Cargando…

Excavation of Molecular Subtypes of Endometrial Cancer Based on DNA Methylation

Tumor heterogeneity makes the diagnosis and treatment of endometrial cancer difficult. As an important modulator of gene expression, DNA methylation can affect tumor heterogeneity and, therefore, provide effective information for clinical treatment. In this study, we explored specific prognostic clu...

Descripción completa

Detalles Bibliográficos
Autores principales: Liu, Yujie, Gu, Yue, Zhang, Mengyan, Zeng, Jiaqi, Wang, Yangyang, Wang, Hongli, Liu, Xueting, Liu, Sijia, Wang, Zhao, Wang, Yuan, Wang, Le, Zhang, Yunyan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9690162/
https://www.ncbi.nlm.nih.gov/pubmed/36421781
http://dx.doi.org/10.3390/genes13112106
_version_ 1784836717481558016
author Liu, Yujie
Gu, Yue
Zhang, Mengyan
Zeng, Jiaqi
Wang, Yangyang
Wang, Hongli
Liu, Xueting
Liu, Sijia
Wang, Zhao
Wang, Yuan
Wang, Le
Zhang, Yunyan
author_facet Liu, Yujie
Gu, Yue
Zhang, Mengyan
Zeng, Jiaqi
Wang, Yangyang
Wang, Hongli
Liu, Xueting
Liu, Sijia
Wang, Zhao
Wang, Yuan
Wang, Le
Zhang, Yunyan
author_sort Liu, Yujie
collection PubMed
description Tumor heterogeneity makes the diagnosis and treatment of endometrial cancer difficult. As an important modulator of gene expression, DNA methylation can affect tumor heterogeneity and, therefore, provide effective information for clinical treatment. In this study, we explored specific prognostic clusters based on 482 examples of endometrial cancer methylation data in the TCGA database. By analyzing 4870 CpG clusters, we distinguished three clusters with different prognostics. Differences in DNA methylation levels are associated with differences in age, grade, clinical pathological staging, and prognosis. Subsequently, we screened out 264 specific hypermethylation and hypomethylation sites and constructed a prognostic model for Bayesian network classification, which corresponded to the classification of the test set to the classification results of the train set. Since the tumor microenvironment plays a key role in determining immunotherapy responses, we conducted relevant analyses based on clusters separated from DNA methylation data to determine the immune function of each cluster. We also predicted their sensitivity to chemotherapy drugs. Specific classifications of DNA methylation may help to address the heterogeneity of previously existing molecular clusters of endometrial cancer, as well as to develop more effective, individualized treatments.
format Online
Article
Text
id pubmed-9690162
institution National Center for Biotechnology Information
language English
publishDate 2022
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-96901622022-11-25 Excavation of Molecular Subtypes of Endometrial Cancer Based on DNA Methylation Liu, Yujie Gu, Yue Zhang, Mengyan Zeng, Jiaqi Wang, Yangyang Wang, Hongli Liu, Xueting Liu, Sijia Wang, Zhao Wang, Yuan Wang, Le Zhang, Yunyan Genes (Basel) Article Tumor heterogeneity makes the diagnosis and treatment of endometrial cancer difficult. As an important modulator of gene expression, DNA methylation can affect tumor heterogeneity and, therefore, provide effective information for clinical treatment. In this study, we explored specific prognostic clusters based on 482 examples of endometrial cancer methylation data in the TCGA database. By analyzing 4870 CpG clusters, we distinguished three clusters with different prognostics. Differences in DNA methylation levels are associated with differences in age, grade, clinical pathological staging, and prognosis. Subsequently, we screened out 264 specific hypermethylation and hypomethylation sites and constructed a prognostic model for Bayesian network classification, which corresponded to the classification of the test set to the classification results of the train set. Since the tumor microenvironment plays a key role in determining immunotherapy responses, we conducted relevant analyses based on clusters separated from DNA methylation data to determine the immune function of each cluster. We also predicted their sensitivity to chemotherapy drugs. Specific classifications of DNA methylation may help to address the heterogeneity of previously existing molecular clusters of endometrial cancer, as well as to develop more effective, individualized treatments. MDPI 2022-11-13 /pmc/articles/PMC9690162/ /pubmed/36421781 http://dx.doi.org/10.3390/genes13112106 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Liu, Yujie
Gu, Yue
Zhang, Mengyan
Zeng, Jiaqi
Wang, Yangyang
Wang, Hongli
Liu, Xueting
Liu, Sijia
Wang, Zhao
Wang, Yuan
Wang, Le
Zhang, Yunyan
Excavation of Molecular Subtypes of Endometrial Cancer Based on DNA Methylation
title Excavation of Molecular Subtypes of Endometrial Cancer Based on DNA Methylation
title_full Excavation of Molecular Subtypes of Endometrial Cancer Based on DNA Methylation
title_fullStr Excavation of Molecular Subtypes of Endometrial Cancer Based on DNA Methylation
title_full_unstemmed Excavation of Molecular Subtypes of Endometrial Cancer Based on DNA Methylation
title_short Excavation of Molecular Subtypes of Endometrial Cancer Based on DNA Methylation
title_sort excavation of molecular subtypes of endometrial cancer based on dna methylation
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9690162/
https://www.ncbi.nlm.nih.gov/pubmed/36421781
http://dx.doi.org/10.3390/genes13112106
work_keys_str_mv AT liuyujie excavationofmolecularsubtypesofendometrialcancerbasedondnamethylation
AT guyue excavationofmolecularsubtypesofendometrialcancerbasedondnamethylation
AT zhangmengyan excavationofmolecularsubtypesofendometrialcancerbasedondnamethylation
AT zengjiaqi excavationofmolecularsubtypesofendometrialcancerbasedondnamethylation
AT wangyangyang excavationofmolecularsubtypesofendometrialcancerbasedondnamethylation
AT wanghongli excavationofmolecularsubtypesofendometrialcancerbasedondnamethylation
AT liuxueting excavationofmolecularsubtypesofendometrialcancerbasedondnamethylation
AT liusijia excavationofmolecularsubtypesofendometrialcancerbasedondnamethylation
AT wangzhao excavationofmolecularsubtypesofendometrialcancerbasedondnamethylation
AT wangyuan excavationofmolecularsubtypesofendometrialcancerbasedondnamethylation
AT wangle excavationofmolecularsubtypesofendometrialcancerbasedondnamethylation
AT zhangyunyan excavationofmolecularsubtypesofendometrialcancerbasedondnamethylation