Improving protein–ligand docking and screening accuracies by incorporating a scoring function correction term
Scoring functions are important components in molecular docking for structure-based drug
discovery. Traditional scoring functions, generally empirical-or force field-based, are robust …
discovery. Traditional scoring functions, generally empirical-or force field-based, are robust …
Evaluation of AutoDock and AutoDock Vina on the CASF-2013 benchmark
T Gaillard - Journal of chemical information and modeling, 2018 - ACS Publications
Computer-aided protein–ligand binding predictions are a valuable help in drug discovery.
Protein–ligand docking programs generally consist of two main components: a scoring …
Protein–ligand docking programs generally consist of two main components: a scoring …
[HTML][HTML] Protein–ligand docking in the machine-learning era
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 …
based virtual screening (VS) to hit-to-lead optimization, and its capability and predictive …
DeepBSP—a machine learning method for accurate prediction of protein–ligand docking structures
J Bao, X He, JZH Zhang - Journal of chemical information and …, 2021 - ACS Publications
In recent years, machine-learning-based scoring functions have significantly improved the
scoring power. However, many of these methods do not perform well in distinguishing the …
scoring power. However, many of these methods do not perform well in distinguishing the …
Task-specific scoring functions for predicting ligand binding poses and affinity and for screening enrichment
HM Ashtawy, NR Mahapatra - Journal of chemical information and …, 2018 - ACS Publications
Molecular docking, scoring, and virtual screening play an increasingly important role in
computer-aided drug discovery. Scoring functions (SFs) are typically employed to predict the …
computer-aided drug discovery. Scoring functions (SFs) are typically employed to predict the …
From machine learning to deep learning: Advances in scoring functions for protein–ligand docking
Molecule docking has been regarded as a routine tool for drug discovery, but its accuracy
highly depends on the reliability of scoring functions (SFs). With the rapid development of …
highly depends on the reliability of scoring functions (SFs). With the rapid development of …
A new, improved hybrid scoring function for molecular docking and scoring based on AutoDock and AutoDock Vina
VY Tanchuk, VO Tanin, AI Vovk… - Chemical biology & drug …, 2016 - Wiley Online Library
Automated docking is one of the most important tools for structure‐based drug design that
allows prediction of ligand binding poses and also provides an estimate of how well small …
allows prediction of ligand binding poses and also provides an estimate of how well small …
[HTML][HTML] Vinardo: A scoring function based on autodock vina improves scoring, docking, and virtual screening
R Quiroga, MA Villarreal - PloS one, 2016 - journals.plos.org
Autodock Vina is a very popular, and highly cited, open source docking program. Here we
present a scoring function which we call Vinardo (Vina RaDii Optimized). Vinardo is based …
present a scoring function which we call Vinardo (Vina RaDii Optimized). Vinardo is based …
Improving scoring‐docking‐screening powers of protein–ligand scoring functions using random forest
The development of new protein–ligand scoring functions using machine learning
algorithms, such as random forest, has been of significant interest. By efficiently utilizing …
algorithms, such as random forest, has been of significant interest. By efficiently utilizing …
Improving AutoDock Vina using random forest: the growing accuracy of binding affinity prediction by the effective exploitation of larger data sets
There is a growing body of evidence showing that machine learning regression results in
more accurate structure‐based prediction of protein‐ligand binding affinity. Docking …
more accurate structure‐based prediction of protein‐ligand binding affinity. Docking …
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