GDF-15, a cytokine associated with inflammation and cellular stress and linked to frailty, cognitive decline, and cardiovascular disease, when incorporated into aging panels could provide valuable insights into overall health status and predict adverse outcomes like heart failure or mortality. Here, GDF15 is linked to heart failure.