Our data-driven approach not only uncovers a causal relationship from obesity to HTN, body inflammation (assessed by CRP levels), and insulin resistance (HOMA-IR), but also provides further evidence that obesity significantly increases the risk of developing these conditions. This evidence concerns the gene CRP and Insulin resistance.