Obesity, serum glutamic-oxalocetic transaminase, serum glutamic pyruvic transaminase, controlled attenuation parameter score, and glycated hemoglobin emerged as significant risk factors in multivariate logistic regression. The gene discussed is GPT; the disease is obesity due to melanocortin 4 receptor deficiency.