Highlights
• NLRP3 drives chemokine-dependent macrophage/fibroblast recruitment and M1 polarization during the inflammatory phase, while its deficiency enhances Wnt/Notch-mediated structural restoration during the proliferative phase, revealing phase-specific therapeutic potential.
• NLRP3 ablation rewires macrophage dynamics by suppressing M1 pro-inflammatory phenotypes and enhancing M2 reparative polarization, reshaping the immune microenvironment across healing phases.
• Macrophage NLRP3 inflammasome activation suppresses the pro-reparative phenotype and promotes a pro-inflammatory phenotype in fibroblasts via IL-1β. Conversely, inflammatory fibroblasts highly express NLRP3, which, independent of inflammasome assembly, amplifies TGF-β-induced Smad signaling through the NLRP3/ROS axis.

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