Provided are a fusion protein inhibiting angiogenesis or vascular growth, coding sequence thereof, vector 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 aggregation formation rate in a fermentation process, and a significant increase in the purity and yield of the protein, and has better biological activity.