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Identification of structural fingerprints among natural inhibitors of HDAC1 to accelerate nature-inspired drug discovery in cancer epigenetics.
- Source :
-
Journal of biomolecular structure & dynamics [J Biomol Struct Dyn] 2024 Jul; Vol. 42 (11), pp. 5642-5656. Date of Electronic Publication: 2023 Jun 26. - Publication Year :
- 2024
-
Abstract
- Histone deacetylase 1 (HDAC1), a class I HDAC enzyme, is crucial for histone modification. Currently, it is emerged as one of the important biological targets for designing small molecule drugs through cancer epigenetics. Along with synthetic inhibitors different natural inhibitors are showing potential HDAC1 inhibitions. In order to gain insights into the relationship between the molecular structures of the natural inhibitors and HDAC1, different molecular modelling techniques (Bayesian classification, recursive partitioning, molecular docking and molecular dynamics simulations) have been applied on a dataset of 155 HDAC1 nature-inspired inhibitors with diverse scaffolds. The Bayesian study showed acceptable ROC values for both the training set and test sets. The Recursive partitioning study produced decision tree 1 with 6 leaves. Further, molecular docking study was processed for generating the protein ligand complex which identified some potential amino acid residues such as F205, H28, L271, P29, F150, Y204 for the binding interactions in case of natural inhibitors. Stability of these HDAC1-natutal inhibitors complexes has been also evaluated by molecular dynamics simulation study. The current modelling study is an attempt to get a deep insight into the different important structural fingerprints among different natural compounds modulating HDAC1 inhibition.Communicated by Ramaswamy H. Sarma.
- Subjects :
- Humans
Protein Binding
Biological Products chemistry
Biological Products pharmacology
Ligands
Bayes Theorem
Structure-Activity Relationship
Binding Sites
Histone Deacetylase 1 antagonists & inhibitors
Histone Deacetylase 1 chemistry
Histone Deacetylase 1 metabolism
Histone Deacetylase Inhibitors chemistry
Histone Deacetylase Inhibitors pharmacology
Molecular Docking Simulation
Molecular Dynamics Simulation
Drug Discovery methods
Epigenesis, Genetic
Neoplasms drug therapy
Neoplasms genetics
Neoplasms enzymology
Subjects
Details
- Language :
- English
- ISSN :
- 1538-0254
- Volume :
- 42
- Issue :
- 11
- Database :
- MEDLINE
- Journal :
- Journal of biomolecular structure & dynamics
- Publication Type :
- Academic Journal
- Accession number :
- 38870352
- Full Text :
- https://doi.org/10.1080/07391102.2023.2227710