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In silico screening of a series of 1,6-disubstituted 1 H -pyrazolo[3,4- d ]pyrimidines as potential selective inhibitors of the Janus kinase 3.
- Source :
-
Journal of biomolecular structure & dynamics [J Biomol Struct Dyn] 2024 Jun; Vol. 42 (9), pp. 4456-4474. Date of Electronic Publication: 2023 Jun 15. - Publication Year :
- 2024
-
Abstract
- Rheumatoid arthritis is a common chronic disabling inflammatory disease that is characterized by inflammation of the synovial membrane and leads to discomfort. In the current study, twenty-seven 1,6-disubstituted 1 H -pyrazolo[3,4- d ]pyrimidines were tested as potential selective inhibitors of the tyrosine-protein kinase JAK3 using a number of molecular modeling methods. The activity of the screened derivatives was statistically quantified using multiple linear regression and artificial neural networks. To assess the quality, robustness, and predictability of the generated models, the leave-one-out cross-validation method was applied with favorable results (Q <superscript>2</superscript> = 0.75) and Y-randomization. In addition, the evaluation of the predictive ability of the established model was confirmed by means of an external validation using a composite test set and an applicability domain approach. The covalent docking indicated that the tested 1 H -pyrazolo[3,4- d ]pyrimidines containing the acrylic aldehyde moiety had irreversible interaction with the residue Cys909 in the active sites of the tyrosine-protein kinase JAK3 by Michael addition. The molecular dynamics for three selected derivatives (compounds 9 , 12 , and 18 ) were used to verify the covalent docking by determining the stability of hydrogen bonding interactions with active sites, which are needed to stop tyrosine-protein kinase JAK3. The results obtained showed that the tested compounds containing acrylic aldehyde moiety had favorable binding free energies, indicating a strong affinity for the JAK3 enzyme. Overall, this current study suggests that the tested compounds containing the acrylic aldehyde moiety have the potential to act as anti-JAK3 inhibitors. They could be explored further to be used as treatment options for rheumatoid arthritis.Communicated by Ramaswamy H. Sarma.
- Subjects :
- Humans
Molecular Dynamics Simulation
Protein Binding
Hydrogen Bonding
Computer Simulation
Quantitative Structure-Activity Relationship
Models, Molecular
Catalytic Domain
Binding Sites
Janus Kinase 3 antagonists & inhibitors
Janus Kinase 3 chemistry
Janus Kinase 3 metabolism
Pyrimidines chemistry
Pyrimidines pharmacology
Molecular Docking Simulation
Protein Kinase Inhibitors chemistry
Protein Kinase Inhibitors pharmacology
Pyrazoles chemistry
Pyrazoles pharmacology
Subjects
Details
- Language :
- English
- ISSN :
- 1538-0254
- Volume :
- 42
- Issue :
- 9
- Database :
- MEDLINE
- Journal :
- Journal of biomolecular structure & dynamics
- Publication Type :
- Academic Journal
- Accession number :
- 37317996
- Full Text :
- https://doi.org/10.1080/07391102.2023.2220829