Literature DB >> 27554666

The SAMPL5 challenge for embedded-cluster integral equation theory: solvation free energies, aqueous pK a, and cyclohexane-water log D.

Nicolas Tielker1, Daniel Tomazic1, Jochen Heil1, Thomas Kloss2, Sebastian Ehrhart3, Stefan Güssregen4, K Friedemann Schmidt4, Stefan M Kast5.   

Abstract

We predict cyclohexane-water distribution coefficients (log D 7.4) for drug-like molecules taken from the SAMPL5 blind prediction challenge by the "embedded cluster reference interaction site model" (EC-RISM) integral equation theory. This task involves the coupled problem of predicting both partition coefficients (log P) of neutral species between the solvents and aqueous acidity constants (pK a) in order to account for a change of protonation states. The first issue is addressed by calibrating an EC-RISM-based model for solvation free energies derived from the "Minnesota Solvation Database" (MNSOL) for both water and cyclohexane utilizing a correction based on the partial molar volume, yielding a root mean square error (RMSE) of 2.4 kcal mol-1 for water and 0.8-0.9 kcal mol-1 for cyclohexane depending on the parametrization. The second one is treated by employing on one hand an empirical pK a model (MoKa) and, on the other hand, an EC-RISM-derived regression of published acidity constants (RMSE of 1.5 for a single model covering acids and bases). In total, at most 8 adjustable parameters are necessary (2-3 for each solvent and two for the pK a) for training solvation and acidity models. Applying the final models to the log D 7.4 dataset corresponds to evaluating an independent test set comprising other, composite observables, yielding, for different cyclohexane parametrizations, 2.0-2.1 for the RMSE with the first and 2.2-2.8 with the combined first and second SAMPL5 data set batches. Notably, a pure log P model (assuming neutral species only) performs statistically similarly for these particular compounds. The nature of the approximations and possible perspectives for future developments are discussed.

Entities:  

Keywords:  Distribution coefficients; EC-RISM; Integral equation theory; Quantum chemistry; Solvation model

Mesh:

Substances:

Year:  2016        PMID: 27554666     DOI: 10.1007/s10822-016-9939-7

Source DB:  PubMed          Journal:  J Comput Aided Mol Des        ISSN: 0920-654X            Impact factor:   3.686


  26 in total

1.  Development and testing of a general amber force field.

Authors:  Junmei Wang; Romain M Wolf; James W Caldwell; Peter A Kollman; David A Case
Journal:  J Comput Chem       Date:  2004-07-15       Impact factor: 3.376

2.  Generalized Born Solvation Model SM12.

Authors:  Aleksandr V Marenich; Christopher J Cramer; Donald G Truhlar
Journal:  J Chem Theory Comput       Date:  2012-12-18       Impact factor: 6.006

3.  Self-Consistent Reaction Field Model for Aqueous and Nonaqueous Solutions Based on Accurate Polarized Partial Charges.

Authors:  Aleksandr V Marenich; Ryan M Olson; Casey P Kelly; Christopher J Cramer; Donald G Truhlar
Journal:  J Chem Theory Comput       Date:  2007-11       Impact factor: 6.006

4.  Quantum chemistry in solution by combining 3D integral equation theory with a cluster embedding approach.

Authors:  Thomas Kloss; Jochen Heil; Stefan M Kast
Journal:  J Phys Chem B       Date:  2008-03-15       Impact factor: 2.991

5.  Closed-form expressions of the chemical potential for integral equation closures with certain bridge functions.

Authors:  Stefan M Kast; Thomas Kloss
Journal:  J Chem Phys       Date:  2008-12-21       Impact factor: 3.488

6.  Solvation thermodynamics of organic molecules by the molecular integral equation theory: approaching chemical accuracy.

Authors:  Ekaterina L Ratkova; David S Palmer; Maxim V Fedorov
Journal:  Chem Rev       Date:  2015-06-15       Impact factor: 60.622

7.  3D RISM theory with fast reciprocal-space electrostatics.

