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GLS as a diagnostic biomarker in breast cancer: in-silico, in-situ, and in-vitro insights

BACKGROUND: Recently, a novel programmed cell death mechanism, Cuproptosis, has been discovered and found to play an important role in the development and progression of diverse tumors. In the present study, we comprehensively investigated the core gene of this mechanism, GLS, in breast cancer. MATE...

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Autores principales: Zhang, Danfeng, Wang, Man, Huang, Xufeng, Wang, Longbin, Liu, Ying, Zhou, Shujing, Tang, Yidan, Wang, Qi, Li, Zhengrui, Wang, Geng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10471892/
https://www.ncbi.nlm.nih.gov/pubmed/37664031
http://dx.doi.org/10.3389/fonc.2023.1220038
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author Zhang, Danfeng
Wang, Man
Huang, Xufeng
Wang, Longbin
Liu, Ying
Zhou, Shujing
Tang, Yidan
Wang, Qi
Li, Zhengrui
Wang, Geng
author_facet Zhang, Danfeng
Wang, Man
Huang, Xufeng
Wang, Longbin
Liu, Ying
Zhou, Shujing
Tang, Yidan
Wang, Qi
Li, Zhengrui
Wang, Geng
author_sort Zhang, Danfeng
collection PubMed
description BACKGROUND: Recently, a novel programmed cell death mechanism, Cuproptosis, has been discovered and found to play an important role in the development and progression of diverse tumors. In the present study, we comprehensively investigated the core gene of this mechanism, GLS, in breast cancer. MATERIALS AND METHODS: Bulk RNA sequencing data were curated from the TCGA repository to investigate the aberrant expression of GLS over diverse cancer types. Then, we examined its efficacy as a diagnostic biomarker in breast cancer by Area Under Curve (AUC) of the Receiver Operative Characteristic (ROC) curve. Furthermore, by applying siRNA technique, we knocked down the GLS expression level in cancerous cell lines, measuring the corresponding effects on cell proliferation and metastasis. Afterward, we explored the potential implications of GLS expression in the tumor immune microenvironment quantitatively by using several R packages and algorithms, including ESTIMATE, CIBERSORT, etc. RESULTS: Pan-cancer analysis suggested that GLS was aberrantly over-expressed in many cancer types, with breast cancer being typical. More in-depth analyses revealed the expression of GLS exerted a high ROC-AUC value in breast cancer diagnosis. Through the knock-down of GLS expression, it was found that GLS expression was strongly relevant to the growth and metastasis of tumor. Furthermore, it was also found to be correlated with the immune tumor microenvironment. CONCLUSION: We highlighted that GLS expression might be applicable as a diagnostic biomarker in breast cancer and possess significant implications in the growth and metastasis of tumor and the immune tumor microenvironment, sharing new insights into ontological and personalized medicine.
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spelling pubmed-104718922023-09-02 GLS as a diagnostic biomarker in breast cancer: in-silico, in-situ, and in-vitro insights Zhang, Danfeng Wang, Man Huang, Xufeng Wang, Longbin Liu, Ying Zhou, Shujing Tang, Yidan Wang, Qi Li, Zhengrui Wang, Geng Front Oncol Oncology BACKGROUND: Recently, a novel programmed cell death mechanism, Cuproptosis, has been discovered and found to play an important role in the development and progression of diverse tumors. In the present study, we comprehensively investigated the core gene of this mechanism, GLS, in breast cancer. MATERIALS AND METHODS: Bulk RNA sequencing data were curated from the TCGA repository to investigate the aberrant expression of GLS over diverse cancer types. Then, we examined its efficacy as a diagnostic biomarker in breast cancer by Area Under Curve (AUC) of the Receiver Operative Characteristic (ROC) curve. Furthermore, by applying siRNA technique, we knocked down the GLS expression level in cancerous cell lines, measuring the corresponding effects on cell proliferation and metastasis. Afterward, we explored the potential implications of GLS expression in the tumor immune microenvironment quantitatively by using several R packages and algorithms, including ESTIMATE, CIBERSORT, etc. RESULTS: Pan-cancer analysis suggested that GLS was aberrantly over-expressed in many cancer types, with breast cancer being typical. More in-depth analyses revealed the expression of GLS exerted a high ROC-AUC value in breast cancer diagnosis. Through the knock-down of GLS expression, it was found that GLS expression was strongly relevant to the growth and metastasis of tumor. Furthermore, it was also found to be correlated with the immune tumor microenvironment. CONCLUSION: We highlighted that GLS expression might be applicable as a diagnostic biomarker in breast cancer and possess significant implications in the growth and metastasis of tumor and the immune tumor microenvironment, sharing new insights into ontological and personalized medicine. Frontiers Media S.A. 2023-08-18 /pmc/articles/PMC10471892/ /pubmed/37664031 http://dx.doi.org/10.3389/fonc.2023.1220038 Text en Copyright © 2023 Zhang, Wang, Huang, Wang, Liu, Zhou, Tang, Wang, Li and Wang 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 Oncology
Zhang, Danfeng
Wang, Man
Huang, Xufeng
Wang, Longbin
Liu, Ying
Zhou, Shujing
Tang, Yidan
Wang, Qi
Li, Zhengrui
Wang, Geng
GLS as a diagnostic biomarker in breast cancer: in-silico, in-situ, and in-vitro insights
title GLS as a diagnostic biomarker in breast cancer: in-silico, in-situ, and in-vitro insights
title_full GLS as a diagnostic biomarker in breast cancer: in-silico, in-situ, and in-vitro insights
title_fullStr GLS as a diagnostic biomarker in breast cancer: in-silico, in-situ, and in-vitro insights
title_full_unstemmed GLS as a diagnostic biomarker in breast cancer: in-silico, in-situ, and in-vitro insights
title_short GLS as a diagnostic biomarker in breast cancer: in-silico, in-situ, and in-vitro insights
title_sort gls as a diagnostic biomarker in breast cancer: in-silico, in-situ, and in-vitro insights
topic Oncology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10471892/
https://www.ncbi.nlm.nih.gov/pubmed/37664031
http://dx.doi.org/10.3389/fonc.2023.1220038
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