The conformers generated by uniform random search usually have higher RMSD and TFD values than those generated by BOA (see Additional File 3). The conformations found by BOA with both acquisition functions had similar distributions in RMSD and TFD values in Case 2, while EI and LCB slightly vary in Case 1.