• Sepsis-Induced Atrophy: Core pathway via NLRP3/GSDMD; upregulates MuRF1/MAFbx• Muscle atrophy: Dexamethasone-induced• Type II Diabetes: Mitochondrial ROS activates NLRP3. Here, FBXO32 is linked to type 2 diabetes mellitus.