Research indicates that SMOC2 expression escalates in rats experiencing heart failure, and silencing SMOC2 can mitigate heart failure symptoms by modulating autophagy via the TGF-β1/Smad3 signaling pathway (38). Here, SMAD3 is linked to heart failure.