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Recent Advances on P-Glycoprotein (ABCB1) Transporter Modelling with In Silico Methods.

Liadys Mora Lagares1, Marjana Novič1

  • 1Theory Department, Laboratory for Cheminformatics, National Institute of Chemistry, 1000 Ljubljana, Slovenia.

International Journal of Molecular Sciences
|December 11, 2022
PubMed
Summary
This summary is machine-generated.

Computational studies accelerate the discovery of P-glycoprotein (P-gp) inhibitors to combat multidrug resistance (MDR). Recent advances focus on machine learning and drug-transporter interactions to overcome limitations of current P-gp inhibitor research.

Keywords:
P-glycoproteincomputational modelshomology modellingligand-basedmachine learningmolecular dynamics simulationsstructure-based

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Area of Science:

  • Pharmacology
  • Computational Chemistry
  • Biochemistry

Background:

  • P-glycoprotein (P-gp) is a key ABC transporter influencing drug bioavailability and toxicity.
  • Overexpression of P-gp is a major cause of multidrug resistance (MDR), preventing drugs from reaching cellular targets.
  • Existing P-gp inhibitors face challenges due to toxicity, hindering clinical application.

Purpose of the Study:

  • To review recent computational approaches in P-gp research.
  • To highlight advances in machine learning and molecular modeling for P-gp inhibitor discovery.
  • To discuss novel potential P-gp inhibitors and their role in modulating MDR.

Main Methods:

  • Review of computational P-gp research from 2017-2022.
  • Focus on machine learning (ML) applications in predicting P-gp activity.
  • Analysis of molecular modeling techniques for drug-transporter interactions.

Main Results:

  • Computational methods, including QSAR and ML, are valuable for early-stage drug development.
  • Molecular modeling provides insights into drug-ABC transporter interactions.
  • Recent research has identified potential P-gp inhibitors with improved profiles.

Conclusions:

  • Computational studies significantly accelerate the development of effective P-gp inhibitors.
  • Machine learning and molecular modeling are crucial tools for understanding and overcoming MDR.
  • Further research into novel P-gp modulators holds promise for reversing multidrug resistance.