Boosting docking-based virtual screening with deep learning

JC Pereira, ER Caffarena… - Journal of chemical …, 2016 - ACS Publications
In this work, we propose a deep learning approach to improve docking-based virtual
screening. The deep neural network that is introduced, DeepVS, uses the output of a …

Ensemble learning from ensemble docking: Revisiting the optimum ensemble size problem

S Mohammadi, Z Narimani, M Ashouri, R Firouzi… - Scientific Reports, 2022 - nature.com
Despite considerable advances obtained by applying machine learning approaches in
protein–ligand affinity predictions, the incorporation of receptor flexibility has remained an …

[HTML][HTML] Applying machine learning to ultrafast shape recognition in ligand-based virtual screening

E Bonanno, JP Ebejer - Frontiers in pharmacology, 2020 - frontiersin.org
Ultrafast Shape Recognition (USR), along with its derivatives, are Ligand-Based Virtual
Screening (LBVS) methods that condense 3-dimensional information about molecular …

Toward Quantum-Informed Atom Pairs

B Fliszkiewicz, M Sajdak - ACS omega, 2024 - ACS Publications
In the following research, a new modification of traditional atom pairs is studied. The atom
pairs are enriched with values originating from quantum chemistry calculations. A random …

3D-Pharma, A Ligand-based Virtual Screening tool using 3D Pharmacophore Fingerprints

BF Domingues, A Martins-José, JCD Lopes - 2024 - chemrxiv.org
In this work, we introduced 3D-Pharma, a new Ligand-Based Virtual Screening method that
uses fingerprints of pharmacophore triplets at atomic resolutions to build very simple and …

3D-Pharma: Uma ferramenta para triagem virtual baseada em fingerprints de farmacóforos

BF Domingues - 2012 - repositorio.ufmg.br
A indústria farmacêutica vive uma crise sem precedentes, cuja causa pode ser atribuıdaa
queda vertiginosa de descobertas e registros de novas entidades moleculares, agravada …

Optimization and visualization of the edge weights in optimal assignment methods for virtual screening

L Rosenbaum, A Jahn, A Dörr, A Zell - BioData Mining, 2013 - Springer
Background Ligand‐based virtual screening plays a fundamental part in the early drug
discovery stage. In a virtual screening, a chemical library is searched for molecules with …

Melhoramento de docking-based virtual screening usando abordagem de deep learning

JC Pereira - 2017 - arca.fiocruz.br
Funções de pontuação são um dos grandes problemas na metodologia de Docking-Based
Virtual Screening-DBVS, pois elas não são capazes de classificar de forma confiável …

Conformational ensemble comparison for small molecules in drug discovery

M Habgood - Journal of Computer-Aided Molecular Design, 2018 - Springer
Quantification of three-dimensional similarity between small molecules is a fundamental tool
of rational drug design. However, there are no widely-adopted scoring approaches for …

Optimizing the edge weights in optimal assignment methods for virtual screening with particle swarm optimization

L Rosenbaum, A Jahn, A Zell - … , Machine Learning and Data Mining in …, 2012 - Springer
Ligand-based virtual screening experiments are an important task in the early drug
discovery stage. In such an experiment, a chemical database is searched for molecules with …