Similarly, in KIRP SIGLEC12 positive tumours, a weak positive correlation in PDCD1 (Fig. 4C1), CD274 (Fig. 6C2), CTLA4 (Fig. 6C3), IL-2 (Fig. 6C4) was observed. Here, PDCD1 is linked to neoplasm.