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Identification of Bone Morphometric Protein-Related Hub Genes and Construction of a Transcriptional Regulatory Network in Patients With Ossification of the Ligamentum Flavum

STUDY DESIGN: Basic science laboratory study. OBJECTIVE: To identify hub genes related to bone morphogenetic proteins (BMPs) in the ossification of the ligamentum flavum (OLF) and analyze their functional characteristics. SUMMARY OF BACKGROUND DATA: The exact etiology and pathologic mechanism of OLF...

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Autores principales: Tuo, Yifan, Hu, Lihong, Gu, Wenbo, Yuan, Xiaoya, Wu, Jide, Ma, Da, Luo, Di, Zhang, Xiao, Li, Xusheng, Yang, Shengsen, Yuan, Haifeng
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Lippincott Williams & Wilkins 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10445621/
https://www.ncbi.nlm.nih.gov/pubmed/37384872
http://dx.doi.org/10.1097/BRS.0000000000004763
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author Tuo, Yifan
Hu, Lihong
Gu, Wenbo
Yuan, Xiaoya
Wu, Jide
Ma, Da
Luo, Di
Zhang, Xiao
Li, Xusheng
Yang, Shengsen
Yuan, Haifeng
author_facet Tuo, Yifan
Hu, Lihong
Gu, Wenbo
Yuan, Xiaoya
Wu, Jide
Ma, Da
Luo, Di
Zhang, Xiao
Li, Xusheng
Yang, Shengsen
Yuan, Haifeng
author_sort Tuo, Yifan
collection PubMed
description STUDY DESIGN: Basic science laboratory study. OBJECTIVE: To identify hub genes related to bone morphogenetic proteins (BMPs) in the ossification of the ligamentum flavum (OLF) and analyze their functional characteristics. SUMMARY OF BACKGROUND DATA: The exact etiology and pathologic mechanism of OLF remain unclear. BMPs are pleiotropic osteoinductive proteins that may play a critical role in this condition. MATERIALS AND METHODS: The GSE106253 and GSE106256 data sets were downloaded from the Gene Expression Omnibus database. The messenger RNA (mRNA) and long noncoding RNA expression profiles were obtained from GSE106253. The microRNA expression profiles were obtained from GSE106256. Differentially expressed genes were identified between OLF and non-OLF groups and then intersected with BMP-related genes to obtain differentially expressed BMP-related genes. The least absolute shrinkage selection operator and support vector machine recursive feature elimination were used to screen hub genes. Furthermore, a competing endogenous RNA network was constructed to explain the expression regulation of the hub genes in OLF. Finally, the protein and mRNA expression levels of the hub genes were verified using Western blot and real-time polymerase chain reaction, respectively. RESULTS: We identified 671 Differentially expressed genes and 32 differentially expressed BMP-related genes. Hub genes ADIPOQ, SCD, SCX, RPS18, WDR82, and SPON1, identified through the least absolute shrinkage selection operator and support vector machine recursive feature elimination analyses, showed high diagnostic values for OLF. Furthermore, the competing endogenous RNA network revealed the regulatory mechanisms of the hub genes. Real-time polymerase chain reaction showed that the mRNA expression of the hub genes was significantly downregulated in the OLF group compared with the non-OLF group. Western blot showed that the protein levels of ADIPOQ, SCD, WDR82, and SPON1 were significantly downregulated, whereas those of SCX and RPS18 were significantly upregulated in the OLF group compared with the non-OLF group. CONCLUSION: This study is the first to identify BMP-related genes in OLF pathogenesis through bioinformatics analysis. ADIPOQ, SCD, SCX, RPS18, WDR82, and SPON1 were identified as hub genes for OLF. The identified genes may serve as potential therapeutic targets for treating patients with OLF.
