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Discovery of new Cdc2-like kinase 4 (CLK4) inhibitors via pharmacophore exploration combined with flexible docking-based ligand/receptor contact fingerprints and machine learning

Authors :
Mai Fayiz Al-Tawil
Safa Daoud
Ma'mon M. Hatmal
Mutasem Omar Taha
Source :
RSC Advances. 12:10686-10700
Publication Year :
2022
Publisher :
Royal Society of Chemistry (RSC), 2022.

Abstract

Ligand-based pharmacophores, ligand–receptor contact fingerprints, physicochemical descriptors and machine learning were combined to probe binding of potent CLK4 antagonists. GFA-SVR gave the best model. Virtual screening identified 3 nanomolar hits.

Details

ISSN :
20462069
Volume :
12
Database :
OpenAIRE
Journal :
RSC Advances
Accession number :
edsair.doi...........800d77815fe08d46b3cd74608ca898dd
Full Text :
https://doi.org/10.1039/d2ra00136e