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Insights into the structural requirements of PKCβII inhibitors based on HQSAR and CoMSIA analyses
Hirdesh Kumar1, Rajendra Kumar, Baljinder K Grewal
1Centre for Pharmacoinformatics, National Institute of Pharmaceutical Education and Research (NIPER), Sector 67, S.A.S. Nagar, Punjab 160062, India.
Insights
Diabetic cardiomyopathy may be treated by inhibiting Protein Kinase C beta II (PKCβII). This study identified key molecular features of potent PKCβII inhibitors, aiding in the design of new therapeutic agents.
Area of Science:
- Medicinal Chemistry
- Computational Chemistry
- Pharmacology
Background:
- Diabetic cardiomyopathy is characterized by ventricular dysfunction in diabetic patients without atherosclerosis or hypertension.
- Selective inhibition of Protein Kinase C beta II (PKCβII) is a promising strategy for managing microvascular complications.
- Understanding structure-activity relationships is crucial for developing effective therapeutic agents.
Purpose of the Study:
- To identify key structural features of maleimide-based molecules that inhibit PKCβII.
- To develop reliable quantitative structure-activity relationship (QSAR) models for predicting PKCβII inhibitory activity.
- To guide the design of novel and more potent PKCβII inhibitors.
Main Methods:
- Employed 3D-Quantitative Structure-Activity Relationship (HQSAR) and Comparative Molecular Similarity Indices Analysis (CoMSIA) studies.
- Utilized a dataset of 43 maleimide-based molecules with known PKCβII inhibitory activity.
- Validated the predictive power and reliability of the developed QSAR models.
Main Results:
- Achieved high predictive accuracy with HQSAR (R²=0.98, Q²=0.85) and CoMSIA (R²=0.98, Q²=0.85) models.
- Identified that terminal electronegative atom substitution on indole or azaindole rings is essential for PKCβII inhibition.
- Determined that bulkier substitutions in the linker region decrease inhibitory activity.
Conclusions:
- The developed HQSAR and CoMSIA models provide reliable predictions for PKCβII inhibitory activity.
- Structural insights gained are valuable for the rational design of new maleimide-based PKCβII inhibitors.
- This research contributes to the development of novel therapeutic strategies for diseases associated with PKCβII dysregulation.
Abstract:
Diabetic cardiomyopathy is a clinical condition diagnosed when ventricular dysfunction develops in patients with diabetes devoid of coronary atherosclerosis and hypertension. The selective inhibition of PKCβII represents an effective approach for treating microvascular complications. HQSAR and CoMSIA studies were performed on a data set of 43 maleimide-based molecules acting as potent inhibitors of PKCβII. HQSAR model yielded an of 0.98 and a cross-validated of 0.85, while CoMSIA modeling of these same data generated an of 0.98 and a cross-validated of 0.85. Both the models show good predictive power having for HQSAR and CoMSIA as 0.63 and 0.75, respectively, indicating the reliability of models. The analysis shows that the terminal substitution with electronegative atom at indole or azaindole ring is essential for PKCβII inhibition, while substitution of bulkier group in linker connecting two heteroaryl rings diminishes the activity. This study is presumably helpful in designing new potent molecules as PKCβII inhibitors in fighting against various diseases related to PKCβII.
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