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.
机构:
Univ Calif San Francisco, Dept Otolaryngol, 2380 Sutter St, San Francisco, CA 94113 USAUniv Calif San Francisco, Dept Otolaryngol, 2380 Sutter St, San Francisco, CA 94113 USA
Xu, Mary Jue
;
Johnson, Daniel E.
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机构:
Univ Calif San Francisco, Dept Otolaryngol, 2380 Sutter St, San Francisco, CA 94113 USAUniv Calif San Francisco, Dept Otolaryngol, 2380 Sutter St, San Francisco, CA 94113 USA
Johnson, Daniel E.
;
Grandis, Jennifer R.
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机构:
Univ Calif San Francisco, Dept Otolaryngol, 2380 Sutter St, San Francisco, CA 94113 USA
Clin & Translat Sci Inst, 550 16th, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Otolaryngol, 2380 Sutter St, San Francisco, CA 94113 USA
机构:
Univ Calif San Francisco, Dept Otolaryngol, 2380 Sutter St, San Francisco, CA 94113 USAUniv Calif San Francisco, Dept Otolaryngol, 2380 Sutter St, San Francisco, CA 94113 USA
Xu, Mary Jue
;
Johnson, Daniel E.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Otolaryngol, 2380 Sutter St, San Francisco, CA 94113 USAUniv Calif San Francisco, Dept Otolaryngol, 2380 Sutter St, San Francisco, CA 94113 USA
Johnson, Daniel E.
;
Grandis, Jennifer R.
论文数: 0引用数: 0
h-index: 0
机构:
Univ Calif San Francisco, Dept Otolaryngol, 2380 Sutter St, San Francisco, CA 94113 USA
Clin & Translat Sci Inst, 550 16th, San Francisco, CA 94158 USAUniv Calif San Francisco, Dept Otolaryngol, 2380 Sutter St, San Francisco, CA 94113 USA