Identification and Analysis of Biomarkers Associated with Lipophagy and Therapeutic Agents for COVID-19

Viruses. 2024 Jun 7;16(6):923. doi: 10.3390/v16060923.

Abstract

Background: Lipids, as a fundamental cell component, play an regulating role in controlling the different cellular biological processes involved in viral infections. A notable feature of coronavirus disease 2019 (COVID-19) is impaired lipid metabolism. The function of lipophagy-related genes in COVID-19 is unknown. The present study aimed to investigate biomarkers and drug targets associated with lipophagy and lipophagy-based therapeutic agents for COVID-19 through bioinformatics analysis.

Methods: Lipophagy-related biomarkers for COVID-19 were identified using machine learning algorithms such as random forest, Support Vector Machine-Recursive Feature Elimination, Generalized Linear Model, and Extreme Gradient Boosting in three COVID-19-associated GEO datasets: scRNA-seq (GSE145926) and bulk RNA-seq (GSE183533 and GSE190496). The cMAP database was searched for potential COVID-19 medications.

Results: The lipophagy pathway was downregulated, and the lipid droplet formation pathway was upregulated, resulting in impaired lipid metabolism. Seven lipophagy-related genes, including ACADVL, HYOU1, DAP, AUP1, PRXAB2, LSS, and PLIN2, were used as biomarkers and drug targets for COVID-19. Moreover, lipophagy may play a role in COVID-19 pathogenesis. As prospective drugs for treating COVID-19, seven potential downregulators (phenoxybenzamine, helveticoside, lanatoside C, geldanamycin, loperamide, pioglitazone, and trichostatin A) were discovered. These medication candidates showed remarkable binding energies against the seven biomarkers.

Conclusions: The lipophagy-related genes ACADVL, HYOU1, DAP, AUP1, PRXAB2, LSS, and PLIN2 can be used as biomarkers and drug targets for COVID-19. Seven potential downregulators of these seven biomarkers may have therapeutic effects for treating COVID-19.

Keywords: COVID-19; bioinformatics; lipid metabolism; lipophagy-related genes; therapeutic agents.

MeSH terms

  • Antiviral Agents* / pharmacology
  • Antiviral Agents* / therapeutic use
  • Benzoquinones / pharmacology
  • Benzoquinones / therapeutic use
  • Biomarkers*
  • COVID-19 Drug Treatment*
  • COVID-19* / virology
  • Computational Biology / methods
  • Humans
  • Hydroxamic Acids / pharmacology
  • Hydroxamic Acids / therapeutic use
  • Lactams, Macrocyclic / therapeutic use
  • Lipid Metabolism* / drug effects
  • Machine Learning
  • SARS-CoV-2* / drug effects
  • SARS-CoV-2* / genetics
  • SARS-CoV-2* / physiology

Substances

  • Biomarkers
  • Antiviral Agents
  • Lactams, Macrocyclic
  • geldanamycin
  • trichostatin A
  • Hydroxamic Acids
  • Benzoquinones