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.

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