Protein kinase inhibitor-induced endothelial cell cytotoxicity and its prediction based on calculated molecular

Eszter Herczenik1, Zoltán Varga, Dániel Eros

  • 1Research Group of Inflammation Biology and Immunogenomics, Hungarian Academy of Sciences-Semmelweis University, Budapest, Hungary.

Insights

Protein kinase inhibitors (PKIs) are promising anticancer drugs but can harm endothelial cells. This study developed a predictive model for PKI cytotoxicity, aiding safer drug development.

Area of Science:

  • Pharmacology
  • Oncology
  • Cell Biology

Background:

  • Protein kinase inhibitors (PKIs) are a growing class of anticancer therapeutics targeting signal transduction pathways.
  • Limited data exist on the cytotoxicity of PKIs, particularly concerning their effects on endothelial cells.
  • Endothelial cell toxicity is a significant concern for drug development and patient safety.

Purpose of the Study:

  • To establish a reliable test system for evaluating endothelial cell cytotoxicity induced by PKIs.
  • To investigate the relationship between chemical structure and cytotoxic effects within a library of PKIs.
  • To develop a predictive model for PKI-induced cytotoxicity based on molecular descriptors.

Main Methods:

  • Development of a specialized in vitro test system for assessing endothelial cell viability.
  • Synthesis and screening of a diverse library of PKIs, including lead compounds and their derivatives.
  • Quantitative Structure-Activity Relationship (QSAR) analysis using 15 calculated molecular descriptors to build a predictive model.

Main Results:

  • Cytotoxicity of PKIs did not show a direct correlation with their structural features alone.
  • A predictive model was successfully developed, capable of forecasting PKI cytotoxicity with reasonable accuracy.
  • The model utilizes 15 distinct molecular descriptors to predict potential toxicity.

Conclusions:

  • Endothelial cell toxicity is a critical factor to consider during the development of protein kinase inhibitors.
  • The developed predictive model offers a valuable tool for early-stage assessment of PKI safety.
  • Incorporating cytotoxicity assessments early can mitigate endothelial cell-related side effects in anticancer drug development.