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This study aimed to identify and validate key mitophagy-related genes and diagnostic models for metabolic dysfunction-associated steatohepatitis (MASH). Through gene expression analysis and machine learning, four mitophagy-related genes were identified and a nomogram was constructed to assess the risk of MASH progression. The study also evaluated the mitophagy-related molecular subtypes of MASH.