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Integrative analysis reveals the functional implications and clinical relevance of pyroptosis in low-grade glioma
Using the Chinese Glioma Genome Atlas (training dataset) and The Cancer Genome Atlas (validation dataset), we found that low-grade gliomas can be divided into two molecular subclasses based on 30 pyroptosis genes. Cluster 1 presented higher immune cell and immune function scores and poorer prognosis...
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/PMC8925295/ https://www.ncbi.nlm.nih.gov/pubmed/35296768 http://dx.doi.org/10.1038/s41598-022-08619-w |
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author | Shen, Lin Li, Yanyan Li, Na Zhao, Yajie Zhou, Qin Shen, Liangfang Li, Zhanzhan |
author_facet | Shen, Lin Li, Yanyan Li, Na Zhao, Yajie Zhou, Qin Shen, Liangfang Li, Zhanzhan |
author_sort | Shen, Lin |
collection | PubMed |
description | Using the Chinese Glioma Genome Atlas (training dataset) and The Cancer Genome Atlas (validation dataset), we found that low-grade gliomas can be divided into two molecular subclasses based on 30 pyroptosis genes. Cluster 1 presented higher immune cell and immune function scores and poorer prognosis than Cluster 2. We established a prognostic model based on 10 pyroptosis genes; the model could predict overall survival in glioma and was well validated in an independent dataset. The high-risk group had relatively higher immune cell and immune function scores and lower DNA methylation levels in pyroptosis genes than the low-risk group. There were no marked differences in pyroptosis gene alterations between the high- and low-risk groups. The competing endogenous RNA (ceRNA) regulatory network uncovered the lncRNA–miRNA–mRNA regulation patterns of the different risk groups in low-grade glioma. Five pairs of target genes and drugs were identified. In vitro, CASP8 silencing inhibited the migration and invasion of glioma cells. The expression of pyroptosis genes can reflect the molecular biological and clinical features of low-grade glioma subclasses. The developed prognostic model can predict overall survival and distinguish molecular alterations in patients. Our integrated analyses could provide valuable guidelines for improving risk management and therapy for low-grade glioma patients. |
format | Online Article Text |
id | pubmed-8925295 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-89252952022-03-17 Integrative analysis reveals the functional implications and clinical relevance of pyroptosis in low-grade glioma Shen, Lin Li, Yanyan Li, Na Zhao, Yajie Zhou, Qin Shen, Liangfang Li, Zhanzhan Sci Rep Article Using the Chinese Glioma Genome Atlas (training dataset) and The Cancer Genome Atlas (validation dataset), we found that low-grade gliomas can be divided into two molecular subclasses based on 30 pyroptosis genes. Cluster 1 presented higher immune cell and immune function scores and poorer prognosis than Cluster 2. We established a prognostic model based on 10 pyroptosis genes; the model could predict overall survival in glioma and was well validated in an independent dataset. The high-risk group had relatively higher immune cell and immune function scores and lower DNA methylation levels in pyroptosis genes than the low-risk group. There were no marked differences in pyroptosis gene alterations between the high- and low-risk groups. The competing endogenous RNA (ceRNA) regulatory network uncovered the lncRNA–miRNA–mRNA regulation patterns of the different risk groups in low-grade glioma. Five pairs of target genes and drugs were identified. In vitro, CASP8 silencing inhibited the migration and invasion of glioma cells. The expression of pyroptosis genes can reflect the molecular biological and clinical features of low-grade glioma subclasses. The developed prognostic model can predict overall survival and distinguish molecular alterations in patients. Our integrated analyses could provide valuable guidelines for improving risk management and therapy for low-grade glioma patients. Nature Publishing Group UK 2022-03-16 /pmc/articles/PMC8925295/ /pubmed/35296768 http://dx.doi.org/10.1038/s41598-022-08619-w 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 Shen, Lin Li, Yanyan Li, Na Zhao, Yajie Zhou, Qin Shen, Liangfang Li, Zhanzhan Integrative analysis reveals the functional implications and clinical relevance of pyroptosis in low-grade glioma |
title | Integrative analysis reveals the functional implications and clinical relevance of pyroptosis in low-grade glioma |
title_full | Integrative analysis reveals the functional implications and clinical relevance of pyroptosis in low-grade glioma |
title_fullStr | Integrative analysis reveals the functional implications and clinical relevance of pyroptosis in low-grade glioma |
title_full_unstemmed | Integrative analysis reveals the functional implications and clinical relevance of pyroptosis in low-grade glioma |
title_short | Integrative analysis reveals the functional implications and clinical relevance of pyroptosis in low-grade glioma |
title_sort | integrative analysis reveals the functional implications and clinical relevance of pyroptosis in low-grade glioma |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8925295/ https://www.ncbi.nlm.nih.gov/pubmed/35296768 http://dx.doi.org/10.1038/s41598-022-08619-w |
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