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Identification of hub genes and transcription factors in patients with rheumatoid arthritis complicated with atherosclerosis
The aim of this study was to explore the overlapping key genes, pathway networks and transcription factors (TFs) related to the pathogenesis of rheumatoid arthritis (RA) and atherosclerosis. The gene expression profiles of RA and atherosclerosis were downloaded from the Gene Expression Omnibus datab...
Autores principales: | , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Nature Publishing Group UK
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8933589/ https://www.ncbi.nlm.nih.gov/pubmed/35304503 http://dx.doi.org/10.1038/s41598-022-08274-1 |
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author | Xiao, Lu Yang, Zhou Lin, Shudian |
author_facet | Xiao, Lu Yang, Zhou Lin, Shudian |
author_sort | Xiao, Lu |
collection | PubMed |
description | The aim of this study was to explore the overlapping key genes, pathway networks and transcription factors (TFs) related to the pathogenesis of rheumatoid arthritis (RA) and atherosclerosis. The gene expression profiles of RA and atherosclerosis were downloaded from the Gene Expression Omnibus database. Differentially expressed genes (DEGs) between RA and atherosclerosis were identified. The biological roles of common DEGs were explored through enrichment analysis. Hub genes were identified using protein–protein interaction networks. TFs were predicted using Transcriptional Regulatory Relationships Unraveled by Sentence Based Text Mining (TRRUST) database. The hub genes and TFs were validated with other datasets. The networks between TFs and hub genes were constructed by CytoScape software. A total of 131 DEGs (all upregulated) were identified. Functional enrichment analyses indicated that DEGs were mostly enriched in leukocyte migration, neutrophil activation, and phagocytosis. CytoScape demonstrated 12 hub genes and one gene cluster module. Four of the 12 hub genes (CSF1R, CD86, PTPRC, and CD53) were validated by other datasets. TRRUST predicted two TFs, including Spi-1 proto-oncogene (SPI1) and RUNX family transcription factor 1(RUNX1). The expression of RUNX1 was validated with another dataset. Our study explored the common pathogenesis of RA and atherosclerosis. These results may guide future experimental research and clinical transformation. |
format | Online Article Text |
id | pubmed-8933589 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Nature Publishing Group UK |
record_format | MEDLINE/PubMed |
spelling | pubmed-89335892022-03-28 Identification of hub genes and transcription factors in patients with rheumatoid arthritis complicated with atherosclerosis Xiao, Lu Yang, Zhou Lin, Shudian Sci Rep Article The aim of this study was to explore the overlapping key genes, pathway networks and transcription factors (TFs) related to the pathogenesis of rheumatoid arthritis (RA) and atherosclerosis. The gene expression profiles of RA and atherosclerosis were downloaded from the Gene Expression Omnibus database. Differentially expressed genes (DEGs) between RA and atherosclerosis were identified. The biological roles of common DEGs were explored through enrichment analysis. Hub genes were identified using protein–protein interaction networks. TFs were predicted using Transcriptional Regulatory Relationships Unraveled by Sentence Based Text Mining (TRRUST) database. The hub genes and TFs were validated with other datasets. The networks between TFs and hub genes were constructed by CytoScape software. A total of 131 DEGs (all upregulated) were identified. Functional enrichment analyses indicated that DEGs were mostly enriched in leukocyte migration, neutrophil activation, and phagocytosis. CytoScape demonstrated 12 hub genes and one gene cluster module. Four of the 12 hub genes (CSF1R, CD86, PTPRC, and CD53) were validated by other datasets. TRRUST predicted two TFs, including Spi-1 proto-oncogene (SPI1) and RUNX family transcription factor 1(RUNX1). The expression of RUNX1 was validated with another dataset. Our study explored the common pathogenesis of RA and atherosclerosis. These results may guide future experimental research and clinical transformation. Nature Publishing Group UK 2022-03-18 /pmc/articles/PMC8933589/ /pubmed/35304503 http://dx.doi.org/10.1038/s41598-022-08274-1 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by/4.0/Open Access This 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 | Article Xiao, Lu Yang, Zhou Lin, Shudian Identification of hub genes and transcription factors in patients with rheumatoid arthritis complicated with atherosclerosis |
title | Identification of hub genes and transcription factors in patients with rheumatoid arthritis complicated with atherosclerosis |
title_full | Identification of hub genes and transcription factors in patients with rheumatoid arthritis complicated with atherosclerosis |
title_fullStr | Identification of hub genes and transcription factors in patients with rheumatoid arthritis complicated with atherosclerosis |
title_full_unstemmed | Identification of hub genes and transcription factors in patients with rheumatoid arthritis complicated with atherosclerosis |
title_short | Identification of hub genes and transcription factors in patients with rheumatoid arthritis complicated with atherosclerosis |
title_sort | identification of hub genes and transcription factors in patients with rheumatoid arthritis complicated with atherosclerosis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8933589/ https://www.ncbi.nlm.nih.gov/pubmed/35304503 http://dx.doi.org/10.1038/s41598-022-08274-1 |
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