In a multivariate analysis adjusted for the year of study, age, and gender, prominent factors associated with increased IR or subclinical inflammation were obesity levels measured using waist circumference, glycated haemoglobin, and fasting insulin levels. This evidence concerns the gene INS and obesity due to melanocortin 4 receptor deficiency.