DOE PAGES title logo U.S. Department of Energy
Office of Scientific and Technical Information

Title: Application of the ESMACS Binding Free Energy Protocol to a Multi-Binding Site Lactate Dehydogenase A Ligand Dataset

Journal Article · · Advanced Theory and Simulations

Over the past two decades, the use of fragment-based lead generation has become a common, mature approach to identify tractable starting points in chemical space for the drug discovery process. This approach naturally involves the study of the binding properties of highly heterogeneous ligands. Such datasets challenge computational techniques to provide comparable binding free energy estimates from different binding modes. The performance of a range of statistically robust ensemble-based binding free energy calculation protocols, called ESMACS (enhanced sampling of molecular dynamics with approximation of continuum solvent), is evaluated. Ligands designed to target two binding pockets in the lactate dehydogenase, a target protein, which vary in size, charge, and binding mode, are studied. When compared to experimental results, excellent statistical rankings are obtained across this highly diverse set of ligands. In addition, three approaches to account for entropic contributions are investigated: 1) normal mode analysis, 2) weighted solvent accessible surface area (WSAS), and 3) variational entropy. Normal mode analysis and WSAS correlate strongly with each other—although the latter is computationally far cheaper—but do not improve rankings. Variational entropy corrects exaggerated discrimination of ligands bound in different pockets but creates three outliers which reduce the quality of the overall ranking.

Research Organization:
Oak Ridge National Laboratory (ORNL), Oak Ridge, TN (United States). Oak Ridge Leadership Computing Facility (OLCF)
Sponsoring Organization:
USDOE Office of Science (SC); H2020 Future and Emerging Technologies; H2020 Development; MRC Biomedical Informatics; National Science Foundation (NSF)
Grant/Contract Number:
AC05-00OR22725
OSTI ID:
2469828
Journal Information:
Advanced Theory and Simulations, Journal Name: Advanced Theory and Simulations Journal Issue: 1 Vol. 3; ISSN 2513-0390
Publisher:
WileyCopyright Statement
Country of Publication:
United States
Language:
English

References (34)

Can the calculation of ligand binding free energies be improved with continuum solvent electrostatics and an ideal‐gas entropy correction? journal June 2002
Development and testing of a general amber force field journal January 2004
Scalable molecular dynamics with NAMD journal January 2005
The Amber biomolecular simulation programs journal January 2005
Numerical integration of the cartesian equations of motion of a system with constraints: molecular dynamics of n-alkanes journal March 1977
The interpretation of protein structures: Estimation of static accessibility journal February 1971
Evaluation and Characterization of Trk Kinase Inhibitors for the Treatment of Pain: Reliable Binding Affinity Predictions from Theory and Computation journal April 2017
Rapid, Precise, and Reproducible Prediction of Peptide–MHC Binding Affinities from Molecular Dynamics That Correlate Well with Experiment journal June 2015
ff14SB: Improving the Accuracy of Protein Side Chain and Backbone Parameters from ff99SB journal July 2015
Rapid and Reliable Binding Affinity Prediction of Bromodomain Inhibitors: A Computational Study journal January 2017
Rapid, Accurate, Precise, and Reliable Relative Free Energy Prediction Using Ensemble Based Thermodynamic Integration journal December 2016
Acylguanidine Beta Secretase 1 Inhibitors: A Combined Experimental and Free Energy Perturbation Study journal February 2017
Predicting Activity Cliffs with Free-Energy Perturbation journal February 2019
Calculating Structures and Free Energies of Complex Molecules:  Combining Molecular Mechanics and Continuum Models journal December 2000
Quantized Water Access to the HIV-1 Protease Active Site as a Proposed Mechanism for Cooperative Mutations in Drug Affinity journal August 2012
Accurate Ensemble Molecular Dynamics Binding Free Energy Ranking of Multidrug-Resistant HIV-1 Proteases journal April 2010
Assessing the Performance of the MM/PBSA and MM/GBSA Methods. 1. The Accuracy of Binding Free Energy Calculations Based on Molecular Dynamics Simulations journal November 2010
Resolution of Discordant HIV-1 Protease Resistance Rankings Using Molecular Dynamics Simulations journal October 2011
The Normal-Mode Entropy in the MM/GBSA Method: Effect of System Truncation, Buffer Region, and Dielectric Constant journal July 2012
Automated Molecular Simulation Based Binding Affinity Calculator for Ligand-Bound HIV-1 Proteases journal August 2008
Computing Clinically Relevant Binding Free Energies of HIV-1 Protease Inhibitors journal February 2014
Interaction Entropy: A New Paradigm for Highly Efficient and Reliable Computation of Protein–Ligand Binding Free Energy journal April 2016
Design and Synthesis of Novel Lactate Dehydrogenase A Inhibitors by Fragment-Based Lead Generation journal March 2012
Lactate dehydrogenase 5 expression in melanoma increases with disease progression and is associated with expression of Bcl-XL and Mcl-1, but not Bcl-2 proteins journal January 2010
Nutritional and lipidomics biomarkers of docosahexaenoic acid-based multivitamin therapy in pediatric NASH journal February 2019
Accurate calculation of the absolute free energy of binding for drug molecules journal January 2016
On the calculation of equilibrium thermodynamic properties from molecular dynamics journal January 2016
Current perspectives in fragment-based lead discovery (FBLD) journal November 2017
A smooth particle mesh Ewald method journal November 1995
Perspective: Alchemical free energy calculations for drug discovery journal December 2012
Rapid and accurate ranking of binding affinities of epidermal growth factor receptor sequences with selected lung cancer drugs journal January 2011
Lactate Dehydrogenase 5 Expression in Squamous Cell Head and Neck Cancer Relates to Prognosis following Radical or Postoperative Radiotherapy journal January 2009
Lactate Dehydrogenase 5 Expression in Operable Colorectal Cancer: Strong Association With Survival and Activated Vascular Endothelial Growth Factor Pathway—A Report of the Tumour Angiogenesis Research Group journal September 2006
Recent Developments and Applications of the MMPBSA Method journal January 2018