The high NPV of 95.7% for MUC1 expression in this study implies that a low MUC1 score (0/1) strongly indicates the absence of neoplasia, making it a valuable tool for ruling out malignancy in ambiguous cases. The gene discussed is MUC1; the disease is neoplasm.