Disclosed are a novel isoindoline derivative, a pharmaceutical composition and use thereof. The compound of formula I, or the pharmaceutically acceptable salt, solvate, polymorph, co-crystal, stereoisomer, isotopic compound, metabolite or prodrug thereof disclosed in the invention can regulate the generation and/or activity of PDE4 and/or TNF-α so as to effectively treat cancer and inflammatory diseases.