This is somewhat parallel to the findings of Liu et al. [36] in esophageal squamous cell carcinoma, where the risk score, including COL9A3, was positively correlated with M1 and M2 macrophages. Here, COL9A3 is linked to esophageal squamous cell carcinoma.