KL and Hypercholesterolemia: After adjusting for confounding factors in model 3, and taking the bottom quartile of Klotho as the reference, the results showed no significant association between Klotho and CHF in some subgroups, including females, individuals with hypercholesterolemia, and non-hypertension participants.