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Construction and validation of a pyroptosis-related gene signature associated with the tumor microenvironment in uveal melanoma
The present study aimed to construct a pyroptosis-related gene signature in uveal melanoma (UM) patients. Patients from The Cancer Genome Atlas (TCGA) served as the training cohort, whereas patients (GSE22138) from Gene Expression Omnibus (GEO) served as the validation cohort. Using the Kaplan–Meier...
Autores principales: | , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8803850/ https://www.ncbi.nlm.nih.gov/pubmed/35102195 http://dx.doi.org/10.1038/s41598-022-05599-9 |
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author | Zhang, Feng Deng, Yan Wang, Dong Wang, Shuai |
author_facet | Zhang, Feng Deng, Yan Wang, Dong Wang, Shuai |
author_sort | Zhang, Feng |
collection | PubMed |
description | The present study aimed to construct a pyroptosis-related gene signature in uveal melanoma (UM) patients. Patients from The Cancer Genome Atlas (TCGA) served as the training cohort, whereas patients (GSE22138) from Gene Expression Omnibus (GEO) served as the validation cohort. Using the Kaplan–Meier (KM) method, univariate analysis, and least absolute shrinkage and selection operator (LASSO) Cox regression, A five pyroptosis-related gene signature was constructed in the training cohort. Patients were divided into high- and low-risk groups. Survival analysis showed that patients in the high-risk group had a shorter survival time. Risk and survival analysis, time-independent receiver operating characteristic (ROC) curve analysis and principal component analysis (PCA) validated that the prognostic signature had greater predictive value in both cohorts. Multivariate analysis proved that the risk score was an independent prognostic factor. Functional analysis showed that the expressed genes in the high-risk group were most abundant in immunological repose-related and tumor-related signaling pathways. Single-sample gene-set enrichment analysis (ssGSEA) revealed that the different risk groups were associated with the tumor microenvironment. Moreover, the predictive signature could help patients be better matched to immunotherapy and targeted treatments. In conclusion, the pyroptosis-related gene signature associated with the tumor microenvironment maybe a reliable tool for predicting the prognosis of UM patients. |
format | Online Article Text |
id | pubmed-8803850 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-88038502022-02-01 Construction and validation of a pyroptosis-related gene signature associated with the tumor microenvironment in uveal melanoma Zhang, Feng Deng, Yan Wang, Dong Wang, Shuai Sci Rep Article The present study aimed to construct a pyroptosis-related gene signature in uveal melanoma (UM) patients. Patients from The Cancer Genome Atlas (TCGA) served as the training cohort, whereas patients (GSE22138) from Gene Expression Omnibus (GEO) served as the validation cohort. Using the Kaplan–Meier (KM) method, univariate analysis, and least absolute shrinkage and selection operator (LASSO) Cox regression, A five pyroptosis-related gene signature was constructed in the training cohort. Patients were divided into high- and low-risk groups. Survival analysis showed that patients in the high-risk group had a shorter survival time. Risk and survival analysis, time-independent receiver operating characteristic (ROC) curve analysis and principal component analysis (PCA) validated that the prognostic signature had greater predictive value in both cohorts. Multivariate analysis proved that the risk score was an independent prognostic factor. Functional analysis showed that the expressed genes in the high-risk group were most abundant in immunological repose-related and tumor-related signaling pathways. Single-sample gene-set enrichment analysis (ssGSEA) revealed that the different risk groups were associated with the tumor microenvironment. Moreover, the predictive signature could help patients be better matched to immunotherapy and targeted treatments. In conclusion, the pyroptosis-related gene signature associated with the tumor microenvironment maybe a reliable tool for predicting the prognosis of UM patients. Nature Publishing Group UK 2022-01-31 /pmc/articles/PMC8803850/ /pubmed/35102195 http://dx.doi.org/10.1038/s41598-022-05599-9 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Article Zhang, Feng Deng, Yan Wang, Dong Wang, Shuai Construction and validation of a pyroptosis-related gene signature associated with the tumor microenvironment in uveal melanoma |
title | Construction and validation of a pyroptosis-related gene signature associated with the tumor microenvironment in uveal melanoma |
title_full | Construction and validation of a pyroptosis-related gene signature associated with the tumor microenvironment in uveal melanoma |
title_fullStr | Construction and validation of a pyroptosis-related gene signature associated with the tumor microenvironment in uveal melanoma |
title_full_unstemmed | Construction and validation of a pyroptosis-related gene signature associated with the tumor microenvironment in uveal melanoma |
title_short | Construction and validation of a pyroptosis-related gene signature associated with the tumor microenvironment in uveal melanoma |
title_sort | construction and validation of a pyroptosis-related gene signature associated with the tumor microenvironment in uveal melanoma |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8803850/ https://www.ncbi.nlm.nih.gov/pubmed/35102195 http://dx.doi.org/10.1038/s41598-022-05599-9 |
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