Logistic regression was used to examine the independent and joint associations of BD and obesity with elevated alanine aminotransferase (ALT), aspartate aminotransferase (AST), and gamma-glutamyl transferase (GGT) levels. The gene discussed is GPT; the disease is obesity due to melanocortin 4 receptor deficiency.