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An AI-based TB assessment system was developed and validated for automated and reproducible TB evaluation in CRC and marked heterogeneity among TB phenotypes was revealed, highlighting TB as a biologically heterogeneous process linking histopathological phenotypes with tumor microenvironmental states.