Virtual screening meets deep learning

J Pérez-Sianes, H Pérez-Sánchez… - Current computer-aided …, 2019 - ingentaconnect.com
Background: Automated compound testing is currently the de facto standard method for drug
screening, but it has not brought the great increase in the number of new drugs that was …

Virtual screening: a challenge for deep learning

J Pérez-Sianes, H Pérez-Sánchez, F Díaz - International Conference on …, 2016 - Springer
The automated compound testing is currently the de facto standard method for drug
screening, but it has not brought the great increase in the number of new drugs that was …

[PDF][PDF] Deep learning as an opportunity in virtual screening

T Unterthiner, A Mayr, G Klambauer… - Proceedings of the …, 2014 - datascienceassn.org
Deep learning excels in vision and speech applications where it pushed the stateof-the-art
to a new level. However its impact on other fields remains to be shown. The Merck Kaggle …

[HTML][HTML] Deep learning in virtual screening: recent applications and developments

TB Kimber, Y Chen, A Volkamer - International journal of molecular …, 2021 - mdpi.com
Drug discovery is a cost and time-intensive process that is often assisted by computational
methods, such as virtual screening, to speed up and guide the design of new compounds …

Deep learning for ligand-based virtual screening in drug discovery

M Bahi, M Batouche - 2018 3rd international conference on …, 2018 - ieeexplore.ieee.org
Due to the time and cost problems with traditional drug discovery, new methods must be
found to increase the declining efficiency of traditional approaches. Virtual Screening (VS) is …

Deep learning and virtual drug screening

KA Carpenter, DS Cohen, JT Jarrell… - Future medicinal …, 2018 - Taylor & Francis
Current drug development is still costly and slow given tremendous technological
advancements in drug discovery and medicinal chemistry. Using machine learning (ML) to …

Advances in machine intelligence‐driven virtual screening approaches for big‐data

N Kumar, V Acharya - Medicinal Research Reviews, 2024 - Wiley Online Library
Virtual screening (VS) is an integral and ever‐evolving domain of drug discovery framework.
The VS is traditionally classified into ligand‐based (LB) and structure‐based (SB) …

LIT-PCBA: an unbiased data set for machine learning and virtual screening

VK Tran-Nguyen, C Jacquemard… - Journal of chemical …, 2020 - ACS Publications
Comparative evaluation of virtual screening methods requires a rigorous benchmarking
procedure on diverse, realistic, and unbiased data sets. Recent investigations from …

Virtual screening of chemical space: from generic compound collections to tailored screening libraries

M Boehm - Virtual Screening: Principles, Challenges, and …, 2011 - Wiley Online Library
Today s challenge of making the drug discovery process more efficient remains unchanged.
The need for developing safe and innovative drugs, under the increasing pressure of speed …

Artificial intelligence in virtual screening: Models versus experiments

NA Murugan, GR Priya, GN Sastry, S Markidis - Drug Discovery Today, 2022 - Elsevier
A typical drug discovery project involves identifying active compounds with significant
binding potential for selected disease-specific targets. Experimental high-throughput …