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Identification of Tumor Antigens and Immune Subtypes of Glioblastoma for mRNA Vaccine Development
The use of vaccines for cancer therapy is a promising immunotherapeutic strategy that has been shown to be effective against various cancers. Vaccines directly target tumors but their efficacy against glioblastoma multiforme (GBM) remains unclear. Immunotyping that classifies tumor samples is consid...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8847306/ https://www.ncbi.nlm.nih.gov/pubmed/35185876 http://dx.doi.org/10.3389/fimmu.2022.773264 |
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author | Lin, Han Wang, Kun Xiong, Yuxin Zhou, Liting Yang, Yong Chen, Shanwei Xu, Peihong Zhou, Yujun Mao, Rui Lv, Guangzhao Wang, Peng Zhou, Dong |
author_facet | Lin, Han Wang, Kun Xiong, Yuxin Zhou, Liting Yang, Yong Chen, Shanwei Xu, Peihong Zhou, Yujun Mao, Rui Lv, Guangzhao Wang, Peng Zhou, Dong |
author_sort | Lin, Han |
collection | PubMed |
description | The use of vaccines for cancer therapy is a promising immunotherapeutic strategy that has been shown to be effective against various cancers. Vaccines directly target tumors but their efficacy against glioblastoma multiforme (GBM) remains unclear. Immunotyping that classifies tumor samples is considered to be a biomarker for immunotherapy. This study aimed to identify potential GBM antigens suitable for vaccine development and develop a tool to predict the response of GBM patients to vaccination based on the immunotype. Gene Expression Profiling Interactive Analysis (GEPIA) was applied to evaluate the expression profile of GBM antigens and their influence on clinical prognosis, while the cBioPortal program was utilized to integrate and analyze genetic alterations. The correlation between antigens and antigen processing cells was assessed using TIMER. RNA-seq data of GBM samples and their corresponding clinical data were downloaded from the Cancer Genome Atlas (TCGA) and the Chinese Glioma Genome Atlas (CGGA) for further clustering analysis. Six overexpressed and mutated tumor antigens (ARHGAP9, ARHGAP30, CLEC7A, MAN2B1, ARPC1B and PLB1) were highly correlated with the survival rate of GBM patients and the infiltration of antigen presenting cells in GBMs. With distinct cellular and molecular characteristics, three immune subtypes (IS1-IS3) of GBMs were identified and GBMs from IS3 subtype were more likely to benefit from vaccination. Through graph learning-based dimensional reduction, immune landscape was depicted and revealed the existence of heterogeneity among individual GBM patients. Finally, WGCNA can identify potential vaccination biomarkers by clustering immune related genes. In summary, the six tumor antigens are potential targets for developing anti-GBMs mRNA vaccine, and the immunotypes can be used for evaluating vaccination response. |
format | Online Article Text |
id | pubmed-8847306 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-88473062022-02-17 Identification of Tumor Antigens and Immune Subtypes of Glioblastoma for mRNA Vaccine Development Lin, Han Wang, Kun Xiong, Yuxin Zhou, Liting Yang, Yong Chen, Shanwei Xu, Peihong Zhou, Yujun Mao, Rui Lv, Guangzhao Wang, Peng Zhou, Dong Front Immunol Immunology The use of vaccines for cancer therapy is a promising immunotherapeutic strategy that has been shown to be effective against various cancers. Vaccines directly target tumors but their efficacy against glioblastoma multiforme (GBM) remains unclear. Immunotyping that classifies tumor samples is considered to be a biomarker for immunotherapy. This study aimed to identify potential GBM antigens suitable for vaccine development and develop a tool to predict the response of GBM patients to vaccination based on the immunotype. Gene Expression Profiling Interactive Analysis (GEPIA) was applied to evaluate the expression profile of GBM antigens and their influence on clinical prognosis, while the cBioPortal program was utilized to integrate and analyze genetic alterations. The correlation between antigens and antigen processing cells was assessed using TIMER. RNA-seq data of GBM samples and their corresponding clinical data were downloaded from the Cancer Genome Atlas (TCGA) and the Chinese Glioma Genome Atlas (CGGA) for further clustering analysis. Six overexpressed and mutated tumor antigens (ARHGAP9, ARHGAP30, CLEC7A, MAN2B1, ARPC1B and PLB1) were highly correlated with the survival rate of GBM patients and the infiltration of antigen presenting cells in GBMs. With distinct cellular and molecular characteristics, three immune subtypes (IS1-IS3) of GBMs were identified and GBMs from IS3 subtype were more likely to benefit from vaccination. Through graph learning-based dimensional reduction, immune landscape was depicted and revealed the existence of heterogeneity among individual GBM patients. Finally, WGCNA can identify potential vaccination biomarkers by clustering immune related genes. In summary, the six tumor antigens are potential targets for developing anti-GBMs mRNA vaccine, and the immunotypes can be used for evaluating vaccination response. Frontiers Media S.A. 2022-02-02 /pmc/articles/PMC8847306/ /pubmed/35185876 http://dx.doi.org/10.3389/fimmu.2022.773264 Text en Copyright © 2022 Lin, Wang, Xiong, Zhou, Yang, Chen, Xu, Zhou, Mao, Lv, Wang and Zhou 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 Lin, Han Wang, Kun Xiong, Yuxin Zhou, Liting Yang, Yong Chen, Shanwei Xu, Peihong Zhou, Yujun Mao, Rui Lv, Guangzhao Wang, Peng Zhou, Dong Identification of Tumor Antigens and Immune Subtypes of Glioblastoma for mRNA Vaccine Development |
title | Identification of Tumor Antigens and Immune Subtypes of Glioblastoma for mRNA Vaccine Development |
title_full | Identification of Tumor Antigens and Immune Subtypes of Glioblastoma for mRNA Vaccine Development |
title_fullStr | Identification of Tumor Antigens and Immune Subtypes of Glioblastoma for mRNA Vaccine Development |
title_full_unstemmed | Identification of Tumor Antigens and Immune Subtypes of Glioblastoma for mRNA Vaccine Development |
title_short | Identification of Tumor Antigens and Immune Subtypes of Glioblastoma for mRNA Vaccine Development |
title_sort | identification of tumor antigens and immune subtypes of glioblastoma for mrna vaccine development |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8847306/ https://www.ncbi.nlm.nih.gov/pubmed/35185876 http://dx.doi.org/10.3389/fimmu.2022.773264 |
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