The upper stratum of BChE activity (OR = 5.356), the non-HDL-C/HDL-C ratio (OR = 2.185), and the TG/HDL-C ratio (OR = 1.703) were found to be effective in evaluating and predicting the risk of obesity, even after adjusting for potential covariates (p < 0.01). Here, BCHE is linked to obesity due to melanocortin 4 receptor deficiency.