Abstract
In the context of the SAMPL5 challenge water-cyclohexane distribution coefficients for 53 drug-like molecules were predicted. Four different models based on molecular dynamics free energy calculations were tested. All models initially assumed only one chemical state present in aqueous or organic phases. Model A is based on results from an alchemical annihilation scheme; model B adds a long range correction for the Lennard Jones potentials to model A; model C adds charging free energy corrections; model D applies the charging correction from model C to ionizable species only. Model A and B perform better in terms of mean-unsigned error (MUE=6.79<6.87<6.95log
MUE=6.79<6.87<6.95log
D units − 95 % confidence interval) and determination coefficient (R 2 =0.26<0.27<0.28)
(R2=0.26<0.27<0.28)
, while charging corrections lead to poorer results with model D (MUE=12.8<12.63<12.98
MUE=12.8<12.63<12.98
and R 2 =0.16<0.17<0.18
R2=0.16<0.17<0.18
). Because overall errors were large, a retrospective analysis that allowed co-existence of ionisable and neutral species of a molecule in aqueous phase was investigated. This considerably reduced systematic errors (MUE=1.87<1.97<2.07
MUE=1.87<1.97<2.07
and R 2 =0.35<0.40<0.45
R2=0.35<0.40<0.45
). Overall accurate logD
logD
predictions for drug-like molecules that may adopt multiple tautomers and charge states proved difficult, indicating a need for methodological advances to enable satisfactory treatment by explicit-solvent molecular simulations.
Original language | English |
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Pages (from-to) | 1101-1114 |
Number of pages | 14 |
Journal | Journal of computer-Aided molecular design |
Volume | 30 |
Issue number | 11 |
Early online date | 27 Sept 2016 |
DOIs | |
Publication status | Published - Nov 2016 |
Keywords / Materials (for Non-textual outputs)
- Computer Simulation
- Cyclohexanes/chemistry
- Databases, Chemical
- Models, Chemical
- Molecular Structure
- Pharmaceutical Preparations/chemistry
- Quantum Theory
- Solubility
- Solvents/chemistry
- Thermodynamics
- Water/chemistry