Hepatoprotective Activity of Lignin-Derived Polyphenols Dereplicated Using High-Resolution Mass Spectrometry, In Vivo Experiments, and Deep Learning.

Journal: International journal of molecular sciences
PMID:

Abstract

Chronic liver diseases affect more than 1 billion people worldwide and represent one of the main public health issues. Nonalcoholic fatty liver disease (NAFLD) accounts for the majority of mortal cases, while there is no currently approved therapeutics for its treatment. One of the prospective approaches to NAFLD therapy is to use a mixture of natural compounds. They showed effectiveness in alleviating NAFLD-related conditions including steatosis, fibrosis, etc. However, understanding the mechanism of action of such mixtures is important for their rational application. In this work, we propose a new dereplication workflow for deciphering the mechanism of action of the lignin-derived natural compound mixture. The workflow combines the analysis of molecular components with high-resolution mass spectrometry, selective chemical tagging and deuterium labeling, liver tissue penetration examination, assessment of biological activity in vitro, and computational chemistry tools used to generate putative structural candidates. Molecular docking was used to propose the potential mechanism of action of these structures, which was assessed by a proteomic experiment.

Authors

  • Alexey Orlov
    Skolkovo Institute of Science and Technology, 30 Bolshoy Boulevard bld. 1, 121205 Moscow, Russia.
  • Savva Semenov
    Skolkovo Institute of Science and Technology, 30 Bolshoy Boulevard bld. 1, 121205 Moscow, Russia.
  • Gleb Rukhovich
    Skolkovo Institute of Science and Technology, 30 Bolshoy Boulevard bld. 1, 121205 Moscow, Russia.
  • Anastasia Sarycheva
    Skolkovo Institute of Science and Technology, 30 Bolshoy Boulevard bld. 1, 121205 Moscow, Russia.
  • Oxana Kovaleva
    Skolkovo Institute of Science and Technology, 30 Bolshoy Boulevard bld. 1, 121205 Moscow, Russia.
  • Alexander Semenov
    Herbert Wertheim College of Engineering, University of Florida, Gainesville, FL, United States.
  • Elena Ermakova
    N.N. Petrov National Medical Research Center of Oncology, 68 Leningradskaya Str., 197758 Saint Petersburg, Russia.
  • Ekaterina Gubareva
    N.N. Petrov National Medical Research Center of Oncology, 68 Leningradskaya Str., 197758 Saint Petersburg, Russia.
  • Anna E Bugrova
    Emanuel Institute for Biochemical Physics, Russian Academy of Sciences, 119334 Moscow, Russia.
  • Alexey Kononikhin
    Skolkovo Institute of Science and Technology, 30 Bolshoy Boulevard bld. 1, 121205 Moscow, Russia.
  • Elena I Fedoros
    N.N. Petrov National Medical Research Center of Oncology, 68 Leningradskaya Str., 197758 Saint Petersburg, Russia.
  • Evgeny Nikolaev
    Skolkovo Institute of Science and Technology, 30 Bolshoy Boulevard bld. 1, 121205 Moscow, Russia.
  • Alexander Zherebker
    Skolkovo Institute of Science and Technology, 30 Bolshoy Boulevard bld. 1, 121205 Moscow, Russia.