This study's strength resides in employing machine learning algorithms to pinpoint three pivotal mitochondrial genes (AKR1B10, TYMS, and TREM2) implicated in NASH. This evidence concerns the gene AKR1B10 and metabolic dysfunction-associated steatohepatitis.