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Classification of Subgroups with Immune Characteristics Based on DNA Methylation in Luminal Breast Cancer
Luminal breast cancer (BC) accounts for a large proportion of patients in BC, with high heterogeneity. Determining the precise subtype and optimal selection of treatment options for luminal BC is a challenge. In this study, we proposed an MSBR framework that integrate DNA methylation profiles and tr...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9658742/ https://www.ncbi.nlm.nih.gov/pubmed/36361541 http://dx.doi.org/10.3390/ijms232112747 |
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author | Zhang, Mengyan Ma, Te Wang, Cong Zhao, Jiyun Xing, Jie Liu, Honghao Su, Mu Zhai, Ruiyang Liu, Ting Sun, Baoqing Zhang, Yan |
author_facet | Zhang, Mengyan Ma, Te Wang, Cong Zhao, Jiyun Xing, Jie Liu, Honghao Su, Mu Zhai, Ruiyang Liu, Ting Sun, Baoqing Zhang, Yan |
author_sort | Zhang, Mengyan |
collection | PubMed |
description | Luminal breast cancer (BC) accounts for a large proportion of patients in BC, with high heterogeneity. Determining the precise subtype and optimal selection of treatment options for luminal BC is a challenge. In this study, we proposed an MSBR framework that integrate DNA methylation profiles and transcriptomes to identify immune subgroups of luminal BC. MSBR was implemented both on a key module scoring algorithm and “Boruta” feature selection method by DNA methylation. Luminal A was divided into two subgroups and luminal B was divided into three subgroups using the MSBR. Furthermore, these subgroups were defined as different immune subgroups in luminal A and B respectively. The subgroups showed significant differences in DNA methylation levels, immune microenvironment (immune cell infiltration, immune checkpoint PD1/PD-L1 expression, immune cell cracking activity (CYT)) and pathology features (texture, eccentricity, intensity and tumor-infiltrating lymphocytes (TILs)). The results also showed that there is a subgroup in both luminal A and B that has the benefit from immunotherapy. This study proposed a classification of luminal BC from the perspective of epigenetics and immune characteristics, which provided individualized treatment decisions. |
format | Online Article Text |
id | pubmed-9658742 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-96587422022-11-15 Classification of Subgroups with Immune Characteristics Based on DNA Methylation in Luminal Breast Cancer Zhang, Mengyan Ma, Te Wang, Cong Zhao, Jiyun Xing, Jie Liu, Honghao Su, Mu Zhai, Ruiyang Liu, Ting Sun, Baoqing Zhang, Yan Int J Mol Sci Article Luminal breast cancer (BC) accounts for a large proportion of patients in BC, with high heterogeneity. Determining the precise subtype and optimal selection of treatment options for luminal BC is a challenge. In this study, we proposed an MSBR framework that integrate DNA methylation profiles and transcriptomes to identify immune subgroups of luminal BC. MSBR was implemented both on a key module scoring algorithm and “Boruta” feature selection method by DNA methylation. Luminal A was divided into two subgroups and luminal B was divided into three subgroups using the MSBR. Furthermore, these subgroups were defined as different immune subgroups in luminal A and B respectively. The subgroups showed significant differences in DNA methylation levels, immune microenvironment (immune cell infiltration, immune checkpoint PD1/PD-L1 expression, immune cell cracking activity (CYT)) and pathology features (texture, eccentricity, intensity and tumor-infiltrating lymphocytes (TILs)). The results also showed that there is a subgroup in both luminal A and B that has the benefit from immunotherapy. This study proposed a classification of luminal BC from the perspective of epigenetics and immune characteristics, which provided individualized treatment decisions. MDPI 2022-10-22 /pmc/articles/PMC9658742/ /pubmed/36361541 http://dx.doi.org/10.3390/ijms232112747 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 Zhang, Mengyan Ma, Te Wang, Cong Zhao, Jiyun Xing, Jie Liu, Honghao Su, Mu Zhai, Ruiyang Liu, Ting Sun, Baoqing Zhang, Yan Classification of Subgroups with Immune Characteristics Based on DNA Methylation in Luminal Breast Cancer |
title | Classification of Subgroups with Immune Characteristics Based on DNA Methylation in Luminal Breast Cancer |
title_full | Classification of Subgroups with Immune Characteristics Based on DNA Methylation in Luminal Breast Cancer |
title_fullStr | Classification of Subgroups with Immune Characteristics Based on DNA Methylation in Luminal Breast Cancer |
title_full_unstemmed | Classification of Subgroups with Immune Characteristics Based on DNA Methylation in Luminal Breast Cancer |
title_short | Classification of Subgroups with Immune Characteristics Based on DNA Methylation in Luminal Breast Cancer |
title_sort | classification of subgroups with immune characteristics based on dna methylation in luminal breast cancer |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9658742/ https://www.ncbi.nlm.nih.gov/pubmed/36361541 http://dx.doi.org/10.3390/ijms232112747 |
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