These findings demonstrate the significance of IL-10 deficiency in suppressing CRC metastasis through the 4-HPPA-AHR-VEGFA axis mediated by gut P. distasonis, suggesting that P. distasonis or 4-HPAA supplementation could offer a promising therapeutic strategy for CRC metastasis prevention.