Overall, we report six genetic variants of ADIPOQ, FTO and LEPR genes as obesity-risk markers and a CETP gene variant as lean mass/obesity protective marker in studied Pakistani cohort. This evidence concerns the gene LEPR and obesity due to melanocortin 4 receptor deficiency.