Our metabolomic analysis of plasma from a well-characterized population of people with severe obesity revealed that BCKA, KIV, and the BCKA/BCAA ratio were the only metabolite features strongly associated with both steatosis grade and NASH, even after adjustment for multiple covariables. The gene discussed is ARID4B; the disease is obesity due to melanocortin 4 receptor deficiency.