Integrative analysis of epigenomics, transcriptomics, and proteomics to identify key targets and pathways of Weining granule for gastric cancer

J Ethnopharmacol. 2021 Apr 24:270:113787. doi: 10.1016/j.jep.2021.113787. Epub 2021 Jan 7.

Abstract

Ethnopharmacological relevance: Weining granule (WNG) is a "Qi-Enriching and Kidney-Tonifying, Spleen-Reinforcing and Stasis-Removing" formula for gastric cancer (GC). Past research we noted WNG inhibited cell growth and raised apoptosis in GC. However, the underlying mechanism of WNG for GC have yet to be systematically clarified.

Aim of the study: We sought to characterize the molecular landscape of GC cells in vitro after WNG treated, to identify the molecular targets and pathways that were associated with WNG for inducing the apoptosis of GC cells, and further to clarify underlying molecular mechanism of WNG for GC.

Materials and methods: We performed the techniques of RNA sequencing, tandem mass tags (TMT) based quantitative proteomics, and reduced representation bisulfite sequencing (RRBS) in WNG-treated/or untreated SGC-7901 GC cells to gain a comprehensive molecular portrait of WNG treatment. Then we integrated methylomics, transcriptomics, and proteomics data to carry out the bioinformatics analysis, and constructed the protein-protein interaction (PPI) network to identify molecular targets, and to discover the underlying signaling pathways associated with WNG for GC by network analysis. Besides, we verified the candidate target genes by Kaplan-Meier plotter database.

Results: We identified 1249 significant differentially expressed genes (DEGs) from RNA expression datasets, 191 significant differentially abunabundant proteins (DAPs) from proteomics datasets, and 8293 significant differentially methylated regions (DMRs) from DNA methylation datasets. GO and KEGG analysis showed DEGs, DAPs, and DMRs enriched in the cancer-related biological processes of calcium signaling pathway, pathways in cancer, metabolic pathways, MAPK signaling pathway, PI3K-Akt signaling pathway, and transcriptional misregulation in cancer. We integrated three profile datasets and performed network analysis to distinguish the hub genes, and finally the genes of SOD2, HMOX1, MMP1, SRXN1, NOTCH1, MAPK14, TXNIP, VEGFA, POLR2F, and HSPA9 were identified. The Kaplan-Meier plotter confirmed that SOD2, MMP1, SRXN1, NOTCH1, MAPK14, TXNIP, VEGFA, and HSPA9 were significantly correlated with OS in GC patients (P < 0.01), while HMOX1 and POLR2F expression were not significantly relevant to survival of GC patients (P > 0.01).

Conclusions: SOD2, MMP1, SRXN1, NOTCH1, MAPK14, TXNIP, VEGFA, and HSPA9 were the predictive pharmaceutical targets of WNG for GC. The anticancer function of WNG was significantly associated with the pathways of focal adhesion pathway, PI3K-Akt signaling pathway, MAPK signaling pathway, and Wnt signaling pