For 3-year recurrence-free survival, the AUC was 0.561, 0.614 and 0.564 using TNM staging, tumor fraction, and Ki-67-positive index, respectively, with a combined AUC of 0.657 (Fig. 5b). Here, MKI67 is linked to neoplasm.