Notably, Escherichia-Shigella also exhibited a significant positive correlation with LPS, TRAF, and NLRP3, suggesting that the ameliorative effect of ATF on the DSS-induced colitis may be partly mediated by reducing the relative abundance of Escherichia-Shigella. The gene discussed is NLRP3; the disease is colitis.