The molecular structure was predicted and calculated through CAD to develop optimization strategies, and the artificial evolution of proteins was design through phage and CHO cells display to optimize the affinity, stability and expression level of antibodies and cytokines. Thus, the druggability of fusion protein can be improved, laying a good foundation for successful industrialization.