In the present study, we used the PLS method to identify dietary patterns explaining the following obesity-related markers: body fat, visceral fat, BMI, leptin, adiponectin and to further assess their association with leukocyte telomere length (LTL). This evidence concerns the gene ADIPOQ and obesity due to melanocortin 4 receptor deficiency.