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Construction and validation of molecular subtypes of coronary artery disease based on ferroptosis-related genes
BACKGROUND: This study aims to construct a reliable diagnostic model for coronary artery disease (CAD) patients and explore its potential mechanism by consensus molecular subtypes of ferroptosis-related genes. METHODS: GSE12288 and GSE20680 were downloaded from Gene Expression Omnibus database. CAD...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9219127/ https://www.ncbi.nlm.nih.gov/pubmed/35733129 http://dx.doi.org/10.1186/s12872-022-02719-1 |
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author | Ding, Lina Long, Fei An, Dan Liu, Jing Zhang, Guannan |
author_facet | Ding, Lina Long, Fei An, Dan Liu, Jing Zhang, Guannan |
author_sort | Ding, Lina |
collection | PubMed |
description | BACKGROUND: This study aims to construct a reliable diagnostic model for coronary artery disease (CAD) patients and explore its potential mechanism by consensus molecular subtypes of ferroptosis-related genes. METHODS: GSE12288 and GSE20680 were downloaded from Gene Expression Omnibus database. CAD patients were divided into different molecular subtypes according to the expression level of ferroptosis-related genes. Then, the distribution of differentially expressed genes, functional annotations and immune infiltration cells between the two subtypes were compared. Finally, a prognostic model of ferroptosis-related genes in CAD was constructed and verified. RESULTS: Two different molecular subtypes of CAD were obtained according to the expression level of ferroptosis-related genes. Then, a total of 1944 differentially expressed genes (DEGs) were found, among which, 236 genes were up-regulated and 1708 genes were down-regulated. In addition, 43 DEGs were ferroptosis-related genes. Functional enrichment analysis showed that these DEGs between two subtypes of CAD were mainly enriched in immune-related pathways and processes, such as T cell receptor, mTOR, NOD-like receptor and Toll-like receptor signaling pathways. We also found that 21 immune cells were significantly changed between two subtypes of CAD. The LASSO method was performed to identify and construct the 16 ferroptosis-related genes-based diagnostic signature. Diagnostic efficiency of diagnostic signature measured by AUC in the training set and validation cohort was 0.971 and 0.899, respectively. CONCLUSIONS: This study contributes to a more comprehensive understanding of the mechanism of ferroptosis-related genes in CAD. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12872-022-02719-1. |
format | Online Article Text |
id | pubmed-9219127 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-92191272022-06-24 Construction and validation of molecular subtypes of coronary artery disease based on ferroptosis-related genes Ding, Lina Long, Fei An, Dan Liu, Jing Zhang, Guannan BMC Cardiovasc Disord Research BACKGROUND: This study aims to construct a reliable diagnostic model for coronary artery disease (CAD) patients and explore its potential mechanism by consensus molecular subtypes of ferroptosis-related genes. METHODS: GSE12288 and GSE20680 were downloaded from Gene Expression Omnibus database. CAD patients were divided into different molecular subtypes according to the expression level of ferroptosis-related genes. Then, the distribution of differentially expressed genes, functional annotations and immune infiltration cells between the two subtypes were compared. Finally, a prognostic model of ferroptosis-related genes in CAD was constructed and verified. RESULTS: Two different molecular subtypes of CAD were obtained according to the expression level of ferroptosis-related genes. Then, a total of 1944 differentially expressed genes (DEGs) were found, among which, 236 genes were up-regulated and 1708 genes were down-regulated. In addition, 43 DEGs were ferroptosis-related genes. Functional enrichment analysis showed that these DEGs between two subtypes of CAD were mainly enriched in immune-related pathways and processes, such as T cell receptor, mTOR, NOD-like receptor and Toll-like receptor signaling pathways. We also found that 21 immune cells were significantly changed between two subtypes of CAD. The LASSO method was performed to identify and construct the 16 ferroptosis-related genes-based diagnostic signature. Diagnostic efficiency of diagnostic signature measured by AUC in the training set and validation cohort was 0.971 and 0.899, respectively. CONCLUSIONS: This study contributes to a more comprehensive understanding of the mechanism of ferroptosis-related genes in CAD. SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12872-022-02719-1. BioMed Central 2022-06-22 /pmc/articles/PMC9219127/ /pubmed/35733129 http://dx.doi.org/10.1186/s12872-022-02719-1 Text en © The Author(s) 2022 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/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://creativecommons.org/publicdomain/zero/1.0/) ) applies to the data made available in this article, unless otherwise stated in a credit line to the data. |
spellingShingle | Research Ding, Lina Long, Fei An, Dan Liu, Jing Zhang, Guannan Construction and validation of molecular subtypes of coronary artery disease based on ferroptosis-related genes |
title | Construction and validation of molecular subtypes of coronary artery disease based on ferroptosis-related genes |
title_full | Construction and validation of molecular subtypes of coronary artery disease based on ferroptosis-related genes |
title_fullStr | Construction and validation of molecular subtypes of coronary artery disease based on ferroptosis-related genes |
title_full_unstemmed | Construction and validation of molecular subtypes of coronary artery disease based on ferroptosis-related genes |
title_short | Construction and validation of molecular subtypes of coronary artery disease based on ferroptosis-related genes |
title_sort | construction and validation of molecular subtypes of coronary artery disease based on ferroptosis-related genes |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9219127/ https://www.ncbi.nlm.nih.gov/pubmed/35733129 http://dx.doi.org/10.1186/s12872-022-02719-1 |
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