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Basement-Membrane-Related Gene Signature Predicts Prognosis in WHO Grade II/III Gliomas
Gliomas that are classified as grade II or grade III lesions by the World Health Organization (WHO) are highly aggressive, and some may develop into glioblastomas within a short period, thus portending the conferral of a poor prognosis for patients. Previous studies have implicated basement membrane...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9602375/ https://www.ncbi.nlm.nih.gov/pubmed/36292695 http://dx.doi.org/10.3390/genes13101810 |
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author | Zhang, Zhaogang Lai, Guichuan Sun, Lingling |
author_facet | Zhang, Zhaogang Lai, Guichuan Sun, Lingling |
author_sort | Zhang, Zhaogang |
collection | PubMed |
description | Gliomas that are classified as grade II or grade III lesions by the World Health Organization (WHO) are highly aggressive, and some may develop into glioblastomas within a short period, thus portending the conferral of a poor prognosis for patients. Previous studies have implicated basement membrane (BM)-related genes in glioma development. In this study, we constructed a prognostic model for WHO grade II/III gliomas in accordance with the risk scores of BM-related genes. Differentially expressed genes (DEGs) in the glioma samples relative to normal samples were screened from the GEO database, and five prognostically relevant BM-related genes, including NELL2, UNC5A, TNC, CSPG4, and SMOC1, were selected using Cox regression analyses for the risk score model. The median risk score was calculated, based on which high- and low-risk groups of patients were generated. The clinical information, pathological information, and risk group were combined to establish a prognostic nomogram. Both the nomogram and risk score model performed well in the independent CGGA cohort. Gene set enrichment analysis (GSEA) and immune profile, drug sensitivity, and tumor mutation burden (TMB) analyses were performed in the two risk groups. A significant enrichment of ‘Autophagy–other’, ‘Collecting duct acid secretion’, ‘Glycosphingolipid biosynthesis–lacto and neolacto series’, ‘Valine, leucine, and isoleucine degradation’, ‘Vibrio cholerae infection’, and other pathways were observed for patients with high risk. In addition, higher proportions of monocytes and resting CD4 memory T cells were observed in the low- and high-risk groups, respectively. In conclusion, the BM-related gene risk score model can guide the clinical management of WHO grade II and III gliomas. |
format | Online Article Text |
id | pubmed-9602375 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96023752022-10-27 Basement-Membrane-Related Gene Signature Predicts Prognosis in WHO Grade II/III Gliomas Zhang, Zhaogang Lai, Guichuan Sun, Lingling Genes (Basel) Article Gliomas that are classified as grade II or grade III lesions by the World Health Organization (WHO) are highly aggressive, and some may develop into glioblastomas within a short period, thus portending the conferral of a poor prognosis for patients. Previous studies have implicated basement membrane (BM)-related genes in glioma development. In this study, we constructed a prognostic model for WHO grade II/III gliomas in accordance with the risk scores of BM-related genes. Differentially expressed genes (DEGs) in the glioma samples relative to normal samples were screened from the GEO database, and five prognostically relevant BM-related genes, including NELL2, UNC5A, TNC, CSPG4, and SMOC1, were selected using Cox regression analyses for the risk score model. The median risk score was calculated, based on which high- and low-risk groups of patients were generated. The clinical information, pathological information, and risk group were combined to establish a prognostic nomogram. Both the nomogram and risk score model performed well in the independent CGGA cohort. Gene set enrichment analysis (GSEA) and immune profile, drug sensitivity, and tumor mutation burden (TMB) analyses were performed in the two risk groups. A significant enrichment of ‘Autophagy–other’, ‘Collecting duct acid secretion’, ‘Glycosphingolipid biosynthesis–lacto and neolacto series’, ‘Valine, leucine, and isoleucine degradation’, ‘Vibrio cholerae infection’, and other pathways were observed for patients with high risk. In addition, higher proportions of monocytes and resting CD4 memory T cells were observed in the low- and high-risk groups, respectively. In conclusion, the BM-related gene risk score model can guide the clinical management of WHO grade II and III gliomas. MDPI 2022-10-07 /pmc/articles/PMC9602375/ /pubmed/36292695 http://dx.doi.org/10.3390/genes13101810 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Zhang, Zhaogang Lai, Guichuan Sun, Lingling Basement-Membrane-Related Gene Signature Predicts Prognosis in WHO Grade II/III Gliomas |
title | Basement-Membrane-Related Gene Signature Predicts Prognosis in WHO Grade II/III Gliomas |
title_full | Basement-Membrane-Related Gene Signature Predicts Prognosis in WHO Grade II/III Gliomas |
title_fullStr | Basement-Membrane-Related Gene Signature Predicts Prognosis in WHO Grade II/III Gliomas |
title_full_unstemmed | Basement-Membrane-Related Gene Signature Predicts Prognosis in WHO Grade II/III Gliomas |
title_short | Basement-Membrane-Related Gene Signature Predicts Prognosis in WHO Grade II/III Gliomas |
title_sort | basement-membrane-related gene signature predicts prognosis in who grade ii/iii gliomas |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9602375/ https://www.ncbi.nlm.nih.gov/pubmed/36292695 http://dx.doi.org/10.3390/genes13101810 |
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