Until now, the specific roles of ANO2, CAMK2D, SLC8A1, PDE2A, CALML3, GNG7, and CALML6 genes in olfactory-related dietary patterns and obesity in humans have not been apparently explored; therefore, further investigation in these research areas is warranted. This evidence concerns the gene ANO2 and obesity due to melanocortin 4 receptor deficiency.