Cargando…
An Autophagy-Related Gene Signature Associated With Clinical Prognosis and Immune Microenvironment in Gliomas
Glioma is one of the leading causes of death from cancer, and autophagy-related genes (ARGs) play an important role in glioma occurrence, progression, and treatment. In this study, the gene expression profiles and clinical data of glioma patients were obtained from The Cancer Genome Atlas (TCGA) and...
Autores principales: | , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2020
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7604433/ https://www.ncbi.nlm.nih.gov/pubmed/33194668 http://dx.doi.org/10.3389/fonc.2020.571189 |
_version_ | 1783604142017609728 |
---|---|
author | Xu, Yang Li, Renpeng Li, Xiaoxia Dong, Naijun Wu, Di Hou, Lin Yin, Kan Zhao, Chunhua |
author_facet | Xu, Yang Li, Renpeng Li, Xiaoxia Dong, Naijun Wu, Di Hou, Lin Yin, Kan Zhao, Chunhua |
author_sort | Xu, Yang |
collection | PubMed |
description | Glioma is one of the leading causes of death from cancer, and autophagy-related genes (ARGs) play an important role in glioma occurrence, progression, and treatment. In this study, the gene expression profiles and clinical data of glioma patients were obtained from The Cancer Genome Atlas (TCGA) and the Chinese Glioma Genome Atlas (CGGA), respectively. ARGs were obtained from the Human Autophagy Database. We analyzed the expression of the ARGs in glioma and found that 73 ARGs were differentially expressed in tumor and normal tissues. Univariate Cox regression analysis was used to identify prognostic differentially expressed ARGs (PDEARGs). Least absolute shrinkage and selection operator (LASSO) and multivariate Cox regression analyses were performed on the PDEARGs to determine the risk genes; and BRIC5, NFE2L2, GABARAP, IKBKE, BID, MAPK3, FKBP1B, MAPK8IP1, PRKCQ, CX3CL1, NPC1, HSP90AB1, DAPK2, SUPT20H, and PTEN were selected to establish a prognostic risk score model for TCGA and CGGA cohorts. This model accurately stratified patients with different survival outcomes, and the autophagy-related signature was also appraised as being an independent prognostic factor. We also constructed a prognostic nomogram using risk score, age, gender, WHO grade, isocitrate dehydrogenase (IDH) mutation status, and 1p/19q co-deletion status; and the calibration plots showed excellent prognostic performance. Finally, Pearson correlation analysis suggested that the ARG signature also played an essential role in the tumor immune microenvironment. In summary, we constructed and verified a novel autophagy-related signature that was tightly associated with the tumor immune microenvironment and could serve as an independent prognostic biomarker in gliomas. |
format | Online Article Text |
id | pubmed-7604433 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-76044332020-11-13 An Autophagy-Related Gene Signature Associated With Clinical Prognosis and Immune Microenvironment in Gliomas Xu, Yang Li, Renpeng Li, Xiaoxia Dong, Naijun Wu, Di Hou, Lin Yin, Kan Zhao, Chunhua Front Oncol Oncology Glioma is one of the leading causes of death from cancer, and autophagy-related genes (ARGs) play an important role in glioma occurrence, progression, and treatment. In this study, the gene expression profiles and clinical data of glioma patients were obtained from The Cancer Genome Atlas (TCGA) and the Chinese Glioma Genome Atlas (CGGA), respectively. ARGs were obtained from the Human Autophagy Database. We analyzed the expression of the ARGs in glioma and found that 73 ARGs were differentially expressed in tumor and normal tissues. Univariate Cox regression analysis was used to identify prognostic differentially expressed ARGs (PDEARGs). Least absolute shrinkage and selection operator (LASSO) and multivariate Cox regression analyses were performed on the PDEARGs to determine the risk genes; and BRIC5, NFE2L2, GABARAP, IKBKE, BID, MAPK3, FKBP1B, MAPK8IP1, PRKCQ, CX3CL1, NPC1, HSP90AB1, DAPK2, SUPT20H, and PTEN were selected to establish a prognostic risk score model for TCGA and CGGA cohorts. This model accurately stratified patients with different survival outcomes, and the autophagy-related signature was also appraised as being an independent prognostic factor. We also constructed a prognostic nomogram using risk score, age, gender, WHO grade, isocitrate dehydrogenase (IDH) mutation status, and 1p/19q co-deletion status; and the calibration plots showed excellent prognostic performance. Finally, Pearson correlation analysis suggested that the ARG signature also played an essential role in the tumor immune microenvironment. In summary, we constructed and verified a novel autophagy-related signature that was tightly associated with the tumor immune microenvironment and could serve as an independent prognostic biomarker in gliomas. Frontiers Media S.A. 2020-10-19 /pmc/articles/PMC7604433/ /pubmed/33194668 http://dx.doi.org/10.3389/fonc.2020.571189 Text en Copyright © 2020 Xu, Li, Li, Dong, Wu, Hou, Yin and Zhao. http://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 | Oncology Xu, Yang Li, Renpeng Li, Xiaoxia Dong, Naijun Wu, Di Hou, Lin Yin, Kan Zhao, Chunhua An Autophagy-Related Gene Signature Associated With Clinical Prognosis and Immune Microenvironment in Gliomas |
title | An Autophagy-Related Gene Signature Associated With Clinical Prognosis and Immune Microenvironment in Gliomas |
title_full | An Autophagy-Related Gene Signature Associated With Clinical Prognosis and Immune Microenvironment in Gliomas |
title_fullStr | An Autophagy-Related Gene Signature Associated With Clinical Prognosis and Immune Microenvironment in Gliomas |
title_full_unstemmed | An Autophagy-Related Gene Signature Associated With Clinical Prognosis and Immune Microenvironment in Gliomas |
title_short | An Autophagy-Related Gene Signature Associated With Clinical Prognosis and Immune Microenvironment in Gliomas |
title_sort | autophagy-related gene signature associated with clinical prognosis and immune microenvironment in gliomas |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7604433/ https://www.ncbi.nlm.nih.gov/pubmed/33194668 http://dx.doi.org/10.3389/fonc.2020.571189 |
work_keys_str_mv | AT xuyang anautophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT lirenpeng anautophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT lixiaoxia anautophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT dongnaijun anautophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT wudi anautophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT houlin anautophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT yinkan anautophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT zhaochunhua anautophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT xuyang autophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT lirenpeng autophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT lixiaoxia autophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT dongnaijun autophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT wudi autophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT houlin autophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT yinkan autophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas AT zhaochunhua autophagyrelatedgenesignatureassociatedwithclinicalprognosisandimmunemicroenvironmentingliomas |