RRC ID 71894
Author Tran DP, Tada S, Yumoto A, Kitao A, Ito Y, Uzawa T, Tsuda K.
Title Using molecular dynamics simulations to prioritize and understand AI-generated cell penetrating peptides.
Journal Sci Rep
Abstract Cell-penetrating peptides have important therapeutic applications in drug delivery, but the variety of known cell-penetrating peptides is still limited. With a promise to accelerate peptide development, artificial intelligence (AI) techniques including deep generative models are currently in spotlight. Scientists, however, are often overwhelmed by an excessive number of unannotated sequences generated by AI and find it difficult to obtain insights to prioritize them for experimental validation. To avoid this pitfall, we leverage molecular dynamics (MD) simulations to obtain mechanistic information to prioritize and understand AI-generated peptides. A mechanistic score of permeability is computed from five steered MD simulations starting from different initial structures predicted by homology modelling. To compensate for variability of predicted structures, the score is computed with sample variance penalization so that a peptide with consistent behaviour is highly evaluated. Our computational pipeline involving deep learning, homology modelling, MD simulations and synthesizability assessment generated 24 novel peptide sequences. The top-scoring peptide showed a consistent pattern of conformational change in all simulations regardless of initial structures. As a result of wet-lab-experiments, our peptide showed better permeability and weaker toxicity in comparison to a clinically used peptide, TAT. Our result demonstrates how MD simulations can support de novo peptide design by providing mechanistic information supplementing statistical inference.
Volume 11(1)
Pages 10630
Published 2021-5-20
DOI 10.1038/s41598-021-90245-z
PII 10.1038/s41598-021-90245-z
PMID 34017051
PMC PMC8137933
MeSH Amino Acid Sequence Artificial Intelligence* Cell Membrane / chemistry Cell Survival / drug effects Cell-Penetrating Peptides / chemistry* Cell-Penetrating Peptides / pharmacology HeLa Cells Humans Molecular Dynamics Simulation* Reproducibility of Results
Human and Animal Cells HeLa