Provided are an isoindoline derivative, intermediate, preparation method, pharmaceutical composition and use thereof. The isoindoline derivative and the pharmaceutical composition thereof can regulate the production or activity of immunological cytokines, thus effectively treating cancer and inflammatory disease.