2D-QSAR Modeling and Molecular Docking Studies on 1H-Pyrazole-1-carbothioamide Derivatives as EGFR Kinase Inhibitors

被引:24
作者
Hajalsiddig, Tawassl T. H. [1 ]
Osman, Abu Baker M. [2 ]
Saeed, Ahmed E. M. [1 ]
机构
[1] Sudan Univ Sci & Technol, Dept Chem, Coll Sci, Khartoum, Sudan
[2] King Khalid Univ, Dept Chem, Coll Sci & Arts Suratabidha, Abha, Saudi Arabia
基金
英国科研创新办公室;
关键词
BIOLOGICAL EVALUATION; PYRAZOLE; DESIGN; ANTICANCER; CLASSIFICATION; IDENTIFICATION;
D O I
10.1021/acsomega.0c01323
中图分类号
O6 [化学];
学科分类号
0703 ;
摘要
Epidermal growth factor receptor (EGFR) kinase has been commonly associated with cancers such as lung, ovarian, hormone-refractory prostate, metastatic colorectal, glioblastoma, pancreatic, and breast cancers. A series of 1H-pyrazole-1-carbothioamide derivatives and their EGFR inhibitory activities were subjected to two-dimensional (2D) quantitative structure-activity relationship (2D-QSAR) studies. The 2D-QSAR models were constructed based on a forward selection of partial least-squares (PLS) and stepwise multiple linear regression (SW-MLR) methods validated by leave-one-out (LOO) and external test set prediction approaches. The stepwise multiple linear regression (SW-MLR) method presented an encouraging result as compared to other methods. The results of the study indicated that the activity of 1H-pyrazole-1-carbothioamide derivatives as an EGFR kinase inhibitor was more influenced by adjacency distance matrix descriptors. The models were improved after outlier removal through the applicability domain. Based on the resultant models, 11 new compounds with high potency were designed as EGFR kinase inhibitors. Molecular docking studies were performed for designing compounds, and they were compared with erlotinib as a reference to predict their interactions in the active site and identify structural features necessary for producing biological activities.
引用
收藏
页码:18662 / 18674
页数:13
相关论文
共 41 条
[31]   LINEAR-MODEL SELECTION BY CROSS-VALIDATION [J].
SHAO, J .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1993, 88 (422) :486-494
[32]   Computational Methods in Drug Discovery [J].
Sliwoski, Gregory ;
Kothiwale, Sandeepkumar ;
Meiler, Jens ;
Lowe, Edward W., Jr. .
PHARMACOLOGICAL REVIEWS, 2014, 66 (01) :334-395
[33]   Design, synthesis and anti-microbial activity of 1H-pyrazole carboxylates [J].
Sridhar, R ;
Perumal, PT ;
Etti, S ;
Shanmugam, G ;
Ponnuswamy, MN ;
Prabavathy, VR ;
Mathivanan, N .
BIOORGANIC & MEDICINAL CHEMISTRY LETTERS, 2004, 14 (24) :6035-6040
[34]   2D, 3D, G-QSAR and Docking Studies of Thiazolyl-pyrazoline Analogues as Potent (Epidermal Growth Factor Receptor-tyrosine Kinase) EGFR-TK Inhibitors [J].
Sunayana, Ghodgaonkar ;
Shashikant, Bhandari ;
Sandeep, Waghulde .
LETTERS IN DRUG DESIGN & DISCOVERY, 2017, 14 (11) :1228-1238
[35]   Design, synthesis and biological evaluation of pyrazolyl-nitroimidazole derivatives as potential EGFR/HER-2 kinase inhibitors [J].
Tao, Xiang-Xiang ;
Duan, Yong-Tao ;
Chen, Long-Wang ;
Tang, Dan-Jie ;
Yang, Meng-Ru ;
Wang, Peng-Fei ;
Xu, Chen ;
Zhu, Hai-Liang .
BIOORGANIC & MEDICINAL CHEMISTRY LETTERS, 2016, 26 (02) :677-683
[36]   Best Practices for QSAR Model Development, Validation, and Exploitation [J].
Tropsha, Alexander .
MOLECULAR INFORMATICS, 2010, 29 (6-7) :476-488
[37]  
Tumma R., 2019, ASIAN J PHARM CLIN R, V12, P245
[38]   EGFR-targeted therapies in the post-genomic era [J].
Xu, Mary Jue ;
Johnson, Daniel E. ;
Grandis, Jennifer R. .
CANCER AND METASTASIS REVIEWS, 2017, 36 (03) :463-473
[39]   Recent advances of pyrazole-containing derivatives as anti-tubercular agents [J].
Xu, Zhi ;
Gao, Chuan ;
Ren, Qing-Cheng ;
Song, Xu-Feng ;
Feng, Lian-Shun ;
Lv, Zao-Sheng .
EUROPEAN JOURNAL OF MEDICINAL CHEMISTRY, 2017, 139 :429-440
[40]   Untangling the ErbB signalling network [J].
Yarden, Y ;
Sliwkowski, MX .
NATURE REVIEWS MOLECULAR CELL BIOLOGY, 2001, 2 (02) :127-137