NLRP3 and colitis: Similarly, preclinical studies indicate that compounds like Polyphyllin VI and HMB can regulate macrophage polarization through specific pathways such as the autophagy-NLRP3 axis and ERK/NF-κB pathway to alleviate colitis [61,84], highlighting these mechanisms as potential intervention targets.