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Objective: Tripterygium glycoside (TG) is a fat-soluble extract of Tripterygium wilfordii, with anti-inflammatory properties associated with TLR signaling pathways. This study constructed a targeted delivery system for experimental colitis, namely, eudragit (EuL)-coated chitosan (Ch)-TG conjugate microspheres (Ch-TG-MS/EuL), and evaluated its therapeutic efficacy and underlying mechanisms. Methods: Ch-TG-MS was fabricated using emulsification cross-linking technique and then coated with EuL to create Ch-TG-MS/EuL. Drug release properties were assessed using a dialysis model. Additionally, the therapeutic benefits of Ch-TG-MS/EuL on colonic inflammation and its specific effect on TLR4/NF-κB signaling in intestinal mucosa were evaluated in vivo using a DSS-induced murine colitis model. Results: The Ch-TG-MS/EuL microspheres appeared as yellow powders with a slightly enlarged shape, rough surface, and adhesions. The Ch-TG-MS/EuL formulations also exhibited high entrapment efficiency and drug loading rate. High-performance liquid chromatography revealed that Ch-TG-MS/EuL exhibited a less intense peak than free TG, confirming that the drug is contained within the formulation. Free TG displayed explosive release within the first 5 h of administration, while Ch-TG-MS/EuL prevented the pre-mature release of TG and exhibited controllable release up to 24 h. In vivo, noticeable amelioration of intestinal mucosal tissue destruction was achieved with Ch-TG-MS/EuL compared to free TG. Additionally, immunohistochemical and western blotting results revealed that Ch-TG-MS/EuL markedly down-regulated the expression of intestinal mucosal TLR4, MyD88, and NF-κB p65. Hence, Ch-TG-MS/EuL may ameliorate the colon inflammatory response by inhibiting the hyperactivation of TLR4/NF-κB signaling. Conclusion: Novel Ch-TG-MS/EuL preparation may represent a colonic delivery system for UC therapeutics by inhibiting TLR4/NF-κB hyperactivation. Data availability: All experimental data supporting the conclusions of this study are available from the corresponding author on reasonable request.