Furthermore, after incorporating all variables through a multivariate logistic regression, the study reported a significantly higher chance of SCFE diagnosis based solely on leptin elevation, regardless of obesity status, sex, and race (OD = 4.9; 95%CI:1.31–18.48; p < 0.02). This evidence concerns the gene LEP and obesity due to melanocortin 4 receptor deficiency.