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Despite its significant clinical burden and high prevalence among the elderly, DISH remains underdiagnosed and poorly understood, with no disease-modifying therapies currently available. This article provides a comprehensive review of the genetic variations and environmental factors involved in the pathogenesis of DISH, encompassing recent research progress in inflammation, metabolism, pathogenic genes, and animal models. 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