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Oxidative stress genes define two subtypes of triple-negative breast cancer with prognostic and therapeutic implications
Introduction: Oxidative stress (OS)-related genes have been confirmed to be closely related to the prognosis of triple-negative breast cancer (TNBC) patients; despite this fact, there is still a lack of TNBC subtype strategies based on this gene guidance. Here, we aimed to explore OS-related subtype...
Autores principales: | , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2023
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10372428/ https://www.ncbi.nlm.nih.gov/pubmed/37519893 http://dx.doi.org/10.3389/fgene.2023.1230911 |
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author | Liu, Shenting Xu, He Feng, Ying Kahlert, Ulf D. Du, Renfei Torres-de la Roche, Luz Angela Xu, Kai Shi, Wenjie Meng, Fanshuai |
author_facet | Liu, Shenting Xu, He Feng, Ying Kahlert, Ulf D. Du, Renfei Torres-de la Roche, Luz Angela Xu, Kai Shi, Wenjie Meng, Fanshuai |
author_sort | Liu, Shenting |
collection | PubMed |
description | Introduction: Oxidative stress (OS)-related genes have been confirmed to be closely related to the prognosis of triple-negative breast cancer (TNBC) patients; despite this fact, there is still a lack of TNBC subtype strategies based on this gene guidance. Here, we aimed to explore OS-related subtypes and their prognostic value in TNBC. Methods: Data from The Cancer Genome Atlas (TCGA)-TNBC and Sequence Read Archive (SRA) (SRR8518252) databases were collected, removing batch effects using a combat method before analysis. Consensus clustering analysis identified two OS subtypes (clusters A and B), with cluster A showing a better prognosis. Immune infiltration characteristics were analyzed using ESTIMATE and single-sample gene set enrichment analysis (ssGSEA) algorithms, revealing higher ImmuneScore and ESTIMATEscore in cluster A. Tumor-suppressive immune cells, human leukocyte antigen (HLA) genes, and three immune inhibitors were more prevalent in cluster A. Results: An eight-gene signature, derived from differentially expressed genes, was developed and validated as an independent risk factor for TNBC. A nomogram combining the risk score and clinical variables accurately predicted patient outcomes. Finally, we also validated the classification effect of subtypes using hub markers of each subtype in the test dataset. Conclusion: Our study reveals distinct molecular clusters based on OS-related genes to better clarify the reactive oxygen species (ROS)-mediated progression and the crosstalk between the ROS and tumor microenvironment (TME) in this heterogenetic disease, and construct a risk prognostic model which could provide more support for clinical treatment decisions. |
format | Online Article Text |
id | pubmed-10372428 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-103724282023-07-28 Oxidative stress genes define two subtypes of triple-negative breast cancer with prognostic and therapeutic implications Liu, Shenting Xu, He Feng, Ying Kahlert, Ulf D. Du, Renfei Torres-de la Roche, Luz Angela Xu, Kai Shi, Wenjie Meng, Fanshuai Front Genet Genetics Introduction: Oxidative stress (OS)-related genes have been confirmed to be closely related to the prognosis of triple-negative breast cancer (TNBC) patients; despite this fact, there is still a lack of TNBC subtype strategies based on this gene guidance. Here, we aimed to explore OS-related subtypes and their prognostic value in TNBC. Methods: Data from The Cancer Genome Atlas (TCGA)-TNBC and Sequence Read Archive (SRA) (SRR8518252) databases were collected, removing batch effects using a combat method before analysis. Consensus clustering analysis identified two OS subtypes (clusters A and B), with cluster A showing a better prognosis. Immune infiltration characteristics were analyzed using ESTIMATE and single-sample gene set enrichment analysis (ssGSEA) algorithms, revealing higher ImmuneScore and ESTIMATEscore in cluster A. Tumor-suppressive immune cells, human leukocyte antigen (HLA) genes, and three immune inhibitors were more prevalent in cluster A. Results: An eight-gene signature, derived from differentially expressed genes, was developed and validated as an independent risk factor for TNBC. A nomogram combining the risk score and clinical variables accurately predicted patient outcomes. Finally, we also validated the classification effect of subtypes using hub markers of each subtype in the test dataset. Conclusion: Our study reveals distinct molecular clusters based on OS-related genes to better clarify the reactive oxygen species (ROS)-mediated progression and the crosstalk between the ROS and tumor microenvironment (TME) in this heterogenetic disease, and construct a risk prognostic model which could provide more support for clinical treatment decisions. Frontiers Media S.A. 2023-07-13 /pmc/articles/PMC10372428/ /pubmed/37519893 http://dx.doi.org/10.3389/fgene.2023.1230911 Text en Copyright © 2023 Liu, Xu, Feng, Kahlert, Du, Torres-de la Roche, Xu, Shi and Meng. 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 Liu, Shenting Xu, He Feng, Ying Kahlert, Ulf D. Du, Renfei Torres-de la Roche, Luz Angela Xu, Kai Shi, Wenjie Meng, Fanshuai Oxidative stress genes define two subtypes of triple-negative breast cancer with prognostic and therapeutic implications |
title | Oxidative stress genes define two subtypes of triple-negative breast cancer with prognostic and therapeutic implications |
title_full | Oxidative stress genes define two subtypes of triple-negative breast cancer with prognostic and therapeutic implications |
title_fullStr | Oxidative stress genes define two subtypes of triple-negative breast cancer with prognostic and therapeutic implications |
title_full_unstemmed | Oxidative stress genes define two subtypes of triple-negative breast cancer with prognostic and therapeutic implications |
title_short | Oxidative stress genes define two subtypes of triple-negative breast cancer with prognostic and therapeutic implications |
title_sort | oxidative stress genes define two subtypes of triple-negative breast cancer with prognostic and therapeutic implications |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10372428/ https://www.ncbi.nlm.nih.gov/pubmed/37519893 http://dx.doi.org/10.3389/fgene.2023.1230911 |
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