Our study highlights the effect of physical activity on adipose tissue distribution and metabolic health and does not reveal any significant association of chemerin with MAFLD, BMI, or visceral fat in obesity. This evidence concerns the gene RARRES2 and obesity due to melanocortin 4 receptor deficiency.