Specifically, ITGB3–VWF and ITGAV–VWF were consistently identified as high-priority pairs in the NSCLC dataset, exhibiting strong Grad-CAM++ importance and high ECF values. The gene discussed is VWF; the disease is non-small cell lung carcinoma.