Unlike prior work, which primarily identified global gene signatures, we focused on a focused panel of 84 genes implicated in T and B cell signaling, revealing specific dysregulations (e.g., CCR3, LAG3, IL10) that may drive immune evasion and exhaustion in CRC. Here, IL10 is linked to colorectal carcinoma.