Principal component 2 (PC2, orthogonal on PC1) explained 14.3% variance, with high negative loading reflected by ‘impaired glucose metabolism’ (HOMA and glucose (as well as leptin)) and high positive loading reflected by ‘kidney disease’ (creatinine and cystatin C (as well as HDL)). Here, LEP is linked to kidney disorder.