The protein–protein association network demonstrated either the down- or no regulation of key genes involved in mitochondrial β-oxidation, including CPT1A, PPARA, and ACOX1 in guinea pigs with NASH. Here, PPARA is linked to metabolic dysfunction-associated steatohepatitis.