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spelling pubmed-104456212023-08-24 Identification of Bone Morphometric Protein-Related Hub Genes and Construction of a Transcriptional Regulatory Network in Patients With Ossification of the Ligamentum Flavum Tuo, Yifan Hu, Lihong Gu, Wenbo Yuan, Xiaoya Wu, Jide Ma, Da Luo, Di Zhang, Xiao Li, Xusheng Yang, Shengsen Yuan, Haifeng Spine (Phila Pa 1976) Basic Science STUDY DESIGN: Basic science laboratory study. OBJECTIVE: To identify hub genes related to bone morphogenetic proteins (BMPs) in the ossification of the ligamentum flavum (OLF) and analyze their functional characteristics. SUMMARY OF BACKGROUND DATA: The exact etiology and pathologic mechanism of OLF remain unclear. BMPs are pleiotropic osteoinductive proteins that may play a critical role in this condition. MATERIALS AND METHODS: The GSE106253 and GSE106256 data sets were downloaded from the Gene Expression Omnibus database. The messenger RNA (mRNA) and long noncoding RNA expression profiles were obtained from GSE106253. The microRNA expression profiles were obtained from GSE106256. Differentially expressed genes were identified between OLF and non-OLF groups and then intersected with BMP-related genes to obtain differentially expressed BMP-related genes. The least absolute shrinkage selection operator and support vector machine recursive feature elimination were used to screen hub genes. Furthermore, a competing endogenous RNA network was constructed to explain the expression regulation of the hub genes in OLF. Finally, the protein and mRNA expression levels of the hub genes were verified using Western blot and real-time polymerase chain reaction, respectively. RESULTS: We identified 671 Differentially expressed genes and 32 differentially expressed BMP-related genes. Hub genes ADIPOQ, SCD, SCX, RPS18, WDR82, and SPON1, identified through the least absolute shrinkage selection operator and support vector machine recursive feature elimination analyses, showed high diagnostic values for OLF. Furthermore, the competing endogenous RNA network revealed the regulatory mechanisms of the hub genes. Real-time polymerase chain reaction showed that the mRNA expression of the hub genes was significantly downregulated in the OLF group compared with the non-OLF group. Western blot showed that the protein levels of ADIPOQ, SCD, WDR82, and SPON1 were significantly downregulated, whereas those of SCX and RPS18 were significantly upregulated in the OLF group compared with the non-OLF group. CONCLUSION: This study is the first to identify BMP-related genes in OLF pathogenesis through bioinformatics analysis. ADIPOQ, SCD, SCX, RPS18, WDR82, and SPON1 were identified as hub genes for OLF. The identified genes may serve as potential therapeutic targets for treating patients with OLF. Lippincott Williams & Wilkins 2023-09-15 2023-06-27 /pmc/articles/PMC10445621/ /pubmed/37384872 http://dx.doi.org/10.1097/BRS.0000000000004763 Text en © 2023 The Author(s). Published by Wolters Kluwer Health, Inc. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article distributed under the terms of the Creative Commons Attribution-Non Commercial-No Derivatives License 4.0 (https://creativecommons.org/licenses/by-nc-nd/4.0/) (CCBY-NC-ND), where it is permissible to download and share the work provided it is properly cited. The work cannot be changed in any way or used commercially without permission from the journal. http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/)
spellingShingle Basic Science
Tuo, Yifan
Hu, Lihong
Gu, Wenbo
Yuan, Xiaoya
Wu, Jide
Ma, Da
Luo, Di
Zhang, Xiao
Li, Xusheng
Yang, Shengsen
Yuan, Haifeng
Identification of Bone Morphometric Protein-Related Hub Genes and Construction of a Transcriptional Regulatory Network in Patients With Ossification of the Ligamentum Flavum
title Identification of Bone Morphometric Protein-Related Hub Genes and Construction of a Transcriptional Regulatory Network in Patients With Ossification of the Ligamentum Flavum
title_full Identification of Bone Morphometric Protein-Related Hub Genes and Construction of a Transcriptional Regulatory Network in Patients With Ossification of the Ligamentum Flavum
title_fullStr Identification of Bone Morphometric Protein-Related Hub Genes and Construction of a Transcriptional Regulatory Network in Patients With Ossification of the Ligamentum Flavum
title_full_unstemmed Identification of Bone Morphometric Protein-Related Hub Genes and Construction of a Transcriptional Regulatory Network in Patients With Ossification of the Ligamentum Flavum
title_short Identification of Bone Morphometric Protein-Related Hub Genes and Construction of a Transcriptional Regulatory Network in Patients With Ossification of the Ligamentum Flavum
title_sort identification of bone morphometric protein-related hub genes and construction of a transcriptional regulatory network in patients with ossification of the ligamentum flavum
topic Basic Science
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10445621/
https://www.ncbi.nlm.nih.gov/pubmed/37384872
http://dx.doi.org/10.1097/BRS.0000000000004763
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