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Identification of Immune-Related lncRNA Prognostic Signature and Molecular Subtypes for Glioblastoma
BACKGROUND: Glioblastoma multiforme (GBM) is extensively genetically and transcriptionally heterogeneous, which poses challenges for classification and management. Long noncoding RNAs (lncRNAs) play a critical role in the development and progression of GBM, especially in tumor-associated immune proc...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8657607/ https://www.ncbi.nlm.nih.gov/pubmed/34899682 http://dx.doi.org/10.3389/fimmu.2021.706936 |
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author | Yu, Wanli Ma, Yanan Hou, Wenbin Wang, Fang Cheng, Wan Qiu, Feng Wu, Pengfei Zhang, Guohua |
author_facet | Yu, Wanli Ma, Yanan Hou, Wenbin Wang, Fang Cheng, Wan Qiu, Feng Wu, Pengfei Zhang, Guohua |
author_sort | Yu, Wanli |
collection | PubMed |
description | BACKGROUND: Glioblastoma multiforme (GBM) is extensively genetically and transcriptionally heterogeneous, which poses challenges for classification and management. Long noncoding RNAs (lncRNAs) play a critical role in the development and progression of GBM, especially in tumor-associated immune processes. Therefore, it is necessary to develop an immune-related lncRNAs (irlncRNAs) signature. METHODS: Univariate and multivariate Cox regression analyses were utilized to construct a prognostic model. GBM-specific CeRNA and PPI network was constructed to predict lncRNAs targets and evaluate the interactions of immune mRNAs translated proteins. GO and KEGG pathway analyses were used to show the biological functions and pathways of CeRNA network-related immunity genes. Consensus Cluster Plus analysis was used for GBM gene clustering. Then, we evaluated GBM subtype-specific prognostic values, clinical characteristics, genes and pathways, immune infiltration access single cell RNA-seq data, and chemotherapeutics efficacy. The hub genes were finally validated. RESULTS: A total of 17 prognostically related irlncRNAs were screened to build a prognostic model signature based on six key irlncRNAs. Based on GBM-specific CeRNAs and enrichment analysis, PLAU was predicted as a target of lncRNA-H19 and mainly enriched in the malignant related pathways. GBM subtype-A displayed the most favorable prognosis, high proportion of genes (IDH1, ATRX, and EGFR) mutation, chemoradiotherapy, and low risk and was characterized by low expression of four high-risk lncRNAs (H19, HOTAIRM1, AGAP2-AS1, and AC002456.1) and one mRNA KRT8. GSs with poor survival were mainly infiltrated by mesenchymal stem cells (MSCs) and astrocyte, and were more sensitive to gefitinib and roscovitine. Among GSs, three hub genes KRT8, NGFR, and TCEA3, were screened and validated to potentially play feasible oncogenic roles in GBM. CONCLUSION: Construction of lncRNAs risk model and identification of GBM subtypes based on 17 irlncRNAs, which suggesting that irlncRNAs had the promising potential for clinical immunotherapy of GBM. |
format | Online Article Text |
id | pubmed-8657607 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-86576072021-12-10 Identification of Immune-Related lncRNA Prognostic Signature and Molecular Subtypes for Glioblastoma Yu, Wanli Ma, Yanan Hou, Wenbin Wang, Fang Cheng, Wan Qiu, Feng Wu, Pengfei Zhang, Guohua Front Immunol Immunology BACKGROUND: Glioblastoma multiforme (GBM) is extensively genetically and transcriptionally heterogeneous, which poses challenges for classification and management. Long noncoding RNAs (lncRNAs) play a critical role in the development and progression of GBM, especially in tumor-associated immune processes. Therefore, it is necessary to develop an immune-related lncRNAs (irlncRNAs) signature. METHODS: Univariate and multivariate Cox regression analyses were utilized to construct a prognostic model. GBM-specific CeRNA and PPI network was constructed to predict lncRNAs targets and evaluate the interactions of immune mRNAs translated proteins. GO and KEGG pathway analyses were used to show the biological functions and pathways of CeRNA network-related immunity genes. Consensus Cluster Plus analysis was used for GBM gene clustering. Then, we evaluated GBM subtype-specific prognostic values, clinical characteristics, genes and pathways, immune infiltration access single cell RNA-seq data, and chemotherapeutics efficacy. The hub genes were finally validated. RESULTS: A total of 17 prognostically related irlncRNAs were screened to build a prognostic model signature based on six key irlncRNAs. Based on GBM-specific CeRNAs and enrichment analysis, PLAU was predicted as a target of lncRNA-H19 and mainly enriched in the malignant related pathways. GBM subtype-A displayed the most favorable prognosis, high proportion of genes (IDH1, ATRX, and EGFR) mutation, chemoradiotherapy, and low risk and was characterized by low expression of four high-risk lncRNAs (H19, HOTAIRM1, AGAP2-AS1, and AC002456.1) and one mRNA KRT8. GSs with poor survival were mainly infiltrated by mesenchymal stem cells (MSCs) and astrocyte, and were more sensitive to gefitinib and roscovitine. Among GSs, three hub genes KRT8, NGFR, and TCEA3, were screened and validated to potentially play feasible oncogenic roles in GBM. CONCLUSION: Construction of lncRNAs risk model and identification of GBM subtypes based on 17 irlncRNAs, which suggesting that irlncRNAs had the promising potential for clinical immunotherapy of GBM. Frontiers Media S.A. 2021-11-25 /pmc/articles/PMC8657607/ /pubmed/34899682 http://dx.doi.org/10.3389/fimmu.2021.706936 Text en Copyright © 2021 Yu, Ma, Hou, Wang, Cheng, Qiu, Wu 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 | Immunology Yu, Wanli Ma, Yanan Hou, Wenbin Wang, Fang Cheng, Wan Qiu, Feng Wu, Pengfei Zhang, Guohua Identification of Immune-Related lncRNA Prognostic Signature and Molecular Subtypes for Glioblastoma |
title | Identification of Immune-Related lncRNA Prognostic Signature and Molecular Subtypes for Glioblastoma |
title_full | Identification of Immune-Related lncRNA Prognostic Signature and Molecular Subtypes for Glioblastoma |
title_fullStr | Identification of Immune-Related lncRNA Prognostic Signature and Molecular Subtypes for Glioblastoma |
title_full_unstemmed | Identification of Immune-Related lncRNA Prognostic Signature and Molecular Subtypes for Glioblastoma |
title_short | Identification of Immune-Related lncRNA Prognostic Signature and Molecular Subtypes for Glioblastoma |
title_sort | identification of immune-related lncrna prognostic signature and molecular subtypes for glioblastoma |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8657607/ https://www.ncbi.nlm.nih.gov/pubmed/34899682 http://dx.doi.org/10.3389/fimmu.2021.706936 |
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