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Regulatory pattern of abnormal promoter CpG island methylation in the glioblastoma multiforme classification
Glioblastoma (GBM) is characterized by extensive genetic and phenotypic heterogeneity. However, it remains unexplored primarily how CpG island methylation abnormalities in promoter mediate glioblastoma typing. First, we presented a multi-omics scale map between glioblastoma sample clusters construct...
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/PMC9527345/ https://www.ncbi.nlm.nih.gov/pubmed/36199581 http://dx.doi.org/10.3389/fgene.2022.989985 |
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author | Wang, Rendong Zhao, Lei Wang, Shijia Zhao, Xiaoxiao Liang, Chuanyu Wang, Pei Li, Dongguo |
author_facet | Wang, Rendong Zhao, Lei Wang, Shijia Zhao, Xiaoxiao Liang, Chuanyu Wang, Pei Li, Dongguo |
author_sort | Wang, Rendong |
collection | PubMed |
description | Glioblastoma (GBM) is characterized by extensive genetic and phenotypic heterogeneity. However, it remains unexplored primarily how CpG island methylation abnormalities in promoter mediate glioblastoma typing. First, we presented a multi-omics scale map between glioblastoma sample clusters constructed based on promoter CpG island (PCGI) methylation-driven genes, using datasets including methylation profiles, expression profiles, and single-cell sequencing data from multiple highly annotated public clinical cohorts. Second, we identified differences in the tumor microenvironment between the two glioblastoma sample clusters and resolved key signaling pathways between cell clusters at the single-cell level based on comprehensive comparative analyses to investigate the reasons for survival differences between two of these clusters. Finally, we developed a diagnostic map and a prediction model for glioblastoma, and compared theoretical differences of drug sensitivity between two glioblastoma sample clusters. In summary, this study established a classification system for dissecting promoter CpG island methylation heterogeneity in glioblastoma and provides a new perspective for the diagnosis and treatment of glioblastoma. |
format | Online Article Text |
id | pubmed-9527345 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-95273452022-10-04 Regulatory pattern of abnormal promoter CpG island methylation in the glioblastoma multiforme classification Wang, Rendong Zhao, Lei Wang, Shijia Zhao, Xiaoxiao Liang, Chuanyu Wang, Pei Li, Dongguo Front Genet Genetics Glioblastoma (GBM) is characterized by extensive genetic and phenotypic heterogeneity. However, it remains unexplored primarily how CpG island methylation abnormalities in promoter mediate glioblastoma typing. First, we presented a multi-omics scale map between glioblastoma sample clusters constructed based on promoter CpG island (PCGI) methylation-driven genes, using datasets including methylation profiles, expression profiles, and single-cell sequencing data from multiple highly annotated public clinical cohorts. Second, we identified differences in the tumor microenvironment between the two glioblastoma sample clusters and resolved key signaling pathways between cell clusters at the single-cell level based on comprehensive comparative analyses to investigate the reasons for survival differences between two of these clusters. Finally, we developed a diagnostic map and a prediction model for glioblastoma, and compared theoretical differences of drug sensitivity between two glioblastoma sample clusters. In summary, this study established a classification system for dissecting promoter CpG island methylation heterogeneity in glioblastoma and provides a new perspective for the diagnosis and treatment of glioblastoma. Frontiers Media S.A. 2022-09-19 /pmc/articles/PMC9527345/ /pubmed/36199581 http://dx.doi.org/10.3389/fgene.2022.989985 Text en Copyright © 2022 Wang, Zhao, Wang, Zhao, Liang, Wang and Li. 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 | Genetics Wang, Rendong Zhao, Lei Wang, Shijia Zhao, Xiaoxiao Liang, Chuanyu Wang, Pei Li, Dongguo Regulatory pattern of abnormal promoter CpG island methylation in the glioblastoma multiforme classification |
title | Regulatory pattern of abnormal promoter CpG island methylation in the glioblastoma multiforme classification |
title_full | Regulatory pattern of abnormal promoter CpG island methylation in the glioblastoma multiforme classification |
title_fullStr | Regulatory pattern of abnormal promoter CpG island methylation in the glioblastoma multiforme classification |
title_full_unstemmed | Regulatory pattern of abnormal promoter CpG island methylation in the glioblastoma multiforme classification |
title_short | Regulatory pattern of abnormal promoter CpG island methylation in the glioblastoma multiforme classification |
title_sort | regulatory pattern of abnormal promoter cpg island methylation in the glioblastoma multiforme classification |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9527345/ https://www.ncbi.nlm.nih.gov/pubmed/36199581 http://dx.doi.org/10.3389/fgene.2022.989985 |
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