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Cresset UGM, Cambridge,UK, Sept 2011. Raphael Geney, Presentation.
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© Copyright 2011 Galapagos NV
Hydrogen bond strength predictions: could we do better?
Raphaël GENEY, PhD Scientist, Computational Chemistry Cresset UGM 22 September 2011
2
Background
• Motivation: answer recurrent chemist question to predict basicity of HB acceptor/acidity of HB donor, in order to correlate with affinity
• Quick overview of literature highlighted the methods of Peter Kenny (then at AstraZeneca) as simple and accurate for both HB acceptors and donors strength assessment
method rigourously tested and sufficiently described to quickly reproduce
3
Peter Kenny’s method
• Uses projected electrostatic field rather than two-body calculation
avoids need to correct for Basis Set Superposition Error
• From HF/6-31G* minimized geometries
HB acceptors (J. Chem. Soc. 1994, 2, 199-202)
calculate electrostatic potential minimum along acceptor lone pair axis
HF/6-31G* calculation in GAUSSIAN
HB donors (J. Chem. Inf. Model. 2009, 49, 1234-1244)
calculate electrostatic potential value 0.55 Å away from donor H in D-H direction
B3LYP/6-31+G** is most predictive (GAUSSIAN)
4
Peter Kenny’s method
P. Kenny, EuroQSAR 2010
5
Implementing Kenny’s approach
From HF/6-31G* minimized geometries (PC GAMESS, aka Firefly)
• HB acceptors
calculate electrostatic potential grid around acceptor atom
±2 Å around acceptor, 0.05 Å grid spacing (80^3=512 000 grid points!)
HF/6-31G* calculation in PC GAMESS
• HB donors
calculate electrostatic potential value 0.55 Å away from donor H in D-H direction
B3LYP/6-31+G** calculation in PC GAMESS
6
Experimental data
• HB strength quantified by measuring association constants for donor-acceptor complexes in nonpolar solvent
• All experimental data taken from Abraham et al, J. Chem. Soc. Perkin Trans. 2 1989, 10, 1355-1375
NO2
OH
Acceptors (UV)
(CH3CCl3)
logK
N
O
Donors (IR)
(CH3CCl3)
logK
7
HB donors: B3LYP/6-31+G** V(0.55) results
• Identical results to Kenny’s
only QM softwares differed
R² = 0.9311
0
0.5
1
1.5
2
2.5
3
3.5
0.3 0.31 0.32 0.33 0.34 0.35 0.36 0.37 0.38
logK exp vs. V (0.55)
in-house B3LYP/6-31+G**
Linear (in-house B3LYP/6-31+G**)
8
Vmin_Kenny94(kJ/mol)
HB acceptors: Kenny JChemSoc94 results
Pearson r -0.98
Spearman rho -0.97
9
Vmin_HF(kJ/mol)
In-house HF/6-31G* GAMESS grid protocol
Marginally worse results than published by Kenny
Pearson r -0.97
Spearman rho -0.96
10
HF/6-31G* from RM1 geometry
Much faster calculation, marginally worse correlations
Vmin_HF(kJ/mol)1
Pearson r -0.96
Spearman rho -0.94
11
Cresset_fieldsize
Cresset on Kenny JChemSoc94 dataset
Weak correlation of field size with logK
Cresset seems unable to predict substituent effects
Pearson r -0.53
Spearman rho -0.64
12
Cresset_fieldsize
Cresset FF minimization effect
Geometry HF Cresset
Pearson r -0.57 -0.53
Spearman rho -0.65 -0.64
A higher precision geometry only slightly improves correlations
HF geometry Cresset minimized
13
Cresset_fieldsize
New Cresset force field effect
Systematic shift to larger Field Sizes observed with FF3
Substituent effect remains unaccounted for
Cresset FF3 Cresset FF2
Force field FF2 FF3
Pearson r -0.53 -0.55
Spearman rho -0.64 -0.64
14
Example: kinase ligand scaffold hopping
• 9 topologically similar scaffolds synthesized in kinase project so far
• X-ray structure of ligand-kinase complex available for main compound series
mainly 1 point interaction with hinge GK+3 NH
is potency related to HB acceptor strength?
• Rather favorable case in Cresset FieldStere
but FieldStere only returns overall similarity score
no field point near donor nitrogen in some cases
Ar Core II
GK
GK+1
GK+2
GK+3 GK+4
GK+5
15
Example scaffold hopping QM results
• Modified Kenny method applied on all 9 core acceptor N, with no sidechain present on cores
excellent pIC50-Vmin correlation except for 2 cores in THP subseries
in valinol subseries, core III is the only outlier
IC50 for core V in THP subseries might be wrong? Maybe a substituent effect?
literature search indicates core III is basic enough to protonate at assay pH (pKa=6.9)!
Core III
Core VII
Core V
Core II
Core VI Core
III
Core I
Core I
Core II
Core V
Core IV
Core IX
THP valinol
X
XX
NX
XArN
OCore
X
XX
NX
XArN
OCore
pIC
50
Vmin (kJ/mol) Vmin (kJ/mol)
16
Example scaffold hopping Cresset results
• No exact correlation of field size with pIC50 observed
• Cresset still partially picks up main trend and ranking
Core III Core
III
Core I
Core VII
Core II
Core IX
Core VI Core
V
Core V
Core II
Core I
Core IV
pIC
50
Field Size Field Size
X
XX
NX
XArN
OCore
X
XX
NX
XArN
OCore
17
Summary
• Peter Kenny’s highly predictive QM HB strength prediction method identified and implemented for both HB acceptors and donors
slow calculation for large systems
I/O preparation currently labor intensive low throuput
• Direct comparison of QM results with Cresset Field Sizes possible for HB acceptors
Cresset captures general trend but fails to incorporate substituent effects
could future XED force field releases take such effects into account?
• Combination of Cresset and the QM approach could prove effective for ligand HB profile optimization
QM HB assessment method surprisingly predictive of ligand potency
Cresset best alternative for high throughput searches, particularly when substituents are maintained (e.g. scaffold hopping in FieldStere)
18
Acknowledgements
• Cresset
Mark Mackey
Martin Slater
Tim Cheeseright
Andy Vinter
• Galapagos computational chemistry group
Pieter Stouten
Cornel Catana
Nicolas Triballeau
Miriam Lopez-Ramos