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Updated: Feb 15, 2026

Incorporating Target Protein Structure Flexibility and Dynamics in Computational Drug Discovery Using Ensemble-Based Docking Analysis
Published on: June 20, 2025
Computational screening, ensemble docking and pharmacophore analysis of potential gefitinib analogues against
Uma Devi Bommu1, Kranthi Kumar Konidala1, Rishika Pamanji2
1a Department of Zoology , Sri Venkateswara University , Tirupati , India.
Abstract:
The observable mutated isoforms of epidermal growth factor receptor (EGFR) are important considerable therapeutic benchmarks in moderating the non-small cell lung cancer (NSCLC). Recently, quinazoline-based ATP competitive inhibitors have been developed against the EGFR; however, these imply the mutation probabilities, which contribute to the discovery of high probable novel inhibitors for EGFR mutants. Therefore, SAR-based bioactivity analysis, molecular docking and computational toxicogenomics approaches were performed to identify and evaluate new analogs of gefitinib against the ligand-binding domain of the EGFR double-mutated model. From the diverse groups of molecular clustering and molecular screening strategies, top high-binding gefitinib-analogues were identified and studied against EGFR core cavity through three-phase ensemble docking approach. Resulted high possible leads showed good binding orientations than gefitinib (positive control) thus they were subjected to pharmacophore analysis that possesses possible molecular assets to tight binding with EGFR domain. Residues Ser720, Arg841 and Trp880 were observed as novel hot spots and involved in H-bonds, pi-stacking and π-cation interactions that contribute additional electrostatic potency to sustain stability and complexity of protein-ligand complexes, thus they have ability to profoundly adopted by pharmacophoric features. Furthermore, lead molecules have an inhibition percent probability, anticancer potency, toxic impacts, flexible pharmacokinetics, potential gene-chemical interactions towards EGFR were revealed by computational systems biology tools. Our multiple screening strategies confirmed that the druggable sub-pocket was crucial to strong EGFR-ligand binding. The essential pharmacophoric features of ligands provided viewpoints for new inhibitors envisaging, and predicted scaffolds could used as anticancer agents against selected EGFR mutated isoforms.
Insights
New gefitinib analogs were identified as potential treatments for non-small cell lung cancer (NSCLC) with EGFR mutations. These novel inhibitors show improved binding and anticancer potency compared to gefitinib, offering new therapeutic strategies for EGFR-mutated NSCLC.
Area of Science:
- Medicinal Chemistry
- Computational Biology
- Oncology
Background:
- Mutated epidermal growth factor receptor (EGFR) isoforms are key targets in non-small cell lung cancer (NSCLC) therapy.
- Existing quinazoline-based EGFR inhibitors face challenges due to mutation probabilities, necessitating novel inhibitor development.
Purpose of the Study:
- To identify and evaluate novel gefitinib analogs against double-mutated EGFR models.
- To explore structure-activity relationships and computational toxicogenomics for new EGFR inhibitors.
Main Methods:
- Structure-activity relationship (SAR) analysis, molecular docking, and computational toxicogenomics were employed.
- Ensemble docking and pharmacophore analysis were used to screen and evaluate gefitinib analogs against EGFR.
- Computational systems biology tools assessed inhibition, anticancer potency, pharmacokinetics, and gene-chemical interactions.
Main Results:
- High-binding gefitinib analogs with superior binding orientations compared to gefitinib were identified.
- Novel hot spots (Ser720, Arg841, Trp880) involved in crucial interactions were discovered.
- Lead molecules demonstrated promising anticancer potential, favorable pharmacokinetics, and low toxicity profiles.
Conclusions:
- The identified gefitinib analogs and pharmacophoric features provide a basis for developing new anticancer agents for EGFR-mutated NSCLC.
- A druggable sub-pocket crucial for strong EGFR-ligand binding was confirmed.
- Predicted scaffolds hold potential as effective anticancer agents against specific EGFR mutated isoforms.
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