Importantly, earlier studies reported that BNP, serving as a critical upstream modulator of CaMK, may play a pivotal role in the abnormal activation of the calcium signaling pathway, which represents a fundamental pathophysiological characteristic of T2DM-induced HFpEF [23,24]. The gene discussed is NPPB; the disease is type 2 diabetes mellitus.