ArticleScientific reports2023
Mediating oxidative stress through the Palbociclib/miR-141-3p/STAT4 axis in osteoporosis: a bioinformatics and experimental validation study.
Article in Scientific reports, 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 15 papers, 1 of them a synthesis that pooled it.
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Who cites it
15 citing papers in PubMed, 1 synthesis or guideline pooled it, 20 citations in OpenAlex.
- Mendelian randomization studies of risk and protective factors for osteoporosis: a systematic review and meta-analysis.Frontiers in endocrinology · 2024Pooled it
- Single-cell technologies drive mechanistic insights and therapeutic translation in skeletal system research.iScience · 2026Review
- The effects of Palbociclib and Ferulic acid combination on cellular processes in breast cancer.Discover oncology · 2026Article
- JAK-STAT signaling: molecular mechanism and targeted treatment in dento-maxillofacial abnormalities.International journal of oral science · 2026Review
- Association Between Arterial Stiffness and Bone Microarchitectural Deterioration in Type 2 Diabetes: A Cross-Sectional Study.Journal of diabetes · 2025Article
- Cuproptosis related genes in immune infiltration and treatment of osteoporosis by bioinformatic analysis and machine learning methods.Frontiers in physiology · 2025Article
- Ferroptosis and bone metabolic diseases: the dual regulatory role of the Nrf2/HO-1 signaling axis.Frontiers in cell and developmental biology · 2025Review
- Integrated Single-cell RNA-seq and Bulk RNA-seq Identify Diagnostic Biomarkers for Postmenopausal Osteoporosis.Current medicinal chemistry · 2025Article
- PARK7 is a Key Regulator of Oxidative Stress - Related Breast Cancer Risk: A Multi-Omics Study.Journal of Cancer · 2025Article
- Exploring the causal genetic relationship between 41 inflammatory cytokines and osteoporosis: a bidirectional Mendelian randomization analysis.SAGE open medicine · 2025Article
- miR-141-3p attenuates inflammation and oxidative stress-induced pulmonary fibrosis in ARDS via the Keap1/Nrf2/ARE signaling pathway.Immunologic research · 2024Article
- Serum exosomal miR-141-3p and miR-3679-5p levels associated with endotype and postoperative recurrence in chronic rhinosinusitis with nasal polyps.The World Allergy Organization journal · 2024Article
- Tata-box-binding protein-associated factor 15 as a new potential marker in gastrointestinal tumors.World journal of gastroenterology · 2024Article
- Causal associations between osteoporosis and HBV infection across Asian and European populations: evidence from Mendelian randomization and colocalization analysis.Frontiers in endocrinology · 2024Article
- MiR-595 and Cldnd1: Potential related factors for bone loss in postmenopausal women with hip osteoporotic fracture.PloS one · 2024Article
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Authors and funding
14 authors at 4 institutions in 2 countries.
Funding
No grant is acknowledged in the PubMed record.
Abstract
Osteoporosis is a common bone disease characterized by loss of bone mass, reduced bone strength, and deterioration of bone microstructure. ROS-induced oxidative stress plays an important role in osteoporosis. However, the biomarkers and molecular mechanisms of oxidative stress are still unclear. We obtained the datasets from the Gene Expression Omnibus (GEO) database, and performed differential analysis, Venn analysis, and weighted correlation network analysis (WGCNA) analysis out the hub genes. Then, the correlation between inflammatory factors and hub genes was analyzed, and a Mendelian randomization (MR) analysis was performed on cytokines and osteoporosis outcomes. In addition, "CIBERSORT" was used to analyze the infiltration of immune cells and single-cell RNA-seq data was used to analyze the expression distribution of hub genes and cell-cell communications. Finally, we collected human blood samples for RT-qPCR and Elisa experiments, the miRNA-mRNA network was constructed using the miRBase database, the 3D structure was predicted using the RNAfold, Vfold3D database, and the drug sensitivity analysis was performed using the RNAactDrug database. We obtained three differentially expressed genes associated with oxidative stress: DBH, TAF15, and STAT4 by differential, WGCNA clustering, and Venn screening analyses, and further analyzed the correlation of these 3 genes with inflammatory factors and immune cell infiltration and found that STAT4 was significantly and positively correlated with IL-2. Single-cell data analysis showed that the STAT4 gene was highly expressed mainly in dendritic cells and monocytes. In addition, the results of RT-qPCR and Elisa experiments verified that the expression of STAT4 was consistent with the previous analysis, and a significant causal relationship between IL-2 and STAT4 SNPs and osteoporosis was found by Mendelian randomization. Finally, through miRNA-mRNA network and drug sensitivity analysis, we analyzed to get Palbociclib/miR-141-3p/STAT4 axis, which can be used for the prevention and treatment of osteoporosis. In this study, we proposed the Palbociclib/miR-141-3p/STAT4 axis for the first time and provided new insights into the mechanism of oxidative stress in osteoporosis.
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