Therefore, we explored the relationships between Klotho and specific CVD, and further quantified how the impact of Klotho on heart failure is mediated by renal function, based on a large and representative sample of American middle-aged and older individuals from the general population collected from the National Health and Nutrition Examination Survey (NHANES) from 2007 to 2016. This evidence concerns the gene KL and heart failure.