ArticleScientific reports2024
Identification of Hedyotis diffusa Willd-specific mRNA-miRNA-lncRNA network in rheumatoid arthritis based on network pharmacology, bioinformatics analysis, and experimental verification.
Article in Scientific reports, 2024. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 11 papers.
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Who cites it
11 citing papers in PubMed, 13 citations in OpenAlex.
- Dual regulation of inflammation and ferroptosis: An injectable hydrogel targeting macrophages for the treatment of temporomandibular joint osteoarthritis and knee osteoarthritis.Materials today. Bio · 2026Article
- Molecular mechanisms of herbal medicines and bioactive compounds in rheumatoid arthritis: a comprehensive network pharmacology perspective.Molecular biology reports · 2026Review
- Network pharmacology-guided optimization of Semen Sojae Praeparatum fermentation for enhanced anti-influenza efficacy.Scientific reports · 2026Article
- LncRNA MIAT inhibits osteoblast differentiation and function in rheumatoid arthritis via let-7i-5p/ CKIP-1 axis.Arthritis research & therapy · 2026Article
- The impact of catalpol on osteogenic differentiation of the jaw bone marrow mesenchymal stem cells on the basis of network pharmacology, molecular docking and experimental validation.BMC oral health · 2025Article
- p-Cymene Targets Multiple Oncogenic Pathways in Hepatocellular Carcinoma: Insights From Network Pharmacology and In Vitro Studies.Food science & nutrition · 2025Article
- Synovial Organoids and Cell Culture Models: An Ideal Platform for Exploring Traditional Chinese Medicine in Rheumatoid Arthritis.ACS omega · 2025Review
- Role of Non-coding RNAs in Rheumatoid Arthritis and Supervision Mechanism of Chinese Medicine.Chinese journal of integrative medicine · 2025Review
- Unveiling the mechanism of amelioration of adjuvant-induced rheumatoid arthritis by Drynaria quercifolia rhizome extract using network pharmacology and gene expression-based studies.Scientific reports · 2025Article
- Upregulated haptoglobin in classical monocytes serves as a diagnostic and immunological biomarker in myocardial infarction: a cross-sectional multi-omics study.Frontiers in immunology · 2025Article
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Authors and funding
10 authors at 1 institution in 1 country.
Funding
Abstract
Hedyotis diffusa Willd (HDW) possesses heat-clearing, detoxification, anti-cancer, and anti-inflammatory properties. However, its effects on rheumatoid arthritis (RA) remain under-researched. In this study, we identified potential targets of HDW and collected differentially expressed genes of RA from the GEO dataset GSE77298, leading to the construction of a drug-component-target-disease regulatory network. The intersecting genes underwent GO and KEGG analysis. A PPI protein interaction network was established in the STRING database. Through LASSO, RF, and SVM-RFE algorithms, we identified the core gene MMP9. Subsequent analyses, including ROC, GSEA enrichment, and immune cell infiltration, correlated core genes with RA. mRNA-miRNA-lncRNA regulatory networks were predicted using databases like TargetScan, miRTarBase, miRWalk, starBase, lncBase, and the GEO dataset GSE122616. Experimental verification in RA-FLS cells confirmed HDW's regulatory impact on core genes and their ceRNA expression. We obtained 11 main active ingredients of HDW and 180 corresponding targets, 2150 RA-related genes, and 36 drug-disease intersection targets. The PPI network diagram and three machine learning methods screened to obtain MMP9, and further analysis showed that MMP9 had high diagnostic significance and was significantly correlated with the main infiltrated immune cells, and the molecular docking verification also showed that MMP9 and the main active components of HDW were well combined. Next, we predicted 6 miRNAs and 314 lncRNAs acting on MMP9, and two ceRNA regulatory axes were obtained according to the screening. Cellular assays indicated HDW inhibits RA-FLS cell proliferation and MMP9 protein expression dose-dependently, suggesting HDW might influence RA's progression by regulating the MMP9/miR-204-5p/MIAT axis. This innovative analytical thinking provides guidance and reference for the future research on the ceRNA mechanism of traditional Chinese medicine in the treatment of RA.
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