Blinded predictions of standard binding free energies: lessons learned from the SAMPL6 challenge

J Comput Aided Mol Des. 2018 Oct;32(10):1047-1058. doi: 10.1007/s10822-018-0154-6. Epub 2018 Aug 29.

Abstract

In the context of the SAMPL6 challenges, series of blinded predictions of standard binding free energies were made with the SOMD software for a dataset of 27 host-guest systems featuring two octa-acids hosts (OA and TEMOA) and a cucurbituril ring (CB8) host. Three different models were used, ModelA computes the free energy of binding based on a double annihilation technique; ModelB additionally takes into account long-range dispersion and standard state corrections; ModelC additionally introduces an empirical correction term derived from a regression analysis of SAMPL5 predictions previously made with SOMD. The performance of each model was evaluated with two different setups; buffer explicitly matches the ionic strength from the binding assays, whereas no-buffer merely neutralizes the host-guest net charge with counter-ions. ModelC/no-buffer shows the lowest mean-unsigned error for the overall dataset (MUE 1.29 < 1.39 < 1.50 kcal mol-1, 95% CI), while explicit modelling of the buffer improves significantly results for the CB8 host only. Correlation with experimental data ranges from excellent for the host TEMOA (R2 0.91 < 0.94 < 0.96), to poor for CB8 (R2 0.04 < 0.12 < 0.23). Further investigations indicate a pronounced dependence of the binding free energies on the modelled ionic strength, and variable reproducibility of the binding free energies between different simulation packages.

Keywords: Alchemical free energy; Binding free energy; SAMPL6; SAMPLing.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Bridged-Ring Compounds / chemistry*
  • Carboxylic Acids / chemistry*
  • Cycloparaffins / chemistry
  • Imidazoles / chemistry*
  • Ligands
  • Macrocyclic Compounds / chemistry*
  • Models, Theoretical
  • Molecular Conformation
  • Molecular Dynamics Simulation
  • Osmolar Concentration
  • Protein Binding
  • Proteins / chemistry*
  • Solvents / chemistry
  • Thermodynamics

Substances

  • Bridged-Ring Compounds
  • Carboxylic Acids
  • Cycloparaffins
  • Imidazoles
  • Ligands
  • Macrocyclic Compounds
  • Proteins
  • Solvents
  • cucurbit(8)uril