The results reveal the importance of HNF4α‐PAQR9‐STUB1‐PPM1α axis in controlling the statin‐induced hepatic insulin resistance, offering a fresh insight into the molecular mechanisms underlying statin therapy. Here, STUB1 is linked to Insulin resistance.