LASSO regression identified prostate volume, blood glucose, low-density lipoprotein, triglycerides, urinary leukocyte count, hypertension, Prostate Imaging-Reporting and Data System score, platelet-to-lymphocyte ratio, albumin, the fPSA/tPSA ratio, and PHI as candidate variables. Here, ALB is linked to hypertensive disorder.