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Comprehensive Analysis of 5-Methylcytosine (m(5)C) Regulators and the Immune Microenvironment in Pancreatic Adenocarcinoma to Aid Immunotherapy
BACKGROUND: Pancreatic adenocarcinoma (PAAD) is one of the most malignant cancers and has a poor prognosis. As a critical RNA modification, 5-methylcytosine (m(5)C) has been reported to regulate tumor progression, including PAAD progression. However, a comprehensive analysis of m(5)C regulators in P...
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/PMC9009261/ https://www.ncbi.nlm.nih.gov/pubmed/35433474 http://dx.doi.org/10.3389/fonc.2022.851766 |
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author | Wang, Ronglin Guo, Yongdong Ma, Peixiang Song, Yang Min, Jie Zhao, Ting Hua, Lei Zhang, Chao Yang, Cheng Shi, Jingjie Zhu, Liaoliao Gan, Dongxue Li, Shanshan Li, Junqiang Su, Haichuan |
author_facet | Wang, Ronglin Guo, Yongdong Ma, Peixiang Song, Yang Min, Jie Zhao, Ting Hua, Lei Zhang, Chao Yang, Cheng Shi, Jingjie Zhu, Liaoliao Gan, Dongxue Li, Shanshan Li, Junqiang Su, Haichuan |
author_sort | Wang, Ronglin |
collection | PubMed |
description | BACKGROUND: Pancreatic adenocarcinoma (PAAD) is one of the most malignant cancers and has a poor prognosis. As a critical RNA modification, 5-methylcytosine (m(5)C) has been reported to regulate tumor progression, including PAAD progression. However, a comprehensive analysis of m(5)C regulators in PAAD is lacking. METHODS: In the present study, PAAD datasets were obtained from the Gene Expression Omnibus (GEO), The Cancer Genome Atlas (TCGA), International Cancer Genome Consortium (ICGC), and ArrayExpress databases. The expression pattern of m(5)C regulators were analyzed and patients were divided into different m(5)C clusters according to consensus clustering based on m(5)C regulators. Additionally, m(5)C differentially expressed genes (DEGs) were determined using Limma package. Based on m(5)C DEGs, patients were divided into m(5)C gene clusters. Moreover, m(5)C gene signatures were derived from m(5)C DEGs and a quantitative indicator, the m(5)C score, was developed from the m(5)C gene signatures. RESULTS: Our study showed that m(5)C regulators were differentially expressed in patients with PAAD. The m(5)C clusters and gene clusters based on m(5)C regulators and m(5)C DEGs were related to immune cell infiltration, immune-related genes and patient survival status, indicating that m(5)C modification play a central role in regulating PAAD development partly by modulating immune microenvironment. Additionally, a quantitative indicator, the m(5)C score, was also developed and was related to a series of immune-related indicators. Moreover, the m(5)C score precisely predicted the immunotherapy response and prognosis of patients with PAAD. CONCLUSION: In summary, we confirmed that m(5)C regulators regulate PAAD development by modulating the immune microenvironment. In addition, a quantitative indicator, the m(5)C score, was developed to predict immunotherapy response and prognosis and assisted in identifying PAAD patients suitable for tailored immunotherapy strategies. |
format | Online Article Text |
