The gene–phenotype pathway may not be connected to CRP and IL-6 alone, but also modulated by lifestyle pathways linked to obesity (overall and visceral)15,18–25, lipid metabolism25,26, high-fat diet, exercise, smoking, and alcohol18,27–34. This evidence concerns the gene IL6 and obesity disorder.