The SD files are UNIX plain text, despite this being contained in a Windows ZIP file (sorry to UNIX fans, but only ZIP is supported by JCICS). The structure in the SD file should supersede that in the PDF tables if there is a disagreement. All the structural optimisations described below were not necessary for the classification work described in the manuscript "Spline-Fitting with a Genetic Algorithm: a Method for Developing Classification Structure-Activity Relationships." If 2D models are preferable, these are available from the authors. Note however that Cerius2 and Sybyl do not parse the stereochemical information when converting 2D SD structures to 3D structures: you may not want 2D structures if you plan on converting them to 3D structures later. The 3D structures were obtained from 2D ChemDraw sketches by using the "Clean up structure" function of Chem3D Ultra version 6.0. The 3D structures were further refined using energy minimisation of MMFF94s + GBSA implicit solvent in Macromodel (default parameters). For some series, compounds have been suitably aligned for use in 3D QSAR: COX2: A Monte Carlo conformation search was carried out for 8-celecoxib using MMFF94s + GBSA and the MCMM routine in Macromodel (500 trial moves, other parameters defaults). 8-celecoxib was superimposed on the inhibitor SC558 in the PDB structure 1CX2. Note however that the inhibitors were not docked into the protein, but merely aligned in the active site to allow comparison of 3D QSAR results with the protein structure. In particular, the phenyl-SO2-X torsion determined by conformational searching is not the same as that in the crystal structure 1CX2. The other inhibitors were superimposed on 8-celecoxib using three atoms on each of the three rings. Substituents were placed in a consistent fashion. For example, substituents R2 on the second vicinal ring (referring to the family A.1 in the PDF tables of structures) were always placed away from the first vicinal ring. The energy difference is very small between that orientation, and another in which the phenyl ring has been rotated by 180 deg. about its torsion. As such, if one were to have no protein structure to aid in the alignment, it is best to be consistent as opposed to always choosing the global energy minimum. In cases where substituents are large and contain many rotatable bonds, no effort was made to place all torsions in a consistent way. These would probably not be included in 3D QSAR work using these sets. BZR: All ligands from the A.x family, except A.9-A.11 have been aligned onto Diazepam, which was subjected to the same MCMM optimisation described for 8- celecoxib. As discussed in Adv. Drug Res. 1985, 14, 165-322, there are two low-energy ring conformations for Diazepam. Ring conformation "a" in figure 10 of the above reference was used, as it is the bioactive conformation. As for the COX-2 inhibitors, substituents were placed in a consistent fashion. Substituents on the rotatable phenyl ring of Diazepam were placed on the edge nearest the fused ring structure (i.e. the "left" edge when depicted in the orientation given for A.1 in the PDF tables), as that orientation has a lower energy compared to the alternate orientation having the phenyl ring rotated by 180 deg. about its torsion. As discussed in J. Med. Chem. 1998, 41, 4130-4142 and J. Med. Chem. 2000, 43, 71-95, the carbonyl / ester group in families A.24-A.27 were placed in the anti conformation, and all planar substituents at ring position 7 of Diazepam were placed in the syn conformation. Non planar substituents at ring position 7 were placed in the alpha position (i.e. behind the ring structure). ER-lit: lit-2 (estradiol) was superimposed onto the estradiol ligand in PDB structure 1GWR (again, not docked but just aligned to allow comparison of 3D QSAR model features with the protein active site). All steroids (A.1 and A.2 families) were aligned onto lit-2, and substituents placed in a consistent fashion. Compound lit-361 of family C.2 was superimposed (flexibly) onto lit-2 using the two OH groups and ring positions 5, 6, 7 and 3', 4', 5' of lit-361 and the corresponding OH groups, with ring positions 15,16,17 and 2,3,4 of lit-2. The other C.x compounds were fit onto lit-361. A similar alignment was used to superimpose lit-282 of family B.2 onto lit-2, with other B.x ligands fit onto lit-282. ER-tox. A few steroids were aligned onto lit-2: estradiols 61, 156, 158, 285, 286, 290, 379, 380, 381, 384, 385, 417, 423, 443, 447, 448, 461, 462, non-estradiols 5, 24, 25, 29, 30, 31, 32, 134, 165, 218, 267, 268, 269, 281, 282, 495, 554, 556, 580