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A novel cuproptosis-related diagnostic gene signature and differential expression validation in atherosclerosis
Atherosclerosis (AS) is a major contributor to morbidity and mortality worldwide. However, the molecular mechanisms and mediator molecules involved remain largely unknown. Copper, which plays an essential role in cardiovascular disease, has been suggested as a potential risk factor. Copper homeostas...
Autores principales: | , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Springer Nature Singapore
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10344858/ https://www.ncbi.nlm.nih.gov/pubmed/37442861 http://dx.doi.org/10.1186/s43556-023-00131-5 |
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author | Cui, Yuting Chen, Yanyu Gan, Ni Li, Man Liao, Wei Zhou, Yating Xiang, Qiong Gong, Xi Guo, Qianqian Hu, Pengwei Zheng, Xi-Long Shang, Desi Peng, Juan Tang, Zhihan |
author_facet | Cui, Yuting Chen, Yanyu Gan, Ni Li, Man Liao, Wei Zhou, Yating Xiang, Qiong Gong, Xi Guo, Qianqian Hu, Pengwei Zheng, Xi-Long Shang, Desi Peng, Juan Tang, Zhihan |
author_sort | Cui, Yuting |
collection | PubMed |
description | Atherosclerosis (AS) is a major contributor to morbidity and mortality worldwide. However, the molecular mechanisms and mediator molecules involved remain largely unknown. Copper, which plays an essential role in cardiovascular disease, has been suggested as a potential risk factor. Copper homeostasis is closely related to the occurrence and development of AS. Recently, a new cell death pathway called cuproptosis has been discovered, which is driven by intracellular copper excess. However, no previous studies have reported a relationship between cuproptosis and AS. In this study, we integrated bulk and single-cell sequencing data to screen and identify key cuproptosis-related genes in AS. We used correlation analysis, enrichment analysis, random forest, and other bioinformatics methods to reveal their relationships. Our findings report, for the first time, the involvement of cuproptosis-related genes FDX1, SLC31A1, and GLS in atherogenesis. FDX1 and SLC31A1 were upregulated, while GLS was downregulated in atherosclerotic plaque. Receiver operating characteristic curves demonstrate their potential diagnostic value for AS. Additionally, we confirm that GLS is mainly expressed in vascular smooth muscle cells, and SLC31A1 is mainly localized in macrophages of atherosclerotic lesions in experiments. These findings shed light on the cuproptosis landscape and potential diagnostic biomarkers for AS, providing further evidence about the vital role of cuproptosis in atherosclerosis progression. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s43556-023-00131-5. |
format | Online Article Text |
id | pubmed-10344858 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Springer Nature Singapore |
record_format | MEDLINE/PubMed |
spelling | pubmed-103448582023-07-15 A novel cuproptosis-related diagnostic gene signature and differential expression validation in atherosclerosis Cui, Yuting Chen, Yanyu Gan, Ni Li, Man Liao, Wei Zhou, Yating Xiang, Qiong Gong, Xi Guo, Qianqian Hu, Pengwei Zheng, Xi-Long Shang, Desi Peng, Juan Tang, Zhihan Mol Biomed Research Atherosclerosis (AS) is a major contributor to morbidity and mortality worldwide. However, the molecular mechanisms and mediator molecules involved remain largely unknown. Copper, which plays an essential role in cardiovascular disease, has been suggested as a potential risk factor. Copper homeostasis is closely related to the occurrence and development of AS. Recently, a new cell death pathway called cuproptosis has been discovered, which is driven by intracellular copper excess. However, no previous studies have reported a relationship between cuproptosis and AS. In this study, we integrated bulk and single-cell sequencing data to screen and identify key cuproptosis-related genes in AS. We used correlation analysis, enrichment analysis, random forest, and other bioinformatics methods to reveal their relationships. Our findings report, for the first time, the involvement of cuproptosis-related genes FDX1, SLC31A1, and GLS in atherogenesis. FDX1 and SLC31A1 were upregulated, while GLS was downregulated in atherosclerotic plaque. Receiver operating characteristic curves demonstrate their potential diagnostic value for AS. Additionally, we confirm that GLS is mainly expressed in vascular smooth muscle cells, and SLC31A1 is mainly localized in macrophages of atherosclerotic lesions in experiments. These findings shed light on the cuproptosis landscape and potential diagnostic biomarkers for AS, providing further evidence about the vital role of cuproptosis in atherosclerosis progression. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s43556-023-00131-5. Springer Nature Singapore 2023-07-14 /pmc/articles/PMC10344858/ /pubmed/37442861 http://dx.doi.org/10.1186/s43556-023-00131-5 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/ (https://creativecommons.org/licenses/by/4.0/) . |
spellingShingle | Research Cui, Yuting Chen, Yanyu Gan, Ni Li, Man Liao, Wei Zhou, Yating Xiang, Qiong Gong, Xi Guo, Qianqian Hu, Pengwei Zheng, Xi-Long Shang, Desi Peng, Juan Tang, Zhihan A novel cuproptosis-related diagnostic gene signature and differential expression validation in atherosclerosis |
title | A novel cuproptosis-related diagnostic gene signature and differential expression validation in atherosclerosis |
title_full | A novel cuproptosis-related diagnostic gene signature and differential expression validation in atherosclerosis |
title_fullStr | A novel cuproptosis-related diagnostic gene signature and differential expression validation in atherosclerosis |
title_full_unstemmed | A novel cuproptosis-related diagnostic gene signature and differential expression validation in atherosclerosis |
title_short | A novel cuproptosis-related diagnostic gene signature and differential expression validation in atherosclerosis |
title_sort | novel cuproptosis-related diagnostic gene signature and differential expression validation in atherosclerosis |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10344858/ https://www.ncbi.nlm.nih.gov/pubmed/37442861 http://dx.doi.org/10.1186/s43556-023-00131-5 |
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