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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...

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Autores principales: Liu, Shenting, Xu, He, Feng, Ying, Kahlert, Ulf D., Du, Renfei, Torres-de la Roche, Luz Angela, Xu, Kai, Shi, Wenjie, Meng, Fanshuai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
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.
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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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