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Lead discovery (single snapshot from xray) Forcefield-based enthalpy (fast) Energy (Coulomb, van der Waals) Solvation energy (Generalized-Born) Non-polar energy (Solvent-accessible surface area) Empirical function for entropy calculations (fast) Lead optimization (multiple snapshots from MD simulation) Forcefield-based enthalpy Energy (Coulomb, van der Waals) Solvation energy (Poisson-Boltzmann) Non-polar energy (SA) Entropy using normal mode analysis (slow, but accurate) Cheminformatics to generate multiple structures for free energy calculations Physics-based scoring

Lead discovery (single snapshot from xray) –Forcefield-based enthalpy (fast) Energy (Coulomb, van der Waals) Solvation energy (Generalized-Born) Non-polar

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Page 1: Lead discovery (single snapshot from xray) –Forcefield-based enthalpy (fast) Energy (Coulomb, van der Waals) Solvation energy (Generalized-Born) Non-polar

• Lead discovery (single snapshot from xray)– Forcefield-based enthalpy (fast)

• Energy (Coulomb, van der Waals)• Solvation energy (Generalized-Born)• Non-polar energy (Solvent-accessible surface area)

– Empirical function for entropy calculations (fast)

• Lead optimization (multiple snapshots from MD simulation)– Forcefield-based enthalpy

• Energy (Coulomb, van der Waals)• Solvation energy (Poisson-Boltzmann)• Non-polar energy (SA)

– Entropy using normal mode analysis (slow, but accurate)

– Cheminformatics to generate multiple structures for free energy calculations

Physics-based scoring

Page 2: Lead discovery (single snapshot from xray) –Forcefield-based enthalpy (fast) Energy (Coulomb, van der Waals) Solvation energy (Generalized-Born) Non-polar

Grid implementation

• Globus toolkit • Teragrid• Infrastructure: 40 core cluster, multiple

dual machines

Page 3: Lead discovery (single snapshot from xray) –Forcefield-based enthalpy (fast) Energy (Coulomb, van der Waals) Solvation energy (Generalized-Born) Non-polar

A platform for empirical score development

• Three components needed– Three-dimensional structures

• PDB, MMDB

– Binding constants• PDBcal from Meroueh lab• BindingDB (Gilson lab)• MOAD (Carlson lab)• PDBbind

– Software for non-linear least squares analysis and building binding curves for validation of model

Page 4: Lead discovery (single snapshot from xray) –Forcefield-based enthalpy (fast) Energy (Coulomb, van der Waals) Solvation energy (Generalized-Born) Non-polar

Applications

• Virtual screening against anticancer and anti-microbial targets – PDGF-R (brain cancer)– uPAR (breast cancer)– Sortase (bacterial virulence)– APE1 – PRL1– TG2 (ovarian cancer)

• In vitro studies (SPR, ITC, biochemical assays)– Active compounds for uPAR– Active peptides for PDGF-R

• Cell-based assays