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2D-QSAR Modeling and Molecular Docking Studies on 1H-Pyrazole-1-carbothioamide Derivatives as EGFR Kinase Inhibitors
Tawassl T H Hajalsiddig1, Abu Baker M Osman2, Ahmed E M Saeed1
1Department of Chemistry, College of Science, Sudan University of Science and Technology, Khartoum, Sudan.
Abstract:
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.
Insights
This study developed quantitative structure-activity relationship (2D-QSAR) models to identify potent epidermal growth factor receptor (EGFR) kinase inhibitors. New 1H-pyrazole-1-carbothioamide derivatives were designed based on adjacency distance matrix descriptors for cancer therapy.
Area of Science:
- Medicinal Chemistry
- Computational Chemistry
- Pharmacology
Background:
- Epidermal growth factor receptor (EGFR) kinase is implicated in various cancers, including lung, ovarian, prostate, colorectal, glioblastoma, pancreatic, and breast cancers.
- Developing targeted inhibitors for EGFR is a crucial strategy in cancer therapy.
Purpose of the Study:
- To perform quantitative structure-activity relationship (2D-QSAR) studies on 1H-pyrazole-1-carbothioamide derivatives to understand their EGFR kinase inhibitory activity.
- To design novel, potent EGFR kinase inhibitors based on established structure-activity relationships.
Main Methods:
- Construction and validation of 2D-QSAR models using partial least-squares (PLS) and stepwise multiple linear regression (SW-MLR).
- Validation employed leave-one-out (LOO) and external test set prediction.
- Molecular docking studies were conducted to predict interactions within the EGFR active site.
Main Results:
- Stepwise multiple linear regression (SW-MLR) yielded encouraging results, indicating adjacency distance matrix descriptors significantly influence EGFR inhibitory activity.
- Models were refined by removing outliers and defining an applicability domain.
- Eleven new, highly potent EGFR kinase inhibitor compounds were designed.
Conclusions:
- The study successfully established 2D-QSAR models for 1H-pyrazole-1-carbothioamide derivatives as EGFR kinase inhibitors.
- The findings provide insights into structural features essential for EGFR inhibition, guiding the design of novel anticancer agents.
- Designed compounds show promise as potential therapeutic candidates for EGFR-driven cancers.
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