Specifically, FIB-4 was related to hypertension and hyperlipidemia, CRP/Alb to diabetes, and TG/HDL and TG/Glucose to BMI, reflecting their complementary value in assessing both fibrotic and metabolic components of obesity. Here, ALB is linked to hypertensive disorder.