There is a signicant degree of heterogeneity in performance, both within a single class and repetitions of the same excipient. This could be indicative of the nonspecic nature of binding; the interaction within each individual repetition and each individual molecule could be between many dierent residues in a heterogeneous manner, and a weak interaction might not guarantee the formation of a HSA-excipient complex within the simulation time.