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Integrating network toxicology and in vitro validation to elucidate PET microplastic-induced osteoarthritis
Zhengtian Li1, Lin Wang2, Haiquan Huang2
1Department of Orthopedic and Trauma Surgery, The First Affiliated Hospital of Guangxi Medical University, Nanning, Guangxi, China.
Objective:
This study aims to elucidate the molecular mechanisms through which PET microplastics (PET-MP) influence osteoarthritis (OA) pathogenesis by integrating network toxicology, machine learning, and in vitro experimental validation.
Methods:
Differential gene expression analysis and WGCNA were applied to multiple OA datasets to identify disease-related targets. PET-MP biological targets were predicted via ChEMBL, SwissTargetPrediction, and PharmMapper. Overlapping targets were screened using machine learning algorithms, and molecular docking was performed to assess binding interactions. In vitro validation including immunofluorescence, qRT-PCR, and Western blot was conducted in PET-MP-treated chondrocytes.
Results:
A total of 452 PET-associated targets were identified, with 12 core PET-MP-OA genes established through intersection analysis. Functional enrichment implicated the NF-κB and IL-17 signaling pathways. Machine learning screening based on feature importance and SHAP values prioritized six hub genes: AKR1A1, INSR, KIF11, MMP1, KCNN4, and TK1. Molecular docking generated predicted AutoDock Vina scores ranging from -3.893 to -7.434 kcal/mol. In vitro experiments validated upregulation of AKR1A1, MMP1, KCNN4, KIF11, and TK1, and downregulation of INSR in chondrocytes, consistent with bioinformatics predictions.
Conclusion:
PET-MP may promote OA progression by disrupting molecular pathways related to inflammation, oxidative stress, and cartilage degradation. The identified hub genes offer new insights into microplastic toxicology in joint disease and represent potential therapeutic targets and biomarkers for PET-MP-induced OA.
Insights
Polyethylene terephthalate microplastics (PET-MP) may accelerate osteoarthritis by disrupting inflammation and cartilage degradation pathways. Identified hub genes offer potential therapeutic targets for PET-MP-induced joint disease.
Area of Science:
- Environmental toxicology
- Molecular biology
- Computational biology
Background:
- Osteoarthritis (OA) is a degenerative joint disease with complex pathogenesis.
- Microplastics, particularly polyethylene terephthalate (PET), are emerging environmental contaminants.
- The molecular mechanisms linking PET microplastics (PET-MP) to OA pathogenesis remain largely unexplored.
Purpose of the Study:
- To elucidate the molecular mechanisms by which PET-MP influence OA pathogenesis.
- To identify key molecular targets and pathways affected by PET-MP exposure in OA.
- To explore potential therapeutic targets and biomarkers for PET-MP-induced OA.
Main Methods:
- Integrated network toxicology, machine learning, and in vitro experimental validation.
- Differential gene expression analysis and Weighted Gene Co-expression Network Analysis (WGCNA) on OA datasets.
- Prediction of PET-MP biological targets using ChEMBL, SwissTargetPrediction, and PharmMapper, followed by machine learning screening and molecular docking.
- In vitro validation in PET-MP-treated chondrocytes using immunofluorescence, qRT-PCR, and Western blot.
Main Results:
- Identified 452 PET-associated targets, establishing 12 core PET-MP-OA genes.
- Functional enrichment analysis implicated NF-κB and IL-17 signaling pathways.
- Prioritized six hub genes (AKR1A1, INSR, KIF11, MMP1, KCNN4, TK1) using machine learning.
- In vitro experiments confirmed the predicted expression patterns of these hub genes in chondrocytes.
Conclusions:
- PET-MP may promote OA progression by disrupting inflammation, oxidative stress, and cartilage degradation pathways.
- The identified hub genes provide novel insights into microplastic toxicology in joint diseases.
- These hub genes represent potential therapeutic targets and biomarkers for PET-MP-induced OA.
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