The ferroptosis-related gene pathway analysis found the energy produced by the oxidation of organic compounds and cellular respiration in the BP pathway and mitochondrial inner membrane, mitochondrial protein complex in CC pathway, electron transfer activity, NADH dehydrogenase activity in MF and Parkinson disease, oxidative phosphorylation, and non-alcoholic fatty liver disease in KEGG (Supplementary Figure S3A,B). Here, ENSG00000251605 is linked to metabolic dysfunction-associated steatotic liver disease.