CNTN1 and neoplasm: In examining the relationship between tumor-related genes and signaling pathways, correlation heatmaps revealed significant positive associations between key genes (such as LAMA2, HPIPR, and CNTN1) and pathways associated with tumor-invasive phenotypes, including extracellular matrix remodeling and collagen formation (Supplementary Figure S3A).