Provided are a fusion protein inhibiting angiogenesis or growth, coding sequence thereof, carrier comprising the coding sequence, host cell, pharmaceutical composition and use of the fusion protein. The fusion protein of the present invention has high thermostability, and has a dramatic decline in the protein polymer formation rate in a fermentation process, and a significant increase in the purity and yield of the protein, and has better biological activity.