Multivariate regression confirmed this association in CRC (β = 16405.198, 95% CI: 11878.446 ~ 20931.949), suggesting that obesity-induced TME changes may contribute to CD163+ TAM enrichment and tumorigenesis. Here, CD163 is linked to colorectal carcinoma.