ArticleBiology direct2025
Exploring the mechanisms of PANoptosis in osteoarthritis and the therapeutic potential of andrographolide through bioinformatics and single-cell analysis.
Article in Biology direct, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 8 papers.
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Who cites it
8 citing papers in PubMed.
- Integrative analysis of cadmium exposure and osteoarthritis: from population evidence to molecular mechanisms.Naunyn-Schmiedeberg's archives of pharmacology · 2026Article
- Endocrine‑metabolic imbalance drives osteoarthritis: From whole‑joint pathobiology to precision therapy (Review).International journal of molecular medicine · 2026Review
- NSUN6-Mediated m5C Modification of OAS2 Is Implicated in Neuronal PANoptosis during Perioperative Neurocognitive Disorders.Molecular neurobiology · 2026Article
- Unraveling the ferroptosis landscape in intervertebral disc degeneration through integrated bioinformatics and single-cell sequencing.Naunyn-Schmiedeberg's archives of pharmacology · 2026Article
- Programmed cell death in osteoarthritis.Apoptosis : an international journal on programmed cell death · 2026Review
- IFT88/Kindlin-2 Signaling Prevents Mechanical Overloading-Induced PANoptosis of Nucleus Pulposus Cells by Activating FOXP1 SUMOylation.International journal of biological sciences · 2026Article
- Programmed cell death in degenerative skeletal diseases: molecular crosstalk and combinatorial therapeutic strategies.Frontiers in cell and developmental biology · 2026Review
- Targeting panoptosis: a narrative review of its therapeutic potential in kidney disease.BMC nephrology · 2025Review
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Authors and funding
9 authors.
Funding
Abstract
backgroundOsteoarthritis (OA) is a degenerative joint disease marked by the breakdown of cartilage, where apoptosis plays a key role. Although apoptosis-related genes in OA have been studied, a detailed analysis of PANoptosis-related genes and the search for therapeutic drugs remains limited.
methodsWe performed a bioinformatics analysis combined with single-cell RNA sequencing to examine PANoptosis-related gene expression in OA cartilage. Key PANoptosis genes and critical cell populations involved in OA progression were identified. Drug prediction led to the selection of Andrographolide (AG), whose effects were validated through molecular docking, Western blotting, and qRT-PCR in chondrocyte models.
resultsSeveral PANoptosis-related genes, including CASP8, TLR3, CASP1, and IL18, were significantly differentially expressed in OA. These genes are linked to processes such as apoptosis, pyroptosis, and the inflammasome complex. Pathway analysis revealed necroptosis, Toll-like receptor, and apoptosis signaling pathways as important in OA pathology. Single-cell analysis identified HomC, EC, and preHTC as key cell populations. AG was predicted to regulate PANoptosis genes, which was confirmed experimentally, demonstrating AG's potential to modulate key genes involved in cartilage degeneration.
conclusionThis study highlights PANoptosis-related genes in OA and identifies Andrographolide as a promising therapeutic drug, offering new insights into OA treatment strategies.
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