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Identification of three tumor antigens and immune subtypes for mRNA vaccine development in diffuse glioma
Rationale: Diffuse glioma patients have high mortality and recurrence despite multimodal therapies. This study aims to identify the potential tumor antigens for mRNA vaccines and subtypes suitable for the immunotherapy of patients with diffuse glioma. Methods: Gene expression profiles and correspond...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Ivyspring International Publisher
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8581422/ https://www.ncbi.nlm.nih.gov/pubmed/34815785 http://dx.doi.org/10.7150/thno.61677 |
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author | Zhou, Quanwei Yan, Xuejun Zhu, Hecheng Xin, Zhaoqi Zhao, Jin Shen, Wenyue Yin, Wen Guo, Youwei Xu, Hongjuan Zhao, Ming Liu, Weidong Jiang, Xingjun Ren, Caiping |
author_facet | Zhou, Quanwei Yan, Xuejun Zhu, Hecheng Xin, Zhaoqi Zhao, Jin Shen, Wenyue Yin, Wen Guo, Youwei Xu, Hongjuan Zhao, Ming Liu, Weidong Jiang, Xingjun Ren, Caiping |
author_sort | Zhou, Quanwei |
collection | PubMed |
description | Rationale: Diffuse glioma patients have high mortality and recurrence despite multimodal therapies. This study aims to identify the potential tumor antigens for mRNA vaccines and subtypes suitable for the immunotherapy of patients with diffuse glioma. Methods: Gene expression profiles and corresponding clinical information were obtained from the Chinese Glioma Genome Atlas (CGGA) and the Cancer Genome Atlas (TCGA) databases. Genetic alterations were extracted from cBioPortal. Differential gene analysis, survival analysis, correlation analysis, consensus clustering analysis, and immune cell infiltration analysis were conducted based on the various databases. Finally, the hub genes, the modules related to tumor antigens, and the immune subtypes were identified using WGCNA method. Results: Three over-expressed, amplified, and mutated tumor antigens, including KDR, COL1A2, and SAMD9, were associated with clinical outcomes. The expression of the three genes had a positive correlation with the abundance of antigen-presenting cells (APCs) and APC marker expression. Subsequently, three immune subtypes (Ims1, Ims2, and Ims3) were distinguished in the TCGA cohort, which exhibited distinct molecular, cellular, and clinical characteristics consistent with the CGGA cohort. Diffuse gliomas with subtype Ims1 were more malignant with immunosuppressive phenotypes and more associated with poor prognosis than the other two subtypes. The three antigens and the immune checkpoints were differentially expressed among the three immune subtypes. Finally, functional enrichment analysis of the genes related to tumor antigens and immune subtypes suggested that they are enriched in many immune-associated processes. Conclusions: KDR, COL1A2, and SAMD9 are potential antigens for developing mRNA vaccines against diffuse glioma. The results suggest that immunotherapy targeting these three antigens is more suitable for patients with subtype Ims1. This study provides insights into immunotherapy for diffuse glioma. |
format | Online Article Text |
id | pubmed-8581422 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Ivyspring International Publisher |
record_format | MEDLINE/PubMed |
spelling | pubmed-85814222021-11-22 Identification of three tumor antigens and immune subtypes for mRNA vaccine development in diffuse glioma Zhou, Quanwei Yan, Xuejun Zhu, Hecheng Xin, Zhaoqi Zhao, Jin Shen, Wenyue Yin, Wen Guo, Youwei Xu, Hongjuan Zhao, Ming Liu, Weidong Jiang, Xingjun Ren, Caiping Theranostics Research Paper Rationale: Diffuse glioma patients have high mortality and recurrence despite multimodal therapies. This study aims to identify the potential tumor antigens for mRNA vaccines and subtypes suitable for the immunotherapy of patients with diffuse glioma. Methods: Gene expression profiles and corresponding clinical information were obtained from the Chinese Glioma Genome Atlas (CGGA) and the Cancer Genome Atlas (TCGA) databases. Genetic alterations were extracted from cBioPortal. Differential gene analysis, survival analysis, correlation analysis, consensus clustering analysis, and immune cell infiltration analysis were conducted based on the various databases. Finally, the hub genes, the modules related to tumor antigens, and the immune subtypes were identified using WGCNA method. Results: Three over-expressed, amplified, and mutated tumor antigens, including KDR, COL1A2, and SAMD9, were associated with clinical outcomes. The expression of the three genes had a positive correlation with the abundance of antigen-presenting cells (APCs) and APC marker expression. Subsequently, three immune subtypes (Ims1, Ims2, and Ims3) were distinguished in the TCGA cohort, which exhibited distinct molecular, cellular, and clinical characteristics consistent with the CGGA cohort. Diffuse gliomas with subtype Ims1 were more malignant with immunosuppressive phenotypes and more associated with poor prognosis than the other two subtypes. The three antigens and the immune checkpoints were differentially expressed among the three immune subtypes. Finally, functional enrichment analysis of the genes related to tumor antigens and immune subtypes suggested that they are enriched in many immune-associated processes. Conclusions: KDR, COL1A2, and SAMD9 are potential antigens for developing mRNA vaccines against diffuse glioma. The results suggest that immunotherapy targeting these three antigens is more suitable for patients with subtype Ims1. This study provides insights into immunotherapy for diffuse glioma. Ivyspring International Publisher 2021-10-03 /pmc/articles/PMC8581422/ /pubmed/34815785 http://dx.doi.org/10.7150/thno.61677 Text en © The author(s) https://creativecommons.org/licenses/by/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/). See http://ivyspring.com/terms for full terms and conditions. |
spellingShingle | Research Paper Zhou, Quanwei Yan, Xuejun Zhu, Hecheng Xin, Zhaoqi Zhao, Jin Shen, Wenyue Yin, Wen Guo, Youwei Xu, Hongjuan Zhao, Ming Liu, Weidong Jiang, Xingjun Ren, Caiping Identification of three tumor antigens and immune subtypes for mRNA vaccine development in diffuse glioma |
title | Identification of three tumor antigens and immune subtypes for mRNA vaccine development in diffuse glioma |
title_full | Identification of three tumor antigens and immune subtypes for mRNA vaccine development in diffuse glioma |
title_fullStr | Identification of three tumor antigens and immune subtypes for mRNA vaccine development in diffuse glioma |
title_full_unstemmed | Identification of three tumor antigens and immune subtypes for mRNA vaccine development in diffuse glioma |
title_short | Identification of three tumor antigens and immune subtypes for mRNA vaccine development in diffuse glioma |
title_sort | identification of three tumor antigens and immune subtypes for mrna vaccine development in diffuse glioma |
topic | Research Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8581422/ https://www.ncbi.nlm.nih.gov/pubmed/34815785 http://dx.doi.org/10.7150/thno.61677 |
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