Combined Computational Techniques for Discovery of Novel Pyrazolo[3,4-d]pyrimidine Derivatives as PAK1 Inhibitors

被引:0
作者
Asati, Vivek [1 ]
Gupta, Shankar [1 ]
Baweja, Gurkaran Singh [1 ]
Irani, Mehdi [2 ]
Monga, Vikramdeep [3 ]
Almehizia, Abdulrahman A. [4 ]
机构
[1] ISF Coll Pharm, Dept Pharmaceut Chem, Moga, Punjab, India
[2] Lund Univ, Fac Sci, Dept Chem, Lund, Sweden
[3] Cent Univ Punjab, Dept Pharmaceut Sci & Nat Prod, VPO Ghudda, Bathinda 151401, Punjab, India
[4] King Saud Univ, Coll Pharm, Dept Pharmaceut Chem, Riyadh, Saudi Arabia
关键词
Anticancer; Drug-like properties; PAK1; inhibitors; Pharmacophore model; ZINC compounds; MOLECULAR DOCKING; P21-ACTIVATED KINASES; ATOMIC CHARGES; PROTEIN-KINASE; 3D-QSAR; TARGETS; DESIGN; CHAIN; QSAR;
D O I
10.1002/slct.202405425
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
P21-activated kinase 1 (PAK1) is a protein kinase involved in various cancers, making it an attractive target for therapeutic intervention. This study employed a comprehensive computational approach, including pharmacophore modeling, three dimensional-quantitative structure-activity relationship (3D-QSAR) analysis, virtual screening, and molecular dynamics (MD) simulations, to identify novel PAK1 inhibitors. A total of 46 pyrazolo[3,4-d]pyrimidine derivatives were used as a dataset to generate pharmacophore and 3D-QSAR models. The pharmacophore model DHRRR_1 exhibited the highest survival score of 5.80 and a site score of 0.92. The 3D-QSAR analysis yielded robust models with high predictive power, including an atom-based QSAR model with R2 = 0.7209 and Q2 = 0.6649 and a field-based QSAR model with R2 = 0.9072 and Q2 = 0.8464. These models guided the screening of 40,000 novel derivatives through R-group enumeration. The compounds 1a, 1b and 1c was screened as the potetial compounds through R-group enumeration study. Additionally, compounds from the ZINC database showed strong docking results, such as ZINC93921464, ZINC92210618, ZINC40387740, and ZINC90059146. The novel compounds were compared with the original QSAR dataset and the ZINC-screened compounds. MD simulations provided insights into the dynamic behavior of PAK1-ligand complexes, emphasizing the importance of interactions with Leu347 and Arg299. The screened compounds of the study may be used for further development of novel compounds as anticancer agents against PAK1 kinase.
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页数:36
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