name stringlengths 14 28 | inchikey stringlengths 27 27 | smiles stringlengths 15 38 | true_logka float64 4.84 10.3 | S_charge float64 0.54 0.71 | S_hydrophobic float64 0.41 0.73 | S_rigidity float64 0.37 1 | S_desolvation float64 0.56 0.83 | S_packing float64 0.39 1 | S_occupancy float64 0 1 | S_shape float64 0.79 0.97 | S_conformer_diversity float64 0.44 0.7 | S_boltzmann_concentration float64 0.3 1 | S_portal float64 0.07 0.16 | S_accessibility float64 0.14 0.16 | S_orientation float64 0.05 0.97 | S_bad float64 0.01 0.27 | DockingScore float64 -90.32 -44.1 | Pose_Energy float64 0.15 0.47 | Distance_to_Cavity_Center float64 0.48 5.38 | Distance_to_Portal float64 0.73 2.82 | Insertion_Depth float64 -2.37 2.77 | Packing_Coefficient float64 0.39 0.62 | Occupancy float64 0 1 | Hydrophobic_Occupancy float64 0 1 | Shape_Complementarity float64 0 1 | Steric_Clash float64 1 4 | Guest_CB7_Min_Distance float64 1.77 1.87 | Pose_RMSD_to_Template float64 0 0 | Portal_Compatibility float64 0.07 0.16 | Positive_Center_to_Portal_Distance float64 1.54 2.99 | Positive_Center_Orientation float64 0.05 0.97 | Charge_Accessibility float64 0.14 0.16 | Portal_Facing_Accessibility float64 0.12 1 | HBond_Count float64 1 2 | HBond_Geometry float64 1.93 4.95 | Carbonyl_Oxygen_Contact_Count float64 13 24 | Hydrophobic_Contact float64 0 27 | Polar_Contact_Penalty float64 0 1 | Bad_Group_Portal_Exposure float64 1 3 | Desolvation_Penalty float64 0 0 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
1-Adamantylamine | NGGRFWRIBLQVEP-QPIHLSAKSA-O | C1[C@@H]2CC3C[C@H]1CC3(C2)[NH3+] | 10.33 | 0.5461 | 0.6795 | 1 | 0.8345 | 0.8666 | 1 | 0.9535 | 0.6967 | 0.3 | 0.0864 | 0.1558 | 0.9226 | 0.0102 | -51.4196 | 0.4422 | 1.1069 | 1.8453 | 1.8346 | 0.5197 | 1 | 1 | 0.9 | 2 | 1.8428 | 0 | 0.0864 | 1.6636 | 0.9226 | 0.1558 | 1 | 1 | 1.9418 | 19 | 22 | 0 | 1 | 0 |
2-Norbornylamine (exo) | JEPPYVOSGKWVSJ-XVMARJQXSA-O | C1C[C@@H]2C[C@H]1C[C@@H]2[NH3+] | 8.14 | 0.5457 | 0.6169 | 1 | 0.8345 | 0.5619 | 0.8017 | 0.9274 | 0.697 | 0.3 | 0.0924 | 0.1475 | 0.913 | 0.0207 | -48.15 | 0.3408 | 1.4891 | 1.4523 | 1.495 | 0.4389 | 0.8277 | 0.8017 | 0.875 | 2 | 1.8454 | 0 | 0.0924 | 1.8313 | 0.913 | 0.1475 | 1 | 1 | 1.9596 | 16 | 18 | 0 | 1 | 0 |
2-Norbornylamine (endo) | JEPPYVOSGKWVSJ-RRKCRQDMSA-O | C1C[C@@H]2C[C@H]1C[C@H]2[NH3+] | 8.14 | 0.5459 | 0.6166 | 1 | 0.8345 | 0.5619 | 0.8017 | 0.9047 | 0.7005 | 0.3 | 0.1018 | 0.1489 | 0.9043 | 0.0405 | -48.3266 | 0.3386 | 1.4678 | 1.4526 | 1.4382 | 0.4389 | 0.8017 | 0.8017 | 0.875 | 2 | 1.8722 | 0 | 0.1018 | 1.9664 | 0.9043 | 0.1489 | 1 | 1 | 1.9689 | 16 | 18 | 0 | 1 | 0 |
Cyclooctylamine | HSOHBWMXECKEKV-UHFFFAOYSA-O | C1CCCC(CCC1)[NH3+] | 9.24 | 0.5436 | 0.6767 | 1 | 0.8345 | 0.906 | 0.9533 | 0.9238 | 0.4621 | 0.935 | 0.1131 | 0.1441 | 0.8879 | 0.0481 | -52.7854 | 0.4504 | 1.5352 | 1.4854 | 1.4689 | 0.5334 | 0.9533 | 0.9533 | 0.8889 | 2 | 1.8211 | 0 | 0.1131 | 2.2154 | 0.8879 | 0.1441 | 0.659 | 1 | 1.9399 | 19 | 22 | 0 | 1 | 0 |
3-Hydroxy-1-adamantylamine | DWPIPTNBOVJYAD-BQKDNTBBSA-O | C1[C@@H]2CC3(C[C@H]1CC(C2)(C3)O)[NH3+] | 8.5 | 0.5389 | 0.6647 | 1 | 0.6471 | 0.9991 | 1 | 0.9677 | 0.7003 | 0.3 | 0.0732 | 0.1444 | 0.9323 | 0.0139 | -53.1799 | 0.4728 | 0.6945 | 2.2784 | 2.32 | 0.6064 | 1 | 1 | 0.9167 | 1 | 1.8136 | 0 | 0.0732 | 1.5513 | 0.9323 | 0.1444 | 1 | 2 | 3.7269 | 24 | 24 | 1 | 2 | 0 |
Isoborneolamine | MDFWXZBEVCOVIO-WEDXCCLWSA-O | C[C@@]12CC[C@@H](C1(C)C)C[C@@H]2[NH3+] | 9.75 | 0.542 | 0.7308 | 1 | 0.8345 | 0.9924 | 1 | 0.9685 | 0.5277 | 0.3 | 0.0694 | 0.1385 | 0.9113 | 0.0117 | -52.6794 | 0.4597 | 0.6223 | 2.3067 | 2.3679 | 0.6186 | 1 | 1 | 1 | 2 | 1.8474 | 0 | 0.0694 | 1.5365 | 0.9113 | 0.1385 | 1 | 1 | 1.9653 | 24 | 27 | 1 | 1 | 0 |
Cycloheptylamine | VXVVUHQULXCUPF-UHFFFAOYSA-O | C1CCCC(CC1)[NH3+] | 8.65 | 0.546 | 0.6341 | 1 | 0.8345 | 0.6986 | 0.8017 | 0.9065 | 0.5039 | 0.4274 | 0.1178 | 0.157 | 0.8948 | 0.0526 | -61.2186 | 0.3732 | 1.4987 | 1.5141 | 1.4606 | 0.4729 | 0.8017 | 0.8017 | 0.875 | 2 | 1.8292 | 0 | 0.1178 | 2.1278 | 0.8948 | 0.157 | 1 | 1 | 1.9425 | 20 | 18 | 0 | 1 | 0 |
Cyclohexylamine | PAFZNILMFXTMIY-UHFFFAOYSA-O | C1CCC(CC1)[NH3+] | 7.4 | 0.5465 | 0.5959 | 1 | 0.8345 | 0.4634 | 0.702 | 0.9175 | 0.5157 | 0.3741 | 0.1198 | 0.1503 | 0.8869 | 0.0286 | -44.095 | 0.3021 | 1.7727 | 1.2629 | 1.1904 | 0.414 | 0.702 | 0.702 | 0.8571 | 2 | 1.8537 | 0 | 0.1198 | 2.2476 | 0.8869 | 0.1503 | 0.5571 | 1 | 2.4643 | 17 | 16 | 0 | 1 | 0 |
Neopentylamine | XDIAMRVROCPPBK-UHFFFAOYSA-O | CC(C)(C)C[NH3+] | 7.04 | 0.5453 | 0.5615 | 1 | 0.8345 | 0.39 | 0.6282 | 0.9175 | 0.4836 | 0.3 | 0.0964 | 0.1437 | 0.9122 | 0.0276 | -44.5659 | 0.2584 | 1.8285 | 1.2417 | 1.2089 | 0.3942 | 0.6282 | 0.6282 | 0.8333 | 2 | 1.7958 | 0 | 0.0964 | 1.9362 | 0.9122 | 0.1437 | 1 | 1 | 1.9744 | 15 | 15 | 0 | 1 | 0 |
p-Xylylenediamine | ISKQADXMHQSTHK-UHFFFAOYSA-P | c1cc(ccc1C[NH3+])C[NH3+] | 7.26 | 0.706 | 0.5573 | 0.6703 | 0.5587 | 0.8815 | 0.7198 | 0.792 | 0.5823 | 0.4171 | 0.1595 | 0.1613 | 0.0538 | 0.2182 | -61.6497 | 0.3945 | 0.4803 | 2.8199 | 2.7699 | 0.5246 | 0.7458 | 0.7198 | 0.8 | 4 | 1.8299 | 0 | 0.1595 | 2.9856 | 0.0538 | 0.1613 | 0.1233 | 2 | 4.9454 | 19 | 13 | 0 | 2 | 0 |
1-(2-Aminoethyl)piperazine | IMUDHTPIFIBORV-UHFFFAOYSA-Q | C1C[NH+](CC[NH2+]1)CC[NH3+] | 5.79 | 0.702 | 0.408 | 0.6703 | 0.6377 | 0.903 | 0 | 0.8064 | 0.5387 | 0.75 | 0.1349 | 0.1486 | 0.9684 | 0.2077 | -90.3214 | 0.2113 | 5.1587 | 2.291 | -2.1311 | 0.5322 | 0 | 0 | 0 | 3 | 1.7731 | 0 | 0.1349 | 2.5777 | 0.9684 | 0.1486 | 0.8228 | 2 | 3.8306 | 20 | 0 | 0 | 3 | 0 |
trans-1,2-Diaminocyclohexane | SSJXIUAHEKJCMH-PHDIDXHHSA-P | C1CC[C@H]([C@@H](C1)[NH3+])[NH3+] | 6.3 | 0.7052 | 0.4956 | 1 | 0.5587 | 0.6865 | 0 | 0.9499 | 0.6151 | 0.9908 | 0.1213 | 0.1446 | 0.9351 | 0.0146 | -65.2894 | 0.1519 | 5.3789 | 2.5011 | -2.3661 | 0.4699 | 0 | 0 | 0 | 4 | 1.8667 | 0 | 0.1213 | 2.362 | 0.9351 | 0.1446 | 0.7669 | 2 | 3.9364 | 13 | 0 | 0 | 2 | 0 |
