Feature importance analysis ranked Th22 cell frequency, CD8+ Tγδ cells, plasma CCL13/MCP-4, and LAG3+ CD8+ T cells as the top contributors to age-based CRC stratification. This evidence concerns the gene LAG3 and colorectal carcinoma.