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This review systematically summarizes the current insights and mechanisms between metabolic disorders (obesity, hyperglycemia, dyslipidemia, hypertension, and gut microbiota dysbiosis) and OA from both epidemiology and molecular biology perspectives. Furthermore, we comprehensively elaborate on the latest therapeutic strategies for metabolic disease-related OA, emphasizing chronic inflammation and mitochondrial dysfunction as core pathophysiological bridges. 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