Conclusions: PKPs ameliorate DSS-induced colitis through multi-target mechanisms: (1) preserving intestinal barrier function, (2) suppressing inflammation and oxidative stress via Nrf2 activation, (3) restoring gut microbiota balance and SCFA production, and (4) regulating host-microbiota metabolic interactions. The gene discussed is FBXO7; the disease is colitis.