The impact of supervised learning methods in ultralarge high-throughput docking
CN Cavasotto, JI Di Filippo - Journal of Chemical Information and …, 2023 - ACS Publications
Structure-based virtual screening methods are, nowadays, one of the key pillars of
computational drug discovery. In recent years, a series of studies have reported docking …
computational drug discovery. In recent years, a series of studies have reported docking …
Machine learning-boosted docking enables the efficient structure-based virtual screening of giga-scale enumerated chemical libraries
T Sivula, L Yetukuri, T Kalliokoski… - Journal of Chemical …, 2023 - ACS Publications
The emergence of ultra-large screening libraries, filled to the brim with billions of readily
available compounds, poses a growing challenge for docking-based virtual screening …
available compounds, poses a growing challenge for docking-based virtual screening …
[HTML][HTML] Artificial intelligence–enabled virtual screening of ultra-large chemical libraries with deep docking
With the recent explosion of chemical libraries beyond a billion molecules, more efficient
virtual screening approaches are needed. The Deep Docking (DD) platform enables up to …
virtual screening approaches are needed. The Deep Docking (DD) platform enables up to …
Regression-based active learning for accessible acceleration of ultra-large library docking
E Marin, M Kovaleva, M Kadukova… - Journal of chemical …, 2023 - ACS Publications
Structure-based drug discovery is a process for both hit finding and optimization that relies
on a validated three-dimensional model of a target biomolecule, used to rationalize the …
on a validated three-dimensional model of a target biomolecule, used to rationalize the …
[HTML][HTML] Charting a path to success in virtual screening
S Forli - Molecules, 2015 - mdpi.com
Docking is commonly applied to drug design efforts, especially high-throughput virtual
screenings of small molecules, to identify new compounds that bind to a given target …
screenings of small molecules, to identify new compounds that bind to a given target …
Efficient exploration of chemical space with docking and deep learning
With the advent of make-on-demand commercial libraries, the number of purchasable
compounds available for virtual screening and assay has grown explosively in recent years …
compounds available for virtual screening and assay has grown explosively in recent years …
HIt Discovery using docking ENriched by GEnerative Modeling (HIDDEN GEM): A novel computational workflow for accelerated virtual screening of ultra‐large …
KI Popov, J Wellnitz, T Maxfield… - Molecular …, 2024 - Wiley Online Library
Recent rapid expansion of make‐on‐demand, purchasable, chemical libraries comprising
dozens of billions or even trillions of molecules has challenged the efficient application of …
dozens of billions or even trillions of molecules has challenged the efficient application of …
Streamlining large chemical library docking with artificial intelligence: the PyRMD2Dock approach
M Roggia, B Natale, G Amendola… - Journal of Chemical …, 2023 - ACS Publications
The present contribution introduces a novel computational protocol called PyRMD2Dock,
which combines the Ligand-Based Virtual Screening (LBVS) tool PyRMD with the popular …
which combines the Ligand-Based Virtual Screening (LBVS) tool PyRMD with the popular …
Machine‐learning scoring functions for structure‐based virtual screening
Molecular docking predicts whether and how small molecules bind to a macromolecular
target using a suitable 3D structure. Scoring functions for structure‐based virtual screening …
target using a suitable 3D structure. Scoring functions for structure‐based virtual screening …
[HTML][HTML] Accelerating high-throughput virtual screening through molecular pool-based active learning
Structure-based virtual screening is an important tool in early stage drug discovery that
scores the interactions between a target protein and candidate ligands. As virtual libraries …
scores the interactions between a target protein and candidate ligands. As virtual libraries …