After incorporating ADAM10 into the VE-Cadherin prediction model, the model’s predictive performance improved across all five time points, further supporting its role in the pathophysiology and risk stratification of postoperative sepsis in LVAD patients. The gene discussed is CDH5; the disease is Sepsis.