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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...

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Autores principales: Zhang, Feng, Deng, Yan, Wang, Dong, Wang, Shuai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Nature Publishing Group UK 2022
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.
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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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