Authors:  Jochen Heil; Stefan M Kast
Journal:  J Chem Phys       Date:  2015-03-21       Impact factor: 3.488

8.  A modern solvation theory: quantum chemistry and statistical chemistry.

Authors:  Hirofumi Sato
Journal:  Phys Chem Chem Phys       Date:  2013-04-23       Impact factor: 3.676

9.  Solvation effects on chemical shifts by embedded cluster integral equation theory.

Authors:  Roland Frach; Stefan M Kast
Journal:  J Phys Chem A       Date:  2014-11-20       Impact factor: 2.781

10.  Solvation free-energy pressure corrections in the three dimensional reference interaction site model.

Authors:  Volodymyr Sergiievskyi; Guillaume Jeanmairet; Maximilien Levesque; Daniel Borgis
Journal:  J Chem Phys       Date:  2015-11-14       Impact factor: 3.488

View more
  9 in total

1.  The SAMPL6 challenge on predicting aqueous pKa values from EC-RISM theory.

Authors:  Nicolas Tielker; Lukas Eberlein; Stefan Güssregen; Stefan M Kast
Journal:  J Comput Aided Mol Des       Date:  2018-08-02       Impact factor: 3.686

2.  Assessing the accuracy of octanol-water partition coefficient predictions in the SAMPL6 Part II log P Challenge.

Authors:  Mehtap Işık; Teresa Danielle Bergazin; Thomas Fox; Andrea Rizzi; John D Chodera; David L Mobley
Journal:  J Comput Aided Mol Des       Date:  2020-02-27       Impact factor: 3.686

3.  Tautomeric Equilibria of Nucleobases in the Hachimoji Expanded Genetic Alphabet.

Authors:  Lukas Eberlein; Frank R Beierlein; Nico J R van Eikema Hommes; Ashish Radadiya; Jochen Heil; Steven A Benner; Timothy Clark; Stefan M Kast; Nigel G J Richards
Journal:  J Chem Theory Comput       Date:  2020-03-20       Impact factor: 6.006

4.  Blind prediction of cyclohexane-water distribution coefficients from the SAMPL5 challenge.

Authors:  Caitlin C Bannan; Kalistyn H Burley; Michael Chiu; Michael R Shirts; Michael K Gilson; David L Mobley
Journal:  J Comput Aided Mol Des       Date:  2016-09-27       Impact factor: 3.686

5.  The SAMPL6 challenge on predicting octanol-water partition coefficients from EC-RISM theory.

Authors:  Nicolas Tielker; Daniel Tomazic; Lukas Eberlein; Stefan Güssregen; Stefan M Kast
Journal:  J Comput Aided Mol Des       Date:  2020-01-24       Impact factor: 3.686

6.  Implementation and Optimization of the Embedded Cluster Reference Interaction Site Model with Atomic Charges.

Authors:  Ádám Ganyecz; Mihály Kállay
Journal:  J Phys Chem A       Date:  2022-04-08       Impact factor: 2.944

7.  Quantum-mechanical property prediction of solvated drug molecules: what have we learned from a decade of SAMPL blind prediction challenges?

Authors:  Nicolas Tielker; Lukas Eberlein; Gerhard Hessler; K Friedemann Schmidt; Stefan Güssregen; Stefan M Kast
Journal:  J Comput Aided Mol Des       Date:  2020-10-20       Impact factor: 3.686

8.  Evaluation of log P, pKa, and log D predictions from the SAMPL7 blind challenge.

Authors:  Teresa Danielle Bergazin; Nicolas Tielker; Yingying Zhang; Junjun Mao; M R Gunner; Karol Francisco; Carlo Ballatore; Stefan M Kast; David L Mobley
Journal:  J Comput Aided Mol Des       Date:  2021-06-24       Impact factor: 3.686

9.  SAMPL7 physical property prediction from EC-RISM theory.

Authors:  Nicolas Tielker; Stefan Güssregen; Stefan M Kast
Journal:  J Comput Aided Mol Des       Date:  2021-07-19       Impact factor: 3.686

  9 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.