3D-QSAR and ADMET studies of morpholino-pyrimidine inhibitors of DprE1 from Mycobacterium tuberculosis

被引:0
作者
Tayal, Sonali [1 ]
Singh, Vasundhara [1 ]
Bhatnagar, Sonika [1 ]
机构
[1] Netaji Subhas Univ Technol, Dept Biol Sci & Engn, Computat & Struct Biol Lab, New Delhi, India
关键词
DprE1; morpholino-pyrimidine; molecular dynamics; 3D-qsar; ADMET; k-means clustering; PCA; MOLECULAR-DYNAMICS; ANTITUBERCULAR ACTIVITY; DRUG-RESISTANT; POTENT; AMBER; IDENTIFICATION; DERIVATIVES; DISCOVERY; PROTEINS; SERIES;
D O I
10.1080/07391102.2023.2294496
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
DprE1 is involved in the synthesis of Mycobacterium tuberculosis cell wall and is a potent drug target for Tuberculosis (TB) treatment. The structure and dynamics of the loops L-I and L-II flanking the inhibitor binding site was studied using molecular dynamics (MD) simulation and MMPBSA in Amber v18. Docking and three-dimensional quantitative structure-activity relationship (3D-QSAR) of 55 Morpholino-pyrimidine (MP) inhibitors was carried out using Autodock v1.2.0 and Forge v10. ADMET analysis was done using SwissADME and pkCSM. All MP inhibitors docked in the DprE1 binding pocket, making contacts with L-II residues. MD studies showed that L-I and L-II unfold in the absence of the inhibitor but fold stably structure with reduced protein motions in the presence of MP-38, the highest affinity inhibitor. This was confirmed by k-means clustering and secondary structure analysis. L-II residues, L317, F320 and R325 contributed most towards the MMPBSA binding free energy of MP-38. A robust field-based 3D-QSAR model showed values of r(train)(2) = 0.982, r(test)(2) = 0.702 and q(2) = 0.516. The MP inhibitor field points were broadly divided into negative electrostatics near the A, B rings and hydrophobic electrostatics near the D, E rings. Addition of negative groups at methanone position and ring B as well as addition of hydrophobic and bulky groups at ring E will improve activity. Highly active compounds 47, 49 and 50 of MP series exhibited highly favourable drug-like properties. SAR and ADMET insights attained from this model will help in the development of active DprE1 inhibitors in future.<br />
引用
收藏
页码:2948 / 2967
页数:20
相关论文
共 79 条
[1]   Principal component analysis [J].
Abdi, Herve ;
Williams, Lynne J. .
WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS, 2010, 2 (04) :433-459
[2]   3D-QSAR studies on Maslinic acid analogs for Anticancer activity against Breast Cancer cell line MCF-7 [J].
Alam, Sarfaraz ;
Khan, Feroz .
SCIENTIFIC REPORTS, 2017, 7
[3]   3D-QSAR, Docking, ADME/Tox studies on Flavone analogs reveal anticancer activity through Tankyrase inhibition [J].
Alarn, Sarfaraz ;
Khan, Feroz .
SCIENTIFIC REPORTS, 2019, 9 (1)
[4]   QSAR studies on PIM1 and PIM2 inhibitors using statistical methods: a rustic strategy to screen for 5-(1H-indol-5-yl)-1,3,4-thiadiazol analogues and predict their PIM inhibitory activity [J].
Aouidate, Adnane ;
Ghaleb, Adib ;
Ghamali, Mounir ;
Chtita, Samir ;
Choukrad, M'barek ;
Sbai, Abdelouahid ;
Bouachrine, Mohammed ;
Lakhlifi, Tahar .
CHEMISTRY CENTRAL JOURNAL, 2017, 11 :1
[5]   Structural basis of inhibition of Mycobacterium tuberculosis DprE1 by benzothiazinone inhibitors [J].
Batt, Sarah M. ;
Jabeen, Talat ;
Bhowruth, Veemal ;
Quill, Lee ;
Lund, Peter A. ;
Eggeling, Lothar ;
Alderwick, Luke J. ;
Fuetterer, Klaus ;
Besra, Gurdyal S. .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2012, 109 (28) :11354-11359
[6]   Reliable estimation of prediction errors for QSAR models under model uncertainty using double cross-validation [J].
Baumann, Desiree ;
Baumann, Knut .
JOURNAL OF CHEMINFORMATICS, 2014, 6
[7]  
Beebe K.R., 1998, CHEMOMETRICS PRACTIC, V4
[8]   Mycobacterium tuberculosis Decaprenylphosphoryl-β-D-ribose Oxidase Inhibitors: Expeditious Reconstruction of Suboptimal Hits into a Series with Potent in Vivo Activity [J].
Borthwick, Jennifer A. ;
Alemparte, Carlos ;
Wall, Ian ;
Whitehurst, Benjamin C. ;
Argyrou, Argyrides ;
Burley, Glenn ;
de Dios-Anton, Paco ;
Guijarro, Laura ;
Monteiro, Maria Candida ;
Ortega, Fatima ;
Suckling, Colin J. ;
Pichel, Julia Castro ;
Cacho, Monica ;
Young, Robert J. .
JOURNAL OF MEDICINAL CHEMISTRY, 2020, 63 (05) :2557-2576
[9]   DprE1 Is a Vulnerable Tuberculosis Drug Target Due to Its Cell Wall Localization [J].
Brecik, Miroslav ;
Centarova, Ivana ;
Mukherjee, Raju ;
Kolly, Gaelle S. ;
Huszar, Stanislav ;
Bobovska, Adela ;
Kilacskova, Emoeke ;
Mokosova, Veronika ;
Svetlikova, Zuzana ;
Sarkan, Michal ;
Neres, Joao ;
Kordulakova, Jana ;
Cole, Stewart T. ;
Mikusova, Katarina .
ACS CHEMICAL BIOLOGY, 2015, 10 (07) :1631-1636
[10]   The Amber biomolecular simulation programs [J].
Case, DA ;
Cheatham, TE ;
Darden, T ;
Gohlke, H ;
Luo, R ;
Merz, KM ;
Onufriev, A ;
Simmerling, C ;
Wang, B ;
Woods, RJ .
JOURNAL OF COMPUTATIONAL CHEMISTRY, 2005, 26 (16) :1668-1688