In conclusion, our findings suggest that PDE4DIP plays a critical role in LVNC development by regulating cell polarity, skeleton, and energy metabolism via the Rho-ROCK pathway, not only providing new insights to understand the LVNC pathogenesis but also offering potential targets and therapeutic strategies against LVNC. The gene discussed is PDE4DIP; the disease is left ventricular noncompaction.