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Uncovering the Association Between m(5)C Regulator-Mediated Methylation Modification Patterns and Tumour Microenvironment Infiltration Characteristics in Hepatocellular Carcinoma
Background: 5-Methylcytosine (m(5)C) plays essential roles in hepatocellular carcinoma (HCC), but the association between m(5)C regulation and immune cell infiltration in HCC has not yet been clarified. Methods: In this study, we analysed 371 patients with HCC from The Cancer Genome Atlas (TCGA) dat...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8475949/ https://www.ncbi.nlm.nih.gov/pubmed/34589490 http://dx.doi.org/10.3389/fcell.2021.727935 |
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author | Gu, Xinyu Zhou, Haibo Chu, Qingfei Zheng, Qiuxian Wang, Jing Zhu, Haihong |
author_facet | Gu, Xinyu Zhou, Haibo Chu, Qingfei Zheng, Qiuxian Wang, Jing Zhu, Haihong |
author_sort | Gu, Xinyu |
collection | PubMed |
description | Background: 5-Methylcytosine (m(5)C) plays essential roles in hepatocellular carcinoma (HCC), but the association between m(5)C regulation and immune cell infiltration in HCC has not yet been clarified. Methods: In this study, we analysed 371 patients with HCC from The Cancer Genome Atlas (TCGA) database, and the expression of 13 m(5)C regulators was investigated. Additionally, gene set variation analysis (GSVA), unsupervised clustering analysis, single-sample gene set enrichment analysis (ssGSEA), correlation analysis, and immunohistochemical (IHC) staining were performed. Results: Among the 371 patients, 41 had mutations in m(5)C regulators, the frequency of which was 11.26%. Compared with normal hepatic tissues, the expression of m(5)C regulators with copy number variations (CNVs) expansion was significantly higher than that in HCC tissues. Then, we identified three m(5)C modification patterns that had obvious tumour microenvironment (TME) cell infiltration characteristics. The prognostic analysis of the three major m(5)C modification subtypes showed that Cluster-2 had a clear survival advantage over the others. In addition, we found that DNMT1 was highly expressed in tumour tissues compared with normal tissues in a tissue microarray (TMA) and that it was positively correlated with many TME-infiltrating immune cells. High expression of the m(5)C regulator DNMT1 was related to a poor prognosis in patients with HCC. Furthermore, we developed three distinct Immu-clusters. Importantly, mRNAs related to the transcription of growth factor β (TGF-β)/EMT pathway were significantly up-regulated in Immu-cluster 2, indicating that this cluster is considered to be the immune rejection phenotype. Immu-cluster 3 showed elevated expression of mRNAs related to immune checkpoint genes. Conclusion: Our work revealed the association between m(5)C modification and immune regulators in the TME. These findings also suggest that DNMT1 has great potential as a prognostic biomarker and therapeutic target for HCC. |
format | Online Article Text |
id | pubmed-8475949 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-84759492021-09-28 Uncovering the Association Between m(5)C Regulator-Mediated Methylation Modification Patterns and Tumour Microenvironment Infiltration Characteristics in Hepatocellular Carcinoma Gu, Xinyu Zhou, Haibo Chu, Qingfei Zheng, Qiuxian Wang, Jing Zhu, Haihong Front Cell Dev Biol Cell and Developmental Biology Background: 5-Methylcytosine (m(5)C) plays essential roles in hepatocellular carcinoma (HCC), but the association between m(5)C regulation and immune cell infiltration in HCC has not yet been clarified. Methods: In this study, we analysed 371 patients with HCC from The Cancer Genome Atlas (TCGA) database, and the expression of 13 m(5)C regulators was investigated. Additionally, gene set variation analysis (GSVA), unsupervised clustering analysis, single-sample gene set enrichment analysis (ssGSEA), correlation analysis, and immunohistochemical (IHC) staining were performed. Results: Among the 371 patients, 41 had mutations in m(5)C regulators, the frequency of which was 11.26%. Compared with normal hepatic tissues, the expression of m(5)C regulators with copy number variations (CNVs) expansion was significantly higher than that in HCC tissues. Then, we identified three m(5)C modification patterns that had obvious tumour microenvironment (TME) cell infiltration characteristics. The prognostic analysis of the three major m(5)C modification subtypes showed that Cluster-2 had a clear survival advantage over the others. In addition, we found that DNMT1 was highly expressed in tumour tissues compared with normal tissues in a tissue microarray (TMA) and that it was positively correlated with many TME-infiltrating immune cells. High expression of the m(5)C regulator DNMT1 was related to a poor prognosis in patients with HCC. Furthermore, we developed three distinct Immu-clusters. Importantly, mRNAs related to the transcription of growth factor β (TGF-β)/EMT pathway were significantly up-regulated in Immu-cluster 2, indicating that this cluster is considered to be the immune rejection phenotype. Immu-cluster 3 showed elevated expression of mRNAs related to immune checkpoint genes. Conclusion: Our work revealed the association between m(5)C modification and immune regulators in the TME. These findings also suggest that DNMT1 has great potential as a prognostic biomarker and therapeutic target for HCC. Frontiers Media S.A. 2021-09-13 /pmc/articles/PMC8475949/ /pubmed/34589490 http://dx.doi.org/10.3389/fcell.2021.727935 Text en Copyright © 2021 Gu, Zhou, Chu, Zheng, Wang and Zhu. 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 | Cell and Developmental Biology Gu, Xinyu Zhou, Haibo Chu, Qingfei Zheng, Qiuxian Wang, Jing Zhu, Haihong Uncovering the Association Between m(5)C Regulator-Mediated Methylation Modification Patterns and Tumour Microenvironment Infiltration Characteristics in Hepatocellular Carcinoma |
title | Uncovering the Association Between m(5)C Regulator-Mediated Methylation Modification Patterns and Tumour Microenvironment Infiltration Characteristics in Hepatocellular Carcinoma |
title_full | Uncovering the Association Between m(5)C Regulator-Mediated Methylation Modification Patterns and Tumour Microenvironment Infiltration Characteristics in Hepatocellular Carcinoma |
title_fullStr | Uncovering the Association Between m(5)C Regulator-Mediated Methylation Modification Patterns and Tumour Microenvironment Infiltration Characteristics in Hepatocellular Carcinoma |
title_full_unstemmed | Uncovering the Association Between m(5)C Regulator-Mediated Methylation Modification Patterns and Tumour Microenvironment Infiltration Characteristics in Hepatocellular Carcinoma |
title_short | Uncovering the Association Between m(5)C Regulator-Mediated Methylation Modification Patterns and Tumour Microenvironment Infiltration Characteristics in Hepatocellular Carcinoma |
title_sort | uncovering the association between m(5)c regulator-mediated methylation modification patterns and tumour microenvironment infiltration characteristics in hepatocellular carcinoma |
topic | Cell and Developmental Biology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8475949/ https://www.ncbi.nlm.nih.gov/pubmed/34589490 http://dx.doi.org/10.3389/fcell.2021.727935 |
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