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Identification of Up-Regulated ANXA3 Resulting in Fracture Non-Union in Patients With T2DM
Diabetes mellitus is a metabolic disorder that increases fracture risk and interferes with bone formation and impairs fracture healing. Genomic studies on diabetes and fracture healing are lacking. We used a weighted co-expression network analysis (WGCNA) method to identify susceptibility modules an...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Frontiers Media S.A.
2022
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Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9263855/ https://www.ncbi.nlm.nih.gov/pubmed/35813617 http://dx.doi.org/10.3389/fendo.2022.890941 |
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author | Liu, Changjiang Liu, Yuhang Yu, Yifeng Zhao, Yong Zhang, Dong Yu, Aixi |
author_facet | Liu, Changjiang Liu, Yuhang Yu, Yifeng Zhao, Yong Zhang, Dong Yu, Aixi |
author_sort | Liu, Changjiang |
collection | PubMed |
description | Diabetes mellitus is a metabolic disorder that increases fracture risk and interferes with bone formation and impairs fracture healing. Genomic studies on diabetes and fracture healing are lacking. We used a weighted co-expression network analysis (WGCNA) method to identify susceptibility modules and hub genes associated with T2DM and fracture healing. First, we downloaded the GSE95849, GSE93213, GSE93215, and GSE142786 data from the Gene Expression Omnibus (GEO) website, analyzed differential expression genes and constructed a WGCNA network. Second, we screened out 30 hub genes, which were found to be enriched in neutrophil activation, translational initiation, RAGE receptor binding, propanoate metabolism, and other pathways through Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), and gene set enrichment analysis (GSEA) analyses. Third, we searched for genes related to bone metabolism and fracture healing in the published genome-wide single nucleotide polymorphism (SNP) data, built a protein-protein interaction (PPI) network with hub genes, and found that they were associated with metabolic process, blood vessel development, and extracellular matrix organization. ANXA3 was identified as the biomarker based on gene expression and correlation analysis. And the AUC value of it was 0.947. Fourth, we explored that ANXA3 was associated with neutrophils in fracture healing process by single-cell RNA sequencing analysis. Finally, we collected clinical patient samples and verified the expression of ANXA3 by qRT-PCR in patents with T2DM and fracture non-union. In conclusion, this is the first genomics study on the effect of T2DM on fracture healing. Our study identified some characteristic modules and hub genes in the etiology of T2DM-associated fracture non-union, which may help to further investigate the molecular mechanisms. Up-regulated ANXA3 potentially contributed to fracture non-union in T2DM by mediating neutrophils. It can be a prognostic biomarker and potential therapeutic target. |
format | Online Article Text |
id | pubmed-9263855 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2022 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-92638552022-07-09 Identification of Up-Regulated ANXA3 Resulting in Fracture Non-Union in Patients With T2DM Liu, Changjiang Liu, Yuhang Yu, Yifeng Zhao, Yong Zhang, Dong Yu, Aixi Front Endocrinol (Lausanne) Endocrinology Diabetes mellitus is a metabolic disorder that increases fracture risk and interferes with bone formation and impairs fracture healing. Genomic studies on diabetes and fracture healing are lacking. We used a weighted co-expression network analysis (WGCNA) method to identify susceptibility modules and hub genes associated with T2DM and fracture healing. First, we downloaded the GSE95849, GSE93213, GSE93215, and GSE142786 data from the Gene Expression Omnibus (GEO) website, analyzed differential expression genes and constructed a WGCNA network. Second, we screened out 30 hub genes, which were found to be enriched in neutrophil activation, translational initiation, RAGE receptor binding, propanoate metabolism, and other pathways through Gene Ontology (GO), Kyoto Encyclopedia of Genes and Genomes (KEGG), and gene set enrichment analysis (GSEA) analyses. Third, we searched for genes related to bone metabolism and fracture healing in the published genome-wide single nucleotide polymorphism (SNP) data, built a protein-protein interaction (PPI) network with hub genes, and found that they were associated with metabolic process, blood vessel development, and extracellular matrix organization. ANXA3 was identified as the biomarker based on gene expression and correlation analysis. And the AUC value of it was 0.947. Fourth, we explored that ANXA3 was associated with neutrophils in fracture healing process by single-cell RNA sequencing analysis. Finally, we collected clinical patient samples and verified the expression of ANXA3 by qRT-PCR in patents with T2DM and fracture non-union. In conclusion, this is the first genomics study on the effect of T2DM on fracture healing. Our study identified some characteristic modules and hub genes in the etiology of T2DM-associated fracture non-union, which may help to further investigate the molecular mechanisms. Up-regulated ANXA3 potentially contributed to fracture non-union in T2DM by mediating neutrophils. It can be a prognostic biomarker and potential therapeutic target. Frontiers Media S.A. 2022-06-24 /pmc/articles/PMC9263855/ /pubmed/35813617 http://dx.doi.org/10.3389/fendo.2022.890941 Text en Copyright © 2022 Liu, Liu, Yu, Zhao, Zhang and Yu 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 | Endocrinology Liu, Changjiang Liu, Yuhang Yu, Yifeng Zhao, Yong Zhang, Dong Yu, Aixi Identification of Up-Regulated ANXA3 Resulting in Fracture Non-Union in Patients With T2DM |
title | Identification of Up-Regulated ANXA3 Resulting in Fracture Non-Union in Patients With T2DM |
title_full | Identification of Up-Regulated ANXA3 Resulting in Fracture Non-Union in Patients With T2DM |
title_fullStr | Identification of Up-Regulated ANXA3 Resulting in Fracture Non-Union in Patients With T2DM |
title_full_unstemmed | Identification of Up-Regulated ANXA3 Resulting in Fracture Non-Union in Patients With T2DM |
title_short | Identification of Up-Regulated ANXA3 Resulting in Fracture Non-Union in Patients With T2DM |
title_sort | identification of up-regulated anxa3 resulting in fracture non-union in patients with t2dm |
topic | Endocrinology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9263855/ https://www.ncbi.nlm.nih.gov/pubmed/35813617 http://dx.doi.org/10.3389/fendo.2022.890941 |
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