We note that this is quite a challenging test for the scoring function, since the modifications made to the core are relatively small and cover a smaller dynamic range in affinity than most test sets. Nevertheless, it seems that current scoring functions have some utility in guiding design, but that more accurate physics-based scoring is required to accurately discriminate between structural changes in the hit-to-lead stage.