4-Aminocyclohexanol (trans) | IMLXLGZJLAOKJN-IZLXSQMJSA-O | C1[C@@H](CC[C@H](C1)O)[NH3+] | 5.79 | 0.5412 | 0.5276 | 1 | 0.6471 | 0.5904 | 0.5504 | 0.9054 | 0.5992 | 0.9961 | 0.1429 | 0.1521 | 0.8733 | 0.0471 | -47.6018 | 0.3205 | 2.2159 | 0.7349 | 0.7277 | 0.446 | 0.6323 | 0.5504 | 0.75 | 2 | 1.8025 | 0 | 0.1429 | 2.7025 | 0.8733 | 0.1521 | 0.3127 | 1 | 1.9277 | 17 | 12 | 1 | 2 | 0 |
6-Amino-1-hexanol | SUTWPJHCRAITLU-UHFFFAOYSA-O | C(CCCO)CC[NH3+] | 4.84 | 0.5399 | 0.5436 | 0.3679 | 0.6471 | 0.7473 | 0.6282 | 0.8481 | 0.4373 | 0.8281 | 0.1526 | 0.1553 | 0.8907 | 0.2699 | -46.3468 | 0.3657 | 0.9519 | 1.9761 | 1.9735 | 0.4855 | 0.7101 | 0.6282 | 0.75 | 3 | 1.8652 | 0 | 0.1526 | 2.9363 | 0.8907 | 0.1553 | 0.3145 | 2 | 2.9856 | 16 | 14 | 1 | 2 | 0 |
SAMPL4-FEAT
Physics- and docking-derived feature table for the 14 CB[7] (cucurbit[7]uril) guest molecules of the SAMPL4 host–guest blind prediction challenge.
Each row is one guest, identified by molecular name, InChIKey, and SMILES, followed by a set of
normalized interpretable scores (S_*) and the raw physics/docking descriptors they are derived from.
Columns (41)
Identity + label (4)
name— common name of the guestinchikey— standard InChIKeysmiles— protonated SMILES used for dockingtrue_logka— measured association constant logKa (base-10). Official SAMPL4 CB[7] experimental values (Isaacs lab; ITC/NMR), converted from ΔG via logKa = −ΔG/(2.303·RT) at 298 K. Source: SAMPL4 host–guest challenge, DOI 10.1007/s10822-014-9735-1. Note: SAMPL4 reports a single value for 2-norbornylamine, so its exo/endo rows share logKa = 8.14.
Normalized scores (13) — S_* in [0, 1]
S_charge, S_hydrophobic, S_rigidity, S_desolvation, S_packing, S_occupancy,
S_shape, S_conformer_diversity, S_boltzmann_concentration, S_portal, S_accessibility,
S_orientation, S_bad
Raw physics / docking descriptors (24)
DockingScore, Pose_Energy, Distance_to_Cavity_Center, Distance_to_Portal,
Insertion_Depth, Packing_Coefficient, Occupancy, Hydrophobic_Occupancy,
Shape_Complementarity, Steric_Clash, Guest_CB7_Min_Distance, Pose_RMSD_to_Template,
Portal_Compatibility, Positive_Center_to_Portal_Distance, Positive_Center_Orientation,
Charge_Accessibility, Portal_Facing_Accessibility, HBond_Count, HBond_Geometry,
Carbonyl_Oxygen_Contact_Count, Hydrophobic_Contact, Polar_Contact_Penalty,
Bad_Group_Portal_Exposure, Desolvation_Penalty
Guests (14)
1-Adamantylamine · 2-Norbornylamine (exo) · 2-Norbornylamine (endo) · Cyclooctylamine · 3-Hydroxy-1-adamantylamine · Isoborneolamine · Cycloheptylamine · Cyclohexylamine · Neopentylamine · p-Xylylenediamine · 1-(2-Aminoethyl)piperazine · trans-1,2-Diaminocyclohexane · 4-Aminocyclohexanol (trans) · 6-Amino-1-hexanol
Usage
from datasets import load_dataset
ds = load_dataset("SupraBench/SAMPL4-FEAT", split="test")
print(ds[0]["name"], ds[0]["inchikey"], ds[0]["DockingScore"])
Citation
Muddana, H. S., et al. The SAMPL4 host–guest blind prediction challenge: an overview. J. Comput. Aided Mol. Des. (2014). https://pubmed.ncbi.nlm.nih.gov/24459881
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