Investigating Ligand-Mediated Conformational Dynamics of Pre-miR21: A Machine-Learning-Aided Enhanced Sampling Study

J Chem Inf Model. 2024 Nov 25;64(22):8595-8603. doi: 10.1021/acs.jcim.4c01166. Epub 2024 Nov 11.

Abstract

MicroRNAs (miRs) are short, noncoding RNA strands that regulate the activity of mRNAs by affecting the repression of protein translation, and their dysregulation has been implicated in several pathologies. miR21 in particular has been implicated in tumorigenesis and anticancer drug resistance, making it a critical target for drug design. miR21 biogenesis involves precise biochemical pathways, including the cleavage of its precursor, pre-miR21, by the enzyme Dicer. The present work investigates the conformational dynamics of pre-miR21, focusing on the role of adenine29 in switching between Dicer-binding-prone and inactive states. We also investigated the effect of L50, a cyclic peptide binder of pre-miR21 and a weak inhibitor of its processing. Using time series data and our novel collective variable-based enhanced sampling technique, OneOPES, we simulated these conformational changes and assessed the effect of L50 on the conformational plasticity of pre-miR21. Our results provide insight into peptide-induced conformational changes and pave the way for the development of a computational platform for the screening of inhibitors of pre-miR21 processing that considers RNA flexibility, a stepping stone for effective structure-based drug design, with potentially broad applications in drug discovery.

MeSH terms

  • Humans
  • Ligands
  • Machine Learning*
  • MicroRNAs* / chemistry
  • MicroRNAs* / metabolism
  • Molecular Dynamics Simulation*
  • Nucleic Acid Conformation*
  • Peptides, Cyclic / chemistry
  • Peptides, Cyclic / metabolism
  • Peptides, Cyclic / pharmacology
  • RNA Precursors / chemistry
  • RNA Precursors / metabolism
  • Ribonuclease III / chemistry
  • Ribonuclease III / metabolism

Substances

  • MicroRNAs
  • Ligands
  • Ribonuclease III
  • MIRN21 microRNA, human
  • Peptides, Cyclic
  • RNA Precursors