In summary, our findings validate the relevance and utility of the HVP model in unraveling the complex genetic architecture of traits like MetS, providing deeper insights into how genetic effects are shared across various health conditions such as BMI, diabetes, sleep apnoea, cholelithiasis, CKD, cardiovascular diseases, and CRP levels. Here, CRP is linked to chronic kidney disease.