Evidence map›Paper›PMID 41444522›Full record

ArticleBMC musculoskeletal disorders2025

Identification and validation of ferroptosis-related key hub genes linking hypoxia and osteoporosis.

Yifan Gu, Qingsong Gu, Yiheng Li, Yuhu Chen, Yicong Wang, Jianqiao Li, Linhui Wang, Ziru Wang, Min Yang

Abstract readValidation Study
In one paragraph

Article in BMC musculoskeletal disorders, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

9 authors.

Yifan Gu *Postdoctoral Research Station, The First Affiliated Hospital of Wannan Medical College, Yijishan Hospital, No. 2, Zheshan Xi Road, Wuhu, Anhui Province, 241001, P.R. China.
Qingsong Gu *Department of Trauma Orthopedics, The First Affiliated Hospital of Wannan Medical College, Yijishan Hospital, No. 2, Zheshan Xi Road, Wuhu, Anhui Province, 241001, P.R. China.
Yiheng LiDepartment of Trauma Orthopedics, The First Affiliated Hospital of Wannan Medical College, Yijishan Hospital, No. 2, Zheshan Xi Road, Wuhu, Anhui Province, 241001, P.R. China.
Yuhu ChenDepartment of Trauma Orthopedics, The First Affiliated Hospital of Wannan Medical College, Yijishan Hospital, No. 2, Zheshan Xi Road, Wuhu, Anhui Province, 241001, P.R. China.
Yicong WangDepartment of Trauma Orthopedics, The First Affiliated Hospital of Wannan Medical College, Yijishan Hospital, No. 2, Zheshan Xi Road, Wuhu, Anhui Province, 241001, P.R. China.
Jianqiao LiDepartment of Trauma Orthopedics, The First Affiliated Hospital of Wannan Medical College, Yijishan Hospital, No. 2, Zheshan Xi Road, Wuhu, Anhui Province, 241001, P.R. China.
Linhui WangDepartment of Trauma Orthopedics, The First Affiliated Hospital of Wannan Medical College, Yijishan Hospital, No. 2, Zheshan Xi Road, Wuhu, Anhui Province, 241001, P.R. China.
Ziru WangDepartment of Trauma Orthopedics, The First Affiliated Hospital of Wannan Medical College, Yijishan Hospital, No. 2, Zheshan Xi Road, Wuhu, Anhui Province, 241001, P.R. China.
Min YangDepartment of Trauma Orthopedics, The First Affiliated Hospital of Wannan Medical College, Yijishan Hospital, No. 2, Zheshan Xi Road, Wuhu, Anhui Province, 241001, P.R. China. pkuyang@hotmail.com.

Funding

Anhui Clinical Medical Research Transformation Project 202304295107020007Anhui Province Higher Education Science Research Project 2023AH040265Research project of Anhui Provincial Health Commission AHWJ2023A10149Talented Scholars of Wannan Medical College YR202226Talent Introduction Project of Yijishan Hospital, Wannan Medical College KY29240723Technology Mountaineering Program of Yijishan Hospital, and Wannan Medical College PF2019005
6 · The paper itself

Abstract

backgroundOsteoporosis (OP) is a prevalent progressive metabolic bone disease in the middle-aged and elderly population. Previous research has indicated that physiological or pathological hypoxia may disrupt bone metabolism, ultimately contributing to OP development. However, the specific pathophysiological mechanisms remain unknown. Ferroptosis is a novel iron-dependent non-apoptotic cell death pathway. The objective of this investigation was to use bioinformatics analysis to identify key hub genes related to ferroptosis that may be linked to hypoxia and osteoporosis. Subsequently, we utilized experimental methods to validate these findings.

methodsDifferentially expressed genes (DEGs) in bone marrow mesenchymal stem cells (BMSCs) from primary osteoporosis patients and hypoxia-treated BMSCs were screened from the Gene Expression Omnibus (GEO) database. These DEGs were then intersected with the ferroptosis dataset (FerrDb), resulting in FerrDEGs. The potential functional roles of FerrDEGs were investigated through gene ontology (GO) and pathway enrichment analysis (e.g., KEGG, WikiPathways and Reactome). The STRING database was used to analyze protein-protein interaction networks, pinpointing hub genes within FerrDEGs. To further assess the predictive value of these hub genes, we conducted ROC analysis using the data from GSE230665 to identify key hub genes. Subsequently, NetworkAnalyst was employed to establish networks between target microRNAs(miRNAs) and key hub genes. Finally, we validated the key hub genes and miRNAs in an OVX rat model for further confirmation.

resultsA total of 50 FerrDEGs were identified in the overlap of hypoxia, OP, and ferroptosis pathways. These FerrDEGs were primarily associated with biological processes related to cellular response to chemical stress and oxidative stress. Pathway enrichment analysis revealed that these FerrDEGs played significant roles in processes such as viral carcinogenesis and epstein-barr virus infection. Multiple algorithms (CytoHubba, CytoNCA and Analyze Network) were employed to identify eight hub genes within FerrDEGs, including TP53, JUN​, SQSTM1, STAT3​, CDKN1A​​​, CAV1, CD44 and TGFBR1. Five key hub genes (JUN, SQSTM1, STAT3, CD44 and TGFBR1) were further screened by ROC analysis. Subsequently, hsa-miR-20a-5p was identified as a potential key microRNA through the construction of the miRNA-gene network. The five key hub genes and rno-miR-20a-5p were further validated in the OVX rat model.

conclusionIn summary, we first screened ferroptosis-related key hub genes linking hypoxia and osteoporosis. The findings suggest that JUN, SQSTM1​, STAT3​ ​, CD44​​ and TGFBR1 are significantly associated with OP and hypoxia, potentially serving as biomarkers for diseases linked to ferroptosis. Additionally, hsa-miR-20a-5p was identified as a crucial upstream regulator likely involved in the regulation of these genes simultaneously.

Indexed as

FerroptosisHypoxiaOsteoporosisAnimalsCells, CulturedComputational BiologyDatabases, GeneticFemaleGene Expression ProfilingGene Regulatory NetworksHumansMesenchymal Stem CellsProtein Interaction MapsRatsRats, Sprague-DawleyBioinformaticsFerroptosisGenesHypoxiaMiRNAOsteoporosis

Identifiers

PMID41444522
PMCPMC12729204

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.