SHANK1 and memory impairment: This study is the first to report on the dysfunction of the PKA/CREB/SHANK1 axis in HS diet‐induced learning and memory impairments, suggesting that enhancing PKA activity to increase SHANK1 levels may represent a promising therapeutic approach for treating HS‐induced cognitive dysfunction.