Further investigation revealed that core genes (e.g., CNTN1, LAMA2) within the high-risk category, there was a positive correlation with stromal scores and a negative correlation with immune scores, suggesting that these genes promote tumor invasion and immune evasion by modulating the tumor stroma and inhibiting immune cell infiltration (Figure 6G). This evidence concerns the gene CNTN1 and neoplasm.