The findings identify LRP1, particularly its β‐chain, as a novel upstream control factor that facilitates the stabilization of the OGA protein, thereby suppressing NF‐κB signaling and attenuating HCC progression, thus suggesting a novel therapeutic strategy for HCC. Here, OGA is linked to hepatocellular carcinoma.