The logistic regression model evaluated the predictive value of TMAO, resistin, and their interaction in relation to obesity, explaining 32.1% of the variance (Nagelkerke R2 = 0.321). This evidence concerns the gene RETN and obesity due to melanocortin 4 receptor deficiency.