Chemical Biology & Drug Design · 2019 · 12 citations · 49 references
PharmacyBiochemistryMedicinal ChemistryDrug DesignDrug DiscoveryEnzymologyBinding Affinity PredictionEnzyme InhibitionLigand BindingLigand-based DesignMolecular DockingProtein-ligand DockingBinding Free EnergyEnzyme Inhibitor DiscoveryInhibitor ScreeningLinear RegressionMolecular Dynamics Free Energy CalculationsProtein-ligand Binding Free EnergyProtein-ligand Binding Free Energy CalculationsStructure-activity Relationship Modeling
Abstract In recent years, the design, development, and evaluation of several inhibitors of the BACE1 enzyme, as part of Alzheimer's treatment, have gathered the scientific community's interest. Here, a linear regression model was built using binding free energy calculations through the Bennett acceptance ratio method for 20 known inhibitors of the BACE1 enzyme, with a Pearson coefficient of R = 0.88 and R 2 = 0.78. The validation of this model was verified employing eight additional random inhibitors, which also gave a linear correlation with R = 0.97 and R 2 = 0.93. Furthermore, this linear regression model was also used for proposing the structure of four potential BACE1 inhibitors, and the most active of them gave a theoretical K d = 10 nM. However, these molecules have not been synthesized yet. Our team used a total time of more than 800 ns for the Molecular Dynamics to carry out this study, and all the software used were freely available.
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Molecular dynamics with coupling to an external bath
Herman J. C. Berendsen, Johan P. M. Postma, Wilfred F. van Gunsteren et al. · The Journal of Chemical Physics · 1984 · 31K citations · Full text
Natural Sciences, Chemistry, Physics +17
Yan Zhao, Donald G. Truhlar · Theoretical Chemistry Accounts · 2007 · 30K citations · Full text
Natural Sciences, Chemistry, Physics +17