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Immune-Related Gene SERPINE1 Is a Novel Biomarker for Diffuse Lower-Grade Gliomas via Large-Scale Analysis

BACKGROUND: Glioma is one of the highly fatal primary tumors in the central nervous system. As a major component of tumor microenvironment (TME), immune cell has been proved to play a critical role in the progression and prognosis of the diffuse lower-grade gliomas (LGGs). This study aims to screen...

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Autores principales: Huang, Xiaoming, Zhang, Fenglin, He, Dong, Ji, Xiaoshuai, Gao, Jiajia, Liu, Wenqing, Wang, Yunda, Liu, Qian, Xin, Tao
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8173178/
https://www.ncbi.nlm.nih.gov/pubmed/34094933
http://dx.doi.org/10.3389/fonc.2021.646060
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author Huang, Xiaoming
Zhang, Fenglin
He, Dong
Ji, Xiaoshuai
Gao, Jiajia
Liu, Wenqing
Wang, Yunda
Liu, Qian
Xin, Tao
author_facet Huang, Xiaoming
Zhang, Fenglin
He, Dong
Ji, Xiaoshuai
Gao, Jiajia
Liu, Wenqing
Wang, Yunda
Liu, Qian
Xin, Tao
author_sort Huang, Xiaoming
collection PubMed
description BACKGROUND: Glioma is one of the highly fatal primary tumors in the central nervous system. As a major component of tumor microenvironment (TME), immune cell has been proved to play a critical role in the progression and prognosis of the diffuse lower-grade gliomas (LGGs). This study aims to screen the key immune-related factors of LGGs by investigating the TCGA database. METHODS: The RNA-sequencing data of 508 LGG patients were downloaded in the TCGA database. ESTIMATE algorithm was utilized to calculate the stromal, immune, and ESTIMATE scores, based on which, the differentially expressed genes (DEGs) were analyzed by using “limma” package. Cox regression analysis and the cytoHubba plugin of Cytoscape software were subsequently applied to screen the survival-related genes and hub genes, the intersection of which led to the identification of SERPINE1 that played key roles in the LGGs. The expression patterns, clinical features, and regulatory mechanisms of SERPINE1 in the LGGs were further analyzed by data mining of the TCGA database. What’s more, the above analyses of SERPINE1 were further validated in the LGG cohort from the CGGA database. RESULT: We found that stromal and immune cell infiltrations were strongly related to the prognosis and malignancy of the LGGs. A total of 54 survival-related genes and 46 hub genes were screened out in the DEGs, within which SERPINE1 was identified to be significantly overexpressed in the LGG samples compared with the normal tissues. Moreover, the upregulation of SERPINE1 was more pronounced in the gliomas of WHO grade III and IDH wild type, and its expression was correlated with poor prognosis in the LGG patients. The independent prognostic value of SERPINE1 in the LGG patients was also confirmed by Cox regression analysis. In terms of the functions of SERPINE1, the results of enrichment analysis indicated that SERPINE1 was mainly enriched in the immune‐related biological processes and signaling pathways. Furthermore, it was closely associated with infiltrations of immune cells in the LGG microenvironment and acted synergistically with PD1, PD-L1, PD-L2. CONCLUSION: These findings proved that SERPINE1 could serve as a prognostic biomarker and potential immunotherapy target of LGGs.
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spelling pubmed-81731782021-06-04 Immune-Related Gene SERPINE1 Is a Novel Biomarker for Diffuse Lower-Grade Gliomas via Large-Scale Analysis Huang, Xiaoming Zhang, Fenglin He, Dong Ji, Xiaoshuai Gao, Jiajia Liu, Wenqing Wang, Yunda Liu, Qian Xin, Tao Front Oncol Oncology BACKGROUND: Glioma is one of the highly fatal primary tumors in the central nervous system. As a major component of tumor microenvironment (TME), immune cell has been proved to play a critical role in the progression and prognosis of the diffuse lower-grade gliomas (LGGs). This study aims to screen the key immune-related factors of LGGs by investigating the TCGA database. METHODS: The RNA-sequencing data of 508 LGG patients were downloaded in the TCGA database. ESTIMATE algorithm was utilized to calculate the stromal, immune, and ESTIMATE scores, based on which, the differentially expressed genes (DEGs) were analyzed by using “limma” package. Cox regression analysis and the cytoHubba plugin of Cytoscape software were subsequently applied to screen the survival-related genes and hub genes, the intersection of which led to the identification of SERPINE1 that played key roles in the LGGs. The expression patterns, clinical features, and regulatory mechanisms of SERPINE1 in the LGGs were further analyzed by data mining of the TCGA database. What’s more, the above analyses of SERPINE1 were further validated in the LGG cohort from the CGGA database. RESULT: We found that stromal and immune cell infiltrations were strongly related to the prognosis and malignancy of the LGGs. A total of 54 survival-related genes and 46 hub genes were screened out in the DEGs, within which SERPINE1 was identified to be significantly overexpressed in the LGG samples compared with the normal tissues. Moreover, the upregulation of SERPINE1 was more pronounced in the gliomas of WHO grade III and IDH wild type, and its expression was correlated with poor prognosis in the LGG patients. The independent prognostic value of SERPINE1 in the LGG patients was also confirmed by Cox regression analysis. In terms of the functions of SERPINE1, the results of enrichment analysis indicated that SERPINE1 was mainly enriched in the immune‐related biological processes and signaling pathways. Furthermore, it was closely associated with infiltrations of immune cells in the LGG microenvironment and acted synergistically with PD1, PD-L1, PD-L2. CONCLUSION: These findings proved that SERPINE1 could serve as a prognostic biomarker and potential immunotherapy target of LGGs. Frontiers Media S.A. 2021-05-20 /pmc/articles/PMC8173178/ /pubmed/34094933 http://dx.doi.org/10.3389/fonc.2021.646060 Text en Copyright © 2021 Huang, Zhang, He, Ji, Gao, Liu, Wang, Liu and Xin 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 Oncology
Huang, Xiaoming
Zhang, Fenglin
He, Dong
Ji, Xiaoshuai
Gao, Jiajia
Liu, Wenqing
Wang, Yunda
Liu, Qian
Xin, Tao
Immune-Related Gene SERPINE1 Is a Novel Biomarker for Diffuse Lower-Grade Gliomas via Large-Scale Analysis
title Immune-Related Gene SERPINE1 Is a Novel Biomarker for Diffuse Lower-Grade Gliomas via Large-Scale Analysis
title_full Immune-Related Gene SERPINE1 Is a Novel Biomarker for Diffuse Lower-Grade Gliomas via Large-Scale Analysis
title_fullStr Immune-Related Gene SERPINE1 Is a Novel Biomarker for Diffuse Lower-Grade Gliomas via Large-Scale Analysis
title_full_unstemmed Immune-Related Gene SERPINE1 Is a Novel Biomarker for Diffuse Lower-Grade Gliomas via Large-Scale Analysis
title_short Immune-Related Gene SERPINE1 Is a Novel Biomarker for Diffuse Lower-Grade Gliomas via Large-Scale Analysis
title_sort immune-related gene serpine1 is a novel biomarker for diffuse lower-grade gliomas via large-scale analysis
topic Oncology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8173178/
https://www.ncbi.nlm.nih.gov/pubmed/34094933
http://dx.doi.org/10.3389/fonc.2021.646060
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