This study identified CTSF, PCSK7, LYZ, and LMAN2L as critical regulatory genes in colorectal cancer, demonstrating their multifaceted clinical potential in diagnosis, therapeutic intervention, and prognostic evaluation. Here, CTSF is linked to colorectal cancer.