In this regard, when added IGF-1 zSDS as a variable, our second model increased its precision, reaching the value of 71.84% for the presence of metabolically healthy obesity and 72.3% for its absence. The gene discussed is IGF1; the disease is obesity due to melanocortin 4 receptor deficiency.