Leptin reached the most accurate AUCROC = 0.685; (p = 0.0291) for vitamin D deficiency prediction, with a cut-off value of 7.38 ng/mL with 79.5% sensitivity and 51.4% specificity. This evidence concerns the gene LEP and vitamin D deficiency.