PPARA and obesity due to melanocortin 4 receptor deficiency: One study suggested that the link between obesity and insulin resistance appears to be inflammatory, as pro-inflammatory cytokines are mainly produced by adipose tissue, and alterations in inflammation serum markers appear to be a feature of PCOS itself, unrelated to the PPAR variant (Knebel et al., 2008).