The initial variables included in the model were IC score, age, male,Heart rate, BMI, AF/AFL, HTN, diabetes, cancer history, CKD, HF, polypharmacy,Hb, uric acid, ALB, LDL-C, LVEF, and NT-proBNP. This evidence concerns the gene NPPB and chronic kidney disease.