The expression levels of COL9A3, ASPN, ESR1, MUC1, PIP, SFRP4, KRT19, CLDN1, and COMP were significantly higher in tumor tissues of patients with the PNI group compared to those in the non-PNI group (q < 0.05), as shown in Figure 2. Here, PIP is linked to neoplasm.