 and PIGZ, were discovered by the LASSO approach for constructing a gene signature to stratify the risk of HCC. Those low-risk cases showed superior prognosis (OS) to the high-risk counterparts (p< 0.05). Moreover, it was suggested by multivariate analysis that our constructed hypoxia-related and immune-associated prognosis signature might be used as the independent factor for prognosis prediction (p< 0.001). Patients in high-risk groups had severe hypoxia, higher immune checkpoint expression such as PD-L1, and different immunocyte infiltration states (eg, higher infiltration of regulatory T cells in the high-risk group) compared with those low-risk patients.Conclusion: Our as-constructed hypoxia-related and immune-associated prognosis signature can be used as an approach to stratify the risk of HCC.Keywords: hepatocellular carcinoma, microenvironment, hypoxia, immune, prognosis
topic hepatocellular carcinoma
microenvironment
hypoxia
immune
prognosis.
url https://www.dovepress.com/development-and-verification-of-the-hypoxia-related-and-immune-associa-peer-reviewed-article-JHC
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