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Quantitative Structure-Activity Relationship, Activity Prediction, and Molecular Dynamics of Non-nucleotide Reverse Transcriptase Inhibitors
Published on: May 9, 2025
Discovery of novel BRD4-BD2 inhibitors via in silico approaches: QSAR techniques, molecular docking, and molecular
Jian-Bo Tong1,2, Xue-Chun Xiao3,4, Ding Luo5,6
1College of Chemistry and Chemical Engineering, Shaanxi University of Science and Technology, Xi'an,, 710021, People's Republic of China. jianbotong@aliyun.com.
Abstract:
Bromodomain-containing protein 4(BRD4) plays an important role in the occurrence and development of various malignant tumors, which has attracted the attention of scientific research institutions and pharmaceutical companies. The structural modification of most currently available BRD4 inhibitors is relatively simple, but the drug effectiveness is limited. Research has found that the inhibition of BD1 may promote the differentiation of oligodendrocyte progenitor cell; however, the inhibition of BD2 will not cause this outcome. Therefore, newly potential drugs which target BRD4-BD2 need further research. Herein, we initially built QSAR models out of 49 compounds using HQSAR, CoMFA, CoMSIA, and Topomer CoMFA technology. All of the models have shown suitable reliabilities (q2 = 0.778, 0.533, 0.640, 0.702, respectively) and predictive abilities (r2pred = 0.716, 0.6289, 0.6153, 0.7968, respectively) for BRD4-BD2 inhibitors. On the basis of QSAR results and the search of the R-group in the topomer search module, we designed 20 new compounds with high activity that showed appropriate docking score and suitable ADMET. Docking studies and MD simulation were carried out to reveal the amino acid residues (Asn351, Cys347, Tyr350, Pro293, and Asp299) at the active site of BRD4-BD2. Free energy calculations and free energy landscapes verified the stable binding results and indicated stable conformations of the complexes. These theoretical studies provide guidance and theoretical basis for designing and developing novel BRD4-BD2 inhibitors.
Insights
Researchers developed novel Bromodomain-containing protein 4-BD2 (BRD4-BD2) inhibitors using QSAR and molecular modeling. These new compounds show high activity and stable binding, offering a basis for developing targeted cancer therapies.
Area of Science:
- Medicinal Chemistry
- Computational Drug Design
- Molecular Pharmacology
Background:
- Bromodomain-containing protein 4 (BRD4) is implicated in various cancers, with current inhibitors having limitations.
- Targeting the BRD4-BD2 domain is a promising strategy, as BD1 inhibition affects cell differentiation.
- There is a need for novel BRD4-BD2 inhibitors with improved efficacy and specificity.
Purpose of the Study:
- To develop and validate Quantitative Structure-Activity Relationship (QSAR) models for BRD4-BD2 inhibitors.
- To design novel, high-activity BRD4-BD2 inhibitors based on QSAR and computational modeling.
- To investigate the binding mechanisms and stability of designed inhibitors using molecular docking and simulations.
Main Methods:
- Construction of QSAR models (HQSAR, CoMFA, CoMSIA, Topomer CoMFA) using 49 known compounds.
- Design of new compounds guided by QSAR results and R-group searching.
- Molecular docking, molecular dynamics (MD) simulations, and free energy calculations to assess binding affinity and stability.
Main Results:
- QSAR models demonstrated good reliability (q² > 0.6) and predictive ability (r²pred > 0.6) for BRD4-BD2 inhibition.
- Twenty new compounds were designed with predicted high activity, favorable docking scores, and suitable ADMET properties.
- Molecular simulations confirmed stable binding interactions with key residues (Asn351, Cys347, Tyr350, Pro293, Asp299) in the BRD4-BD2 active site.
Conclusions:
- The developed QSAR models provide a reliable theoretical basis for designing BRD4-BD2 inhibitors.
- The newly designed compounds exhibit promising potential as novel BRD4-BD2 inhibitors.
- This study offers valuable insights and a theoretical foundation for the development of next-generation BRD4-BD2 targeted cancer therapeutics.
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