We found that the first PC was highly correlated (R > 0.5) with diabetes markers such as insulin, LPIR, HOMA IR, and cardiovascular diseases markers such as triglycerides, and LDL, and anti-correlated (R < −0.5) with HDL and Adiponectin serum. The gene discussed is ADIPOQ; the disease is diabetes mellitus.