The findings from the present study provide no consistent statistically significant evidence for an association of the five investigated obesity-associated genes (FTO, TMEM18, MC4R, SEC16B, and BDNF) with baseline anthropometric traits or their changes after 12 months of behavioural intervention. Here, TMEM18 is linked to obesity due to melanocortin 4 receptor deficiency.