Variability in docking success rates due to dataset preparation

CR Corbeil, CI Williams, P Labute - Journal of computer-aided molecular …, 2012 - Springer
The results of cognate docking with the prepared Astex dataset provided by the organizers
of the “Docking and Scoring: A Review of Docking Programs” session at the 241st ACS …

Recognizing pitfalls in virtual screening: a critical review

T Scior, A Bender, G Tresadern… - Journal of chemical …, 2012 - ACS Publications
The aim of virtual screening (VS) is to identify bioactive compounds through computational
means, by employing knowledge about the protein target (structure-based VS) or known …

Virtual screening: an endless staircase?

G Schneider - Nature Reviews Drug Discovery, 2010 - nature.com
Computational chemistry—in particular, virtual screening—can provide valuable
contributions in hit-and lead-compound discovery. Numerous software tools have been …

[HTML][HTML] Open-source platform to benchmark fingerprints for ligand-based virtual screening

S Riniker, GA Landrum - Journal of cheminformatics, 2013 - Springer
Similarity-search methods using molecular fingerprints are an important tool for ligand-
based virtual screening. A huge variety of fingerprints exist and their performance, usually …

Comparison of several molecular docking programs: pose prediction and virtual screening accuracy

JB Cross, DC Thompson, BK Rai… - Journal of chemical …, 2009 - ACS Publications
Molecular docking programs are widely used modeling tools for predicting ligand binding
modes and structure based virtual screening. In this study, six molecular docking programs …

Three-dimensional pharmacophore methods in drug discovery

AR Leach, VJ Gillet, RA Lewis… - Journal of medicinal …, 2010 - ACS Publications
The term pharmacophore has been used in medicinal chemistry for many years. The official
1998 IUPAC definition1 is as follows:“A pharmacophore is the ensemble of steric and …

Surflex-Dock: Docking benchmarks and real-world application

R Spitzer, AN Jain - Journal of computer-aided molecular design, 2012 - Springer
Benchmarks for molecular docking have historically focused on re-docking the cognate
ligand of a well-determined protein–ligand complex to measure geometric pose prediction …

Protein family-specific models using deep neural networks and transfer learning improve virtual screening and highlight the need for more data

F Imrie, AR Bradley, M van der Schaar… - Journal of chemical …, 2018 - ACS Publications
Machine learning has shown enormous potential for computer-aided drug discovery. Here
we show how modern convolutional neural networks (CNNs) can be applied to structure …

Molecular shape and medicinal chemistry: a perspective

A Nicholls, GB McGaughey, RP Sheridan… - Journal of medicinal …, 2010 - ACS Publications
In his philosophic musings “Meditations” the Emperor Marcus Aurelius asks “This thing, what
is it in itself, in its own constitution? What is its substance and material? And what its causal …

State-of-the-art in ligand-based virtual screening

P Ripphausen, B Nisius, J Bajorath - Drug discovery today, 2011 - Elsevier
Virtual screening is a much discussed topic in chemoinformatics and medicinal chemistry,
and widely applied in pharmaceutical research. Here, we provide an in-depth analysis of …