Artificial intelligence-based identification of octenidine as a Bcl-xL inhibitor

Biochem Biophys Res Commun. 2022 Jan 15:588:97-103. doi: 10.1016/j.bbrc.2021.12.061. Epub 2021 Dec 20.

Abstract

Apoptosis plays an essential role in maintaining cellular homeostasis and preventing cancer progression. Bcl-xL, an anti-apoptotic protein, is an important modulator of the mitochondrial apoptosis pathway and is a promising target for anticancer therapy. In this study, we identified octenidine as a novel Bcl-xL inhibitor through structural feature-based deep learning and molecular docking from a library of approved drugs. The NMR experiments demonstrated that octenidine binds to the Bcl-2 homology 3 (BH3) domain-binding hydrophobic region that consists of the BH1, BH2, and BH3 domains in Bcl-xL. A structural model of the Bcl-xL/octenidine complex revealed that octenidine binds to Bcl-xL in a similar manner to that of the well-known Bcl-2 family protein antagonist ABT-737. Using the NanoBiT protein-protein interaction system, we confirmed that the interaction between Bcl-xL and Bak-BH3 domains within cells was inhibited by octenidine. Furthermore, octenidine inhibited the proliferation of MCF-7 breast and H1299 lung cancer cells by promoting apoptosis. Taken together, our results shed light on a novel mechanism in which octenidine directly targets anti-apoptotic Bcl-xL to trigger mitochondrial apoptosis in cancer cells.

Keywords: Anti-cancer effect; Artificial intelligence-based screening; Bcl-xL; NMR spectroscopy; Octenidine.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Antineoplastic Agents / chemistry
  • Antineoplastic Agents / pharmacology
  • Apoptosis / drug effects
  • Artificial Intelligence*
  • Cell Line
  • Cell Proliferation / drug effects
  • Humans
  • Imines / chemistry
  • Imines / pharmacology*
  • Molecular Docking Simulation
  • Neoplasms / pathology
  • Protein Binding / drug effects
  • Pyridines / chemistry
  • Pyridines / pharmacology*
  • bcl-2 Homologous Antagonist-Killer Protein / chemistry
  • bcl-2 Homologous Antagonist-Killer Protein / metabolism
  • bcl-X Protein / antagonists & inhibitors*
  • bcl-X Protein / chemistry

Substances

  • Antineoplastic Agents
  • Imines
  • Pyridines
  • bcl-2 Homologous Antagonist-Killer Protein
  • bcl-X Protein
  • octenidine