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Development and Validation of an Immune-Related Gene Pairs Signature in Grade II/III Glioma
BACKGROUND: Gliomas are prevalent primary intracerebral malignant tumors. Increasing evidence indicates an association between the immune signature and Grade II/III glioma prognosis. Thus, we aimed to develop an immune-related gene pair (IRGP) signature that can be used as a prognostic tool in Grade...
Autores principales: | , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Dove
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8627264/ https://www.ncbi.nlm.nih.gov/pubmed/34849006 http://dx.doi.org/10.2147/IJGM.S335052 |
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author | Zhang, Xu Ping, Shuai Wang, Anni Li, Can Zhang, Rui Song, Zimu Gao, Caibin Wang, Feng |
author_facet | Zhang, Xu Ping, Shuai Wang, Anni Li, Can Zhang, Rui Song, Zimu Gao, Caibin Wang, Feng |
author_sort | Zhang, Xu |
collection | PubMed |
description | BACKGROUND: Gliomas are prevalent primary intracerebral malignant tumors. Increasing evidence indicates an association between the immune signature and Grade II/III glioma prognosis. Thus, we aimed to develop an immune-related gene pair (IRGP) signature that can be used as a prognostic tool in Grade II/III glioma. METHODS: The gene expression levels and clinical information of Grade II/III glioma patients were collected from The Cancer Genome Atlas (TCGA) and Chinese Glioma Genome Atlas (CGGA) databases. The TCGA data were randomly divided into a training cohort (n = 249) and a validation cohort (n = 162), and a CGGA dataset served as an external validation group (n = 605). IRGPs significantly associated with prognosis were selected by Cox regression. Gene set enrichment analysis and filtration were performed with the IRGPs. RESULTS: Within a set of 1991 immune genes, 8 IRGPs including 15 unique genes that significantly affect survival constituted a gene signature. In the validation datasets, the IRGP signature significantly stratified patients with Grade II/III glioma into low- and high-risk groups (P < 0.001), and the IRGP index was found to be an independent prognostic factor through univariate and multivariate analyses (P < 0.05). Additionally, 26 functional pathways were identified through the intersection of Gene Set Enrichment Analysis (GSEA) and Gene Ontology (GO) enrichment analysis. CONCLUSION: The IRGP signature demonstrated good prognostic value for Grade II/III gliomas, which may provide new insights into individual treatment for glioma patients. The IRGPs might function through the identified 26 functional pathways. |
format | Online Article Text |
id | pubmed-8627264 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Dove |
record_format | MEDLINE/PubMed |
spelling | pubmed-86272642021-11-29 Development and Validation of an Immune-Related Gene Pairs Signature in Grade II/III Glioma Zhang, Xu Ping, Shuai Wang, Anni Li, Can Zhang, Rui Song, Zimu Gao, Caibin Wang, Feng Int J Gen Med Original Research BACKGROUND: Gliomas are prevalent primary intracerebral malignant tumors. Increasing evidence indicates an association between the immune signature and Grade II/III glioma prognosis. Thus, we aimed to develop an immune-related gene pair (IRGP) signature that can be used as a prognostic tool in Grade II/III glioma. METHODS: The gene expression levels and clinical information of Grade II/III glioma patients were collected from The Cancer Genome Atlas (TCGA) and Chinese Glioma Genome Atlas (CGGA) databases. The TCGA data were randomly divided into a training cohort (n = 249) and a validation cohort (n = 162), and a CGGA dataset served as an external validation group (n = 605). IRGPs significantly associated with prognosis were selected by Cox regression. Gene set enrichment analysis and filtration were performed with the IRGPs. RESULTS: Within a set of 1991 immune genes, 8 IRGPs including 15 unique genes that significantly affect survival constituted a gene signature. In the validation datasets, the IRGP signature significantly stratified patients with Grade II/III glioma into low- and high-risk groups (P < 0.001), and the IRGP index was found to be an independent prognostic factor through univariate and multivariate analyses (P < 0.05). Additionally, 26 functional pathways were identified through the intersection of Gene Set Enrichment Analysis (GSEA) and Gene Ontology (GO) enrichment analysis. CONCLUSION: The IRGP signature demonstrated good prognostic value for Grade II/III gliomas, which may provide new insights into individual treatment for glioma patients. The IRGPs might function through the identified 26 functional pathways. Dove 2021-11-23 /pmc/articles/PMC8627264/ /pubmed/34849006 http://dx.doi.org/10.2147/IJGM.S335052 Text en © 2021 Zhang et al. https://creativecommons.org/licenses/by-nc/3.0/This work is published and licensed by Dove Medical Press Limited. The full terms of this license are available at https://www.dovepress.com/terms.php and incorporate the Creative Commons Attribution – Non Commercial (unported, v3.0) License (http://creativecommons.org/licenses/by-nc/3.0/ (https://creativecommons.org/licenses/by-nc/3.0/) ). By accessing the work you hereby accept the Terms. Non-commercial uses of the work are permitted without any further permission from Dove Medical Press Limited, provided the work is properly attributed. For permission for commercial use of this work, please see paragraphs 4.2 and 5 of our Terms (https://www.dovepress.com/terms.php). |
spellingShingle | Original Research Zhang, Xu Ping, Shuai Wang, Anni Li, Can Zhang, Rui Song, Zimu Gao, Caibin Wang, Feng Development and Validation of an Immune-Related Gene Pairs Signature in Grade II/III Glioma |
title | Development and Validation of an Immune-Related Gene Pairs Signature in Grade II/III Glioma |
title_full | Development and Validation of an Immune-Related Gene Pairs Signature in Grade II/III Glioma |
title_fullStr | Development and Validation of an Immune-Related Gene Pairs Signature in Grade II/III Glioma |
title_full_unstemmed | Development and Validation of an Immune-Related Gene Pairs Signature in Grade II/III Glioma |
title_short | Development and Validation of an Immune-Related Gene Pairs Signature in Grade II/III Glioma |
title_sort | development and validation of an immune-related gene pairs signature in grade ii/iii glioma |
topic | Original Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8627264/ https://www.ncbi.nlm.nih.gov/pubmed/34849006 http://dx.doi.org/10.2147/IJGM.S335052 |
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