The study investigated the risk factors of fatty liver in patients with obesity and found that being female, younger, having higher C peptide at 0h, elevated ALT levels, increased pancreas fat, and higher visceral fat were all associated with higher liver fat levels (Table 4). The gene discussed is GPT; the disease is obesity due to melanocortin 4 receptor deficiency.