However, direct molecular evidence is lacking regarding how quercetin precisely regulates the NLRP3/Caspase-1/GSDMD core pyroptosis axis in microglia in cerebral ischemia models and whether it can directly target NLRP3 to inhibit this axis, thereby alleviating cerebral ischemic injury. This evidence concerns the gene NLRP3 and Cerebral ischemia.