We have previously shown that obese subjects at risk had reduced PBMC gene expression of PPARD compared with metabolically healthy obese and control subjects (Telle-Hansen et al. 2013), and PPARD activation improves multiple metabolic disorders (especially blood lipids) in obese subjects (Riserus et al. 2008). The gene discussed is PPARD; the disease is Other metabolic disease.