Weighted Gene Co-Expression Network Based on Transcriptomics: Unravelling the Differentiation Dynamics of 3T3-L1 Preadipocytes and the Regulatory Mechanism of Protopanaxatriol

Int J Mol Sci. 2024 Nov 14;25(22):12254. doi: 10.3390/ijms252212254.

Abstract

The intricate regulatory mechanisms governing adipocyte differentiation are pivotal in elucidating the complex pathophysiology underlying obesity. This study aims to explore the dynamic changes in gene expression during the differentiation of 3T3-L1 adipocytes using transcriptomics methods. Protopanaxatriol (PPT) significantly inhibited adipocyte differentiation. To uncover the molecular mechanisms, we conducted an extensive transcriptomic analysis of adipocytes throughout various differentiation stages, comparing gene expression profiles before and after PPT treatment. The construction of 16 co-expression modules was achieved using weighted gene co-expression network analysis (WGCNA). The 838 differentially expressed genes in the blue module were highly correlated with PPT treatment. Further analysis revealed that PIKfyve, STAT3, JAK1, CTTN, TYK2, JAK3, STAT2, STAT5b, SOCS3, and IRF9 were core genes closely associated with adipocyte differentiation. This discovery underscores the potential pivotal function of these ten genes in regulating adipocyte differentiation. This study elucidated that PPT, an active ingredient in ginseng, could reduce lipid accumulation by inhibiting the differentiation of adipocyte precursors through the negative regulation of genes such as PIKfyve, STAT3, and JAK1. Finally, molecular docking identified potential binding sites for PPT on PIKfyve and JAK1. This study provides potential drug targets for preventing obesity and related metabolic diseases.

Keywords: RNA sequencing; WGCNA; adipocyte differentiation; lipid accumulation; obesity; protopanaxatriol.

MeSH terms

  • 3T3-L1 Cells*
  • Adipocytes* / cytology
  • Adipocytes* / drug effects
  • Adipocytes* / metabolism
  • Adipogenesis / drug effects
  • Adipogenesis / genetics
  • Animals
  • Cell Differentiation* / drug effects
  • Cell Differentiation* / genetics
  • Gene Expression Profiling
  • Gene Expression Regulation / drug effects
  • Gene Regulatory Networks* / drug effects
  • Janus Kinase 1 / genetics
  • Janus Kinase 1 / metabolism
  • Mice
  • Molecular Docking Simulation
  • Sapogenins* / pharmacology
  • Transcriptome

Substances

  • protopanaxatriol
  • Sapogenins
  • Janus Kinase 1