We also identified WHRadjBMI associations for several genes with known links to adipose biology or insulin resistance including COL5A3 and PLIN4. Col5a3−/− mice have previously been shown to be glucose intolerant, insulin-resistant and have sex-specific decreases in dermal fat42. This evidence concerns the gene INS and Insulin resistance.