Protein–ligand docking in the machine-learning era

C Yang, EA Chen, Y Zhang - Molecules, 2022 - mdpi.com
Molecular docking plays a significant role in early-stage drug discovery, from structure-
based virtual screening (VS) to hit-to-lead optimization, and its capability and predictive …

Virtual screening in drug discovery-a computational perspective

AS Reddy, SP Pati, PP Kumar… - Current Protein and …, 2007 - ingentaconnect.com
Virtual screening emerged as an important tool in our quest to access novel drug like
compounds. There are a wide range of comparable and contrasting methodological …

Comparison of shape-matching and docking as virtual screening tools

PCD Hawkins, AG Skillman… - Journal of medicinal …, 2007 - ACS Publications
Ligand docking is a widely used approach in virtual screening. In recent years a large
number of publications have appeared in which docking tools are compared and evaluated …

Surflex-Dock 2.1: robust performance from ligand energetic modeling, ring flexibility, and knowledge-based search

AN Jain - Journal of computer-aided molecular design, 2007 - Springer
The Surflex flexible molecular docking method has been generalized and extended in two
primary areas related to the search component of docking. First, incorporation of a small …

Integrated molecular modeling and machine learning for drug design

S Xia, E Chen, Y Zhang - Journal of chemical theory and …, 2023 - ACS Publications
Modern therapeutic development often involves several stages that are interconnected, and
multiple iterations are usually required to bring a new drug to the market. Computational …

Molecular docking algorithms

R Dias, J de Azevedo, F Walter - Current drug targets, 2008 - ingentaconnect.com
By means of virtual screening of small molecules databases it is possible to identify new
potential inhibitors against a target of interest. Molecular docking is a computer simulation …

Druggable pockets and binding site centric chemical space: a paradigm shift in drug discovery

S Pérot, O Sperandio, MA Miteva, AC Camproux… - Drug discovery today, 2010 - Elsevier
Detection, comparison and analyses of binding pockets are pivotal to structure-based drug
design endeavors, from hit identification, screening of exosites and de-orphanization of …

Scoring functions for protein-ligand docking

AN Jain - Current Protein and Peptide Science, 2006 - ingentaconnect.com
Virtual screening by molecular docking has become established as a method for drug lead
discovery and optimization. All docking algorithms make use of a scoring function in …

An alternative method for the evaluation of docking performance: RSR vs RMSD

D Yusuf, AM Davis, GJ Kleywegt… - Journal of chemical …, 2008 - ACS Publications
A new assessment criterion for docking poses is proposed in which experimental electron
density is taken into account when evaluating the ability of docking programs to reproduce …

Critical assessment of the automated AutoDock as a new docking tool for virtual screening

H Park, J Lee, S Lee - Proteins: Structure, Function, and …, 2006 - Wiley Online Library
A major problem in virtual screening concerns the accuracy of the binding free energy
between a target protein and a putative ligand. Here we report an example supporting the …