id | pubmed-9009261 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-90092612022-04-15 Comprehensive Analysis of 5-Methylcytosine (m(5)C) Regulators and the Immune Microenvironment in Pancreatic Adenocarcinoma to Aid Immunotherapy Wang, Ronglin Guo, Yongdong Ma, Peixiang Song, Yang Min, Jie Zhao, Ting Hua, Lei Zhang, Chao Yang, Cheng Shi, Jingjie Zhu, Liaoliao Gan, Dongxue Li, Shanshan Li, Junqiang Su, Haichuan Front Oncol Oncology BACKGROUND: Pancreatic adenocarcinoma (PAAD) is one of the most malignant cancers and has a poor prognosis. As a critical RNA modification, 5-methylcytosine (m(5)C) has been reported to regulate tumor progression, including PAAD progression. However, a comprehensive analysis of m(5)C regulators in PAAD is lacking. METHODS: In the present study, PAAD datasets were obtained from the Gene Expression Omnibus (GEO), The Cancer Genome Atlas (TCGA), International Cancer Genome Consortium (ICGC), and ArrayExpress databases. The expression pattern of m(5)C regulators were analyzed and patients were divided into different m(5)C clusters according to consensus clustering based on m(5)C regulators. Additionally, m(5)C differentially expressed genes (DEGs) were determined using Limma package. Based on m(5)C DEGs, patients were divided into m(5)C gene clusters. Moreover, m(5)C gene signatures were derived from m(5)C DEGs and a quantitative indicator, the m(5)C score, was developed from the m(5)C gene signatures. RESULTS: Our study showed that m(5)C regulators were differentially expressed in patients with PAAD. The m(5)C clusters and gene clusters based on m(5)C regulators and m(5)C DEGs were related to immune cell infiltration, immune-related genes and patient survival status, indicating that m(5)C modification play a central role in regulating PAAD development partly by modulating immune microenvironment. Additionally, a quantitative indicator, the m(5)C score, was also developed and was related to a series of immune-related indicators. Moreover, the m(5)C score precisely predicted the immunotherapy response and prognosis of patients with PAAD. CONCLUSION: In summary, we confirmed that m(5)C regulators regulate PAAD development by modulating the immune microenvironment. In addition, a quantitative indicator, the m(5)C score, was developed to predict immunotherapy response and prognosis and assisted in identifying PAAD patients suitable for tailored immunotherapy strategies. Frontiers Media S.A. 2022-03-31 /pmc/articles/PMC9009261/ /pubmed/35433474 http://dx.doi.org/10.3389/fonc.2022.851766 Text en Copyright © 2022 Wang, Guo, Ma, Song, Min, Zhao, Hua, Zhang, Yang, Shi, Zhu, Gan, Li, Li and Su 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 Wang, Ronglin Guo, Yongdong Ma, Peixiang Song, Yang Min, Jie Zhao, Ting Hua, Lei Zhang, Chao Yang, Cheng Shi, Jingjie Zhu, Liaoliao Gan, Dongxue Li, Shanshan Li, Junqiang Su, Haichuan Comprehensive Analysis of 5-Methylcytosine (m(5)C) Regulators and the Immune Microenvironment in Pancreatic Adenocarcinoma to Aid Immunotherapy |
title | Comprehensive Analysis of 5-Methylcytosine (m(5)C) Regulators and the Immune Microenvironment in Pancreatic Adenocarcinoma to Aid Immunotherapy |
title_full | Comprehensive Analysis of 5-Methylcytosine (m(5)C) Regulators and the Immune Microenvironment in Pancreatic Adenocarcinoma to Aid Immunotherapy |
title_fullStr | Comprehensive Analysis of 5-Methylcytosine (m(5)C) Regulators and the Immune Microenvironment in Pancreatic Adenocarcinoma to Aid Immunotherapy |
title_full_unstemmed | Comprehensive Analysis of 5-Methylcytosine (m(5)C) Regulators and the Immune Microenvironment in Pancreatic Adenocarcinoma to Aid Immunotherapy |
title_short | Comprehensive Analysis of 5-Methylcytosine (m(5)C) Regulators and the Immune Microenvironment in Pancreatic Adenocarcinoma to Aid Immunotherapy |
title_sort | comprehensive analysis of 5-methylcytosine (m(5)c) regulators and the immune microenvironment in pancreatic adenocarcinoma to aid immunotherapy |
topic | Oncology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9009261/ https://www.ncbi.nlm.nih.gov/pubmed/35433474 http://dx.doi.org/10.3389/fonc.2022.851766 |
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