Cargando…
Identification of a Pyroptosis-Related Gene Signature for Predicting Overall Survival and Response to Immunotherapy in Hepatocellular Carcinoma
Pyroptosis is a novel kind of cellular necrosis and shown to be involved in cancer progression. However, the diverse expression, prognosis and associations with immune status of pyroptosis-related genes in Hepatocellular carcinoma (HCC) have yet to be analyzed. Herein, the expression profiles and co...
Autores principales: | , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8678488/ https://www.ncbi.nlm.nih.gov/pubmed/34925465 http://dx.doi.org/10.3389/fgene.2021.789296 |
_version_ | 1784616316739518464 |
---|---|
author | Zheng, Susu Xie, Xiaoying Guo, Xinkun Wu, Yanfang Chen, Guobin Chen, Xiaochun Wang, Meixia Xue, Tongchun Zhang, Boheng |
author_facet | Zheng, Susu Xie, Xiaoying Guo, Xinkun Wu, Yanfang Chen, Guobin Chen, Xiaochun Wang, Meixia Xue, Tongchun Zhang, Boheng |
author_sort | Zheng, Susu |
collection | PubMed |
description | Pyroptosis is a novel kind of cellular necrosis and shown to be involved in cancer progression. However, the diverse expression, prognosis and associations with immune status of pyroptosis-related genes in Hepatocellular carcinoma (HCC) have yet to be analyzed. Herein, the expression profiles and corresponding clinical characteristics of HCC samples were collected from the Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases. Then a pyroptosis-related gene signature was built by applying the least absolute shrinkage and selection operator (LASSO) Cox regression model from the TCGA cohort, while the GEO datasets were applied for verification. Twenty-four pyroptosis-related genes were found to be differentially expressed between HCC and normal samples. A five pyroptosis-related gene signature (GSDME, CASP8, SCAF11, NOD2, CASP6) was constructed according to LASSO Cox regression model. Patients in the low-risk group had better survival rates than those in the high-risk group. The risk score was proved to be an independent prognostic factor for overall survival (OS). The risk score correlated with immune infiltrations and immunotherapy responses. GSEA indicated that endocytosis, ubiquitin mediated proteolysis and regulation of autophagy were enriched in the high-risk group, while drug metabolism cytochrome P450 and tryptophan metabolism were enriched in the low-risk group. In conclusion, our pyroptosis-related gene signature can be used for survival prediction and may also predict the response of immunotherapy. |
format | Online Article Text |
id | pubmed-8678488 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-86784882021-12-18 Identification of a Pyroptosis-Related Gene Signature for Predicting Overall Survival and Response to Immunotherapy in Hepatocellular Carcinoma Zheng, Susu Xie, Xiaoying Guo, Xinkun Wu, Yanfang Chen, Guobin Chen, Xiaochun Wang, Meixia Xue, Tongchun Zhang, Boheng Front Genet Genetics Pyroptosis is a novel kind of cellular necrosis and shown to be involved in cancer progression. However, the diverse expression, prognosis and associations with immune status of pyroptosis-related genes in Hepatocellular carcinoma (HCC) have yet to be analyzed. Herein, the expression profiles and corresponding clinical characteristics of HCC samples were collected from the Cancer Genome Atlas (TCGA) and Gene Expression Omnibus (GEO) databases. Then a pyroptosis-related gene signature was built by applying the least absolute shrinkage and selection operator (LASSO) Cox regression model from the TCGA cohort, while the GEO datasets were applied for verification. Twenty-four pyroptosis-related genes were found to be differentially expressed between HCC and normal samples. A five pyroptosis-related gene signature (GSDME, CASP8, SCAF11, NOD2, CASP6) was constructed according to LASSO Cox regression model. Patients in the low-risk group had better survival rates than those in the high-risk group. The risk score was proved to be an independent prognostic factor for overall survival (OS). The risk score correlated with immune infiltrations and immunotherapy responses. GSEA indicated that endocytosis, ubiquitin mediated proteolysis and regulation of autophagy were enriched in the high-risk group, while drug metabolism cytochrome P450 and tryptophan metabolism were enriched in the low-risk group. In conclusion, our pyroptosis-related gene signature can be used for survival prediction and may also predict the response of immunotherapy. Frontiers Media S.A. 2021-12-03 /pmc/articles/PMC8678488/ /pubmed/34925465 http://dx.doi.org/10.3389/fgene.2021.789296 Text en Copyright © 2021 Zheng, Xie, Guo, Wu, Chen, Chen, Wang, Xue and Zhang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Genetics Zheng, Susu Xie, Xiaoying Guo, Xinkun Wu, Yanfang Chen, Guobin Chen, Xiaochun Wang, Meixia Xue, Tongchun Zhang, Boheng Identification of a Pyroptosis-Related Gene Signature for Predicting Overall Survival and Response to Immunotherapy in Hepatocellular Carcinoma |
title | Identification of a Pyroptosis-Related Gene Signature for Predicting Overall Survival and Response to Immunotherapy in Hepatocellular Carcinoma |
title_full | Identification of a Pyroptosis-Related Gene Signature for Predicting Overall Survival and Response to Immunotherapy in Hepatocellular Carcinoma |
title_fullStr | Identification of a Pyroptosis-Related Gene Signature for Predicting Overall Survival and Response to Immunotherapy in Hepatocellular Carcinoma |
title_full_unstemmed | Identification of a Pyroptosis-Related Gene Signature for Predicting Overall Survival and Response to Immunotherapy in Hepatocellular Carcinoma |
title_short | Identification of a Pyroptosis-Related Gene Signature for Predicting Overall Survival and Response to Immunotherapy in Hepatocellular Carcinoma |
title_sort | identification of a pyroptosis-related gene signature for predicting overall survival and response to immunotherapy in hepatocellular carcinoma |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8678488/ https://www.ncbi.nlm.nih.gov/pubmed/34925465 http://dx.doi.org/10.3389/fgene.2021.789296 |
work_keys_str_mv | AT zhengsusu identificationofapyroptosisrelatedgenesignatureforpredictingoverallsurvivalandresponsetoimmunotherapyinhepatocellularcarcinoma AT xiexiaoying identificationofapyroptosisrelatedgenesignatureforpredictingoverallsurvivalandresponsetoimmunotherapyinhepatocellularcarcinoma AT guoxinkun identificationofapyroptosisrelatedgenesignatureforpredictingoverallsurvivalandresponsetoimmunotherapyinhepatocellularcarcinoma AT wuyanfang identificationofapyroptosisrelatedgenesignatureforpredictingoverallsurvivalandresponsetoimmunotherapyinhepatocellularcarcinoma AT chenguobin identificationofapyroptosisrelatedgenesignatureforpredictingoverallsurvivalandresponsetoimmunotherapyinhepatocellularcarcinoma AT chenxiaochun identificationofapyroptosisrelatedgenesignatureforpredictingoverallsurvivalandresponsetoimmunotherapyinhepatocellularcarcinoma AT wangmeixia identificationofapyroptosisrelatedgenesignatureforpredictingoverallsurvivalandresponsetoimmunotherapyinhepatocellularcarcinoma AT xuetongchun identificationofapyroptosisrelatedgenesignatureforpredictingoverallsurvivalandresponsetoimmunotherapyinhepatocellularcarcinoma AT zhangboheng identificationofapyroptosisrelatedgenesignatureforpredictingoverallsurvivalandresponsetoimmunotherapyinhepatocellularcarcinoma |