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Identification of Hub Genes and Pathways Associated with Oxidative Stress of Cartilage in Osteonecrosis of Femoral Head Using Bioinformatics Analysis
OBJECTIVE: This study aimed to identify the hub genes and pathways of genes related to oxidative stress of cartilage in osteonecrosis of femoral head (ONFH), and to predict the transcription factors of the hub genes. METHODS: The GSE74089 was obtained from the Gene Expression Omnibus (GEO) database,...
Autores principales: | , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
SAGE Publications
2022
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9137318/ https://www.ncbi.nlm.nih.gov/pubmed/35118903 http://dx.doi.org/10.1177/19476035221074000 |
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author | Shi, Wei Zhang, Xinglong Xu, Chunlei Pang, Ran Fan, Zhenqi Wan, Xin Jiang, Zhaohui Li, Hui Li, Zhijun Zhang, Huafeng |
author_facet | Shi, Wei Zhang, Xinglong Xu, Chunlei Pang, Ran Fan, Zhenqi Wan, Xin Jiang, Zhaohui Li, Hui Li, Zhijun Zhang, Huafeng |
author_sort | Shi, Wei |
collection | PubMed |
description | OBJECTIVE: This study aimed to identify the hub genes and pathways of genes related to oxidative stress of cartilage in osteonecrosis of femoral head (ONFH), and to predict the transcription factors of the hub genes. METHODS: The GSE74089 was obtained from the Gene Expression Omnibus (GEO) database, including 4 necrotic tissues and 4 normal tissues, and the differentially expressed genes (DEGs) were identified by limma package in R language. Simultaneously, we searched for the genes related to oxidative stress in the Gene Ontology (GO) database. GO and signaling pathways analysis were performed using DAVID, Metascape, and GSEA. Protein-protein interaction (PPI) network was constructed using the STRING database, and the Degree algorithm of Cytoscape software was used to screen for hub genes. Finally, the NetworkAnalyst web tool was used to find the hub genes’ transcriptional factors (TFs). RESULTS: In total, 440 oxidative stress–related genes were found in GSE74089 and GO database, and 88 of them were significantly differentially expressed. These genes were mainly involved in several signaling pathways, such as MAPK signaling pathway, PI3K-AKT-mTOR signaling pathway, FOXO signaling pathway. The top 10 hub genes were JUN, FOXO3, CASP3, JAK2, RELA, EZH2, ABL1, PTGS2, FBXW7, MCL1. Besides, TFAP2A, GATA2, SP1, and E2F1 may be the key regulatory factors of hub genes. CONCLUSIONS: We identified some hub genes and signaling pathways associated with oxidative stress in ONFH through a series of bioinformatics analyses. |
format | Online Article Text |
id | pubmed-9137318 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | SAGE Publications |
record_format | MEDLINE/PubMed |
spelling | pubmed-91373182022-06-08 Identification of Hub Genes and Pathways Associated with Oxidative Stress of Cartilage in Osteonecrosis of Femoral Head Using Bioinformatics Analysis Shi, Wei Zhang, Xinglong Xu, Chunlei Pang, Ran Fan, Zhenqi Wan, Xin Jiang, Zhaohui Li, Hui Li, Zhijun Zhang, Huafeng Cartilage Basic Research Article OBJECTIVE: This study aimed to identify the hub genes and pathways of genes related to oxidative stress of cartilage in osteonecrosis of femoral head (ONFH), and to predict the transcription factors of the hub genes. METHODS: The GSE74089 was obtained from the Gene Expression Omnibus (GEO) database, including 4 necrotic tissues and 4 normal tissues, and the differentially expressed genes (DEGs) were identified by limma package in R language. Simultaneously, we searched for the genes related to oxidative stress in the Gene Ontology (GO) database. GO and signaling pathways analysis were performed using DAVID, Metascape, and GSEA. Protein-protein interaction (PPI) network was constructed using the STRING database, and the Degree algorithm of Cytoscape software was used to screen for hub genes. Finally, the NetworkAnalyst web tool was used to find the hub genes’ transcriptional factors (TFs). RESULTS: In total, 440 oxidative stress–related genes were found in GSE74089 and GO database, and 88 of them were significantly differentially expressed. These genes were mainly involved in several signaling pathways, such as MAPK signaling pathway, PI3K-AKT-mTOR signaling pathway, FOXO signaling pathway. The top 10 hub genes were JUN, FOXO3, CASP3, JAK2, RELA, EZH2, ABL1, PTGS2, FBXW7, MCL1. Besides, TFAP2A, GATA2, SP1, and E2F1 may be the key regulatory factors of hub genes. CONCLUSIONS: We identified some hub genes and signaling pathways associated with oxidative stress in ONFH through a series of bioinformatics analyses. SAGE Publications 2022-02-04 /pmc/articles/PMC9137318/ /pubmed/35118903 http://dx.doi.org/10.1177/19476035221074000 Text en © The Author(s) 2022 https://creativecommons.org/licenses/by-nc/4.0/This article is distributed under the terms of the Creative Commons Attribution-NonCommercial 4.0 License (https://creativecommons.org/licenses/by-nc/4.0/) which permits non-commercial use, reproduction and distribution of the work without further permission provided the original work is attributed as specified on the SAGE and Open Access pages (https://us.sagepub.com/en-us/nam/open-access-at-sage). |
spellingShingle | Basic Research Article Shi, Wei Zhang, Xinglong Xu, Chunlei Pang, Ran Fan, Zhenqi Wan, Xin Jiang, Zhaohui Li, Hui Li, Zhijun Zhang, Huafeng Identification of Hub Genes and Pathways Associated with Oxidative Stress of Cartilage in Osteonecrosis of Femoral Head Using Bioinformatics Analysis |
title | Identification of Hub Genes and Pathways Associated with Oxidative Stress of Cartilage in Osteonecrosis of Femoral Head Using Bioinformatics Analysis |
title_full | Identification of Hub Genes and Pathways Associated with Oxidative Stress of Cartilage in Osteonecrosis of Femoral Head Using Bioinformatics Analysis |
title_fullStr | Identification of Hub Genes and Pathways Associated with Oxidative Stress of Cartilage in Osteonecrosis of Femoral Head Using Bioinformatics Analysis |
title_full_unstemmed | Identification of Hub Genes and Pathways Associated with Oxidative Stress of Cartilage in Osteonecrosis of Femoral Head Using Bioinformatics Analysis |
title_short | Identification of Hub Genes and Pathways Associated with Oxidative Stress of Cartilage in Osteonecrosis of Femoral Head Using Bioinformatics Analysis |
title_sort | identification of hub genes and pathways associated with oxidative stress of cartilage in osteonecrosis of femoral head using bioinformatics analysis |
topic | Basic Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9137318/ https://www.ncbi.nlm.nih.gov/pubmed/35118903 http://dx.doi.org/10.1177/19476035221074000 |
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