The activity changes of the isosteric replacements were correctly predicted using TI, with a correlation coefficient of 0.77 and a low mean absolute error, below 1 kcal/mol (Figure ). Nonetheless, the changes in the elimination of the ethylamide in R2 led to larger errors. While the calculations of such harder transformations could be mitigated by using more or longer windows, it would substantially increase the cost.