These findings led the authors to propose that, in the setting of chronic heart failure with reduced ejection fraction, GDF15 is an integrated biomarker of multiple co-morbidities rather than a specific index of cardiac stress or dysfunction. This evidence concerns the gene GDF15 and congestive heart failure.