Methods of calculating differences of binding affinities between congeneric pairs of ligands by way of a displaced solvent functional
View Patent ↗Described is a technique to exhaustively enumerate the thermodynamic properties of the water molecules solvating the active site of a protein in its apostate and calculate the relative binding affinities of congeneric compounds that bind to this protein. The subject matter includes sampling the configurations of the solvating water in the active site; extracting the thermodynamic information about the solvating water from these configurations by clustering the observed water configurations into regions of high water occupancy (e.g., “hydration sites”), computing the average system interaction energies of water molecules occupying the various hydrations sites, computing excess entropies of water molecules occupying the hydration sites; constructing a 3 dimensional hydration thermodynamics map of the protein active site; and computing relative binding affinities of congeneric ligands based on the principle that tighter binding ligands can displace more entropically structured and energetically depleted hydration sites from the active site into the bulk fluid.
1. A method of computing a binding affinity of a ligand for a receptor, comprising:
(a) calculating local statistical thermodynamic properties of water molecules solvating the receptor, wherein the calculating comprises using a computer processor; and
(b) calculating free energy gain of displacement of solvent from the receptor by the ligand including:
(i) inserting the ligand into the receptor,
(ii) algorithmically determining steric overlap of the ligand with the solvent, and
(iii) calculating the free energy gain of the ligand sterically displacing the solvent based on the results of the algorithmically determining steric overlap of the ligand with the solvent and the thermodynamic properties of the displaced solvent.
2. The method of claim 1 , wherein calculating local statistical thermodynamic properties of water molecules solvating the receptor comprises:
(c) sampling configurations of the water molecules solvating a receptor;
(d) extracting thermodynamic information about the solvating water molecules from the configurations including:
(i) automatically partitioning observed water molecules configurations into hydration sites,
(ii) computing average system interaction energies of water molecules occupying the hydration sites, and
(iii) computing excess entropies of the water molecules occupying the hydration sites.
3. The method of claim 1 , wherein the free energy gain for atoms of the ligand sterically displacing the solvent is computed as a function of the thermodynamic properties of the solvent.
4. The method of claim 3 , wherein the free energy gain for atoms of the ligand sterically displacing the solvent is the excess chemical potential of the solvent as compared to bulk fluid.
5. The method of claim 3 , wherein enthalpic contribution to the free energy of a ligand atom displacing a hydration site is assigned as a constant where a value of the average system interaction energy exceeds a threshold.
6. The method of claim 5 , wherein the parameters of constant gains upon displacement and threshold values are determined by optimizing against experimental data.
7. The method of claim 6 , wherein values for a particular receptor are optimized by using data for ligands binding to that receptor.
8. The method of claim 6 , wherein values for a class of receptors are optimized by fitting to data from a diverse set of receptor-ligand complexes.
9. The method of claim 3 , wherein entropic contribution to the free energy of a ligand atom displacing a hydration site is assigned as a constant where a value of the excess entropy exceeds a specified threshold.
10. The method of claim 1 , wherein the free energy gain is computed as the sum of (1) the output of the function of the thermodynamic properties of the solvent and (2) the excess chemical potential of the solvent as compared to bulk fluid.
11. The method of claim 1 , wherein the free energy gain is computed as the sum of the enthalpic and entropic contribution of a ligand atom displacing a hydration site.
12. The method of claim 1 , further comprising:
(e) calculating a difference in binding free energy between two ligands, the difference corresponding to the difference in the free energy gain from water displacement.
13. The method of claim 12 , wherein the ligands are a congeneric pair.
14. The method of claim 13 , wherein the ligands differ by deletions of atoms.