Overall, this study reveals the molecular mechanism of sinapine in mitigating insulin resistance via modulation of the IRS1–PI3K–AKT–GSK3β–GS pathway, offering theoretical support for its potential application as a nutritional intervention to improve carbohydrate and lipid metabolism. The gene discussed is IRS1; the disease is Insulin resistance.