Increased NT-proBNP levels in this group may be attributed to both worse kidney function [59] and more (and probably more severe) underlying cardiac dysfunctions (e.g., heart failure, atrial fibrillation), which may contribute and partially explain the excess mortality. This evidence concerns the gene NPPB and heart failure.