In silico design of novel CDK2 inhibitors through QSAR, ADMET, molecular docking and molecular dynamics simulation studies

被引:17
作者
Moussaoui, Mohamed [1 ]
Baassi, Mouna [1 ]
Baammi, Soukayna [2 ]
Soufi, Hatim [1 ]
Salah, Mohammed [3 ]
Daoud, Rachid [2 ]
EL Allali, Achraf [2 ]
Belghiti, M. E. [1 ,4 ]
Belaaouad, Said [1 ]
机构
[1] Hassan II Univ Casablanca, Fac Sci Ben M Sick, Lab Phys Chem Mat, Casablanca, Morocco
[2] Mohammed VI Polytech Univ, African Genome Ctr AGC, Benguerir, Morocco
[3] Univ Chouaib Doukkali, Fac Sci, Dept Chem, Team Chemoinformat Res & Spect & Quantum Chem, El Jadida, Morocco
[4] Lab Nernest Technol, Sherbrook, PQ, Canada
关键词
QSAR; ADMET; thiazole; anticancer; molecular docking; molecular dynamic simulations; MMPBSA calculation; DRUG DISCOVERY; THIAZOLE DERIVATIVES; APPLICABILITY DOMAIN; CANCER STATISTICS; LEAD COMPOUNDS; 3D-QSAR; VITRO; CHEMISTRY; COMPOUND; KINASES;
D O I
10.1080/07391102.2023.2212304
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
The present study aims to investigate about the quantitative structure-activity relationship (QSAR) of a series of Thiazole derivatives reported as anticancer agents (hepatocellular carcinoma), using principally the electronic descriptors calculated by the DFT method and by applying the multiple linear regression method. The developed model showed good statistical parameters (R-2 = 0.725, R-adj(2) = 0.653, MSE = 0.060, R-test(2) = 0.827, Q(cv)(2) = 0.536). The energy EHOMO orbital, electronic energy (TE), shape coefficient (I), number of rotatable bonds (NROT), and index of refraction (n) were revealed to be the main descriptors influencing the anti-cancer activity. Further, new Thiazole derivatives have been designed and their activities and pharmacokinetic properties have been predicted using the validated QSAR model. The designed molecules were then assessed to molecular docking (MD), and molecular dynamic (MDs) simulation accompanied by the calculation of the binding affinity using MMPBSA script according to 100 ns a simulation trajectory, to study both their affinity and their stability towards CDK2 as a target protein for the cancer disease treatment. This research concluded with the identification of four new CDK2 inhibitors which are A1, A3, A5, and A6 showing good pharmacokinetic properties. The MDs results revealed that the newly designed compound A5 remained stable in the active center of the discovered CDK2 protein, indicating its potential as a novel inhibitor for the treatment of hepatocellular carcinoma. The current findings may eventually contribute to the development of robust CDK2 inhibitors in the future.Communicated by Ramaswamy H. Sarma
引用
收藏
页码:13646 / 13662
页数:17
相关论文
共 108 条
[1]  
Advanced Chemistry Development, 2016, ACD CHEMSKETCH FREEW
[2]   Molecular dynamics simulation, free energy landscape and binding free energy computations in exploration the anti-invasive activity of amygdalin against metastasis [J].
Al-Khafaji, Khattab ;
Tok, Tugba Taskin .
COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE, 2020, 195
[3]   Gabedit-A Graphical User Interface for Computational Chemistry Softwares [J].
Allouche, Abdul-Rahman .
JOURNAL OF COMPUTATIONAL CHEMISTRY, 2011, 32 (01) :174-182
[4]   Hepatocellular Carcinoma Incidence, Mortality, and Survival Trends in the United States From 1975 to 2005 [J].
Altekruse, Sean F. ;
McGlynn, Katherine A. ;
Reichman, Marsha E. .
JOURNAL OF CLINICAL ONCOLOGY, 2009, 27 (09) :1485-1491
[5]  
[Anonymous], XLSTAT VERSION 2019
[6]   Recent applications of 1,3-thiazole core structure in the identification of new lead compounds and drug discovery [J].
Ayati, Adile ;
Emami, Saeed ;
Asadipour, Ali ;
Shafiee, Abbas ;
Foroumadi, Alireza .
EUROPEAN JOURNAL OF MEDICINAL CHEMISTRY, 2015, 97 :699-718
[7]   The right compound in the right assay at the right time: an integrated discovery DMPK strategy [J].
Ballard, Peter ;
Brassil, Patrick ;
Bui, Khanh H. ;
Dolgos, Hugues ;
Petersson, Carl ;
Tunek, Anders ;
Webborn, Peter J. H. .
DRUG METABOLISM REVIEWS, 2012, 44 (03) :224-252
[8]  
Belhassan A, 2017, ORBITAL, V9, P234, DOI 10.17807/orbital.v9i4.978
[9]   Implementation of the CHARMM Force Field in GROMACS: Analysis of Protein Stability Effects from Correction Maps, Virtual Interaction Sites, and Water Models [J].
Bjelkmar, Par ;
Larsson, Per ;
Cuendet, Michel A. ;
Hess, Berk ;
Lindahl, Erik .
JOURNAL OF CHEMICAL THEORY AND COMPUTATION, 2010, 6 (02) :459-466
[10]   An Overview of the Synthesis and Antimicrobial, Antiprotozoal, and Antitumor Activity of Thiazole and Bisthiazole Derivatives [J].
Borcea, Anca-Maria ;
Ionut, Ioana ;
Crisan, Ovidiu ;
Oniga, Ovidiu .
MOLECULES, 2021, 26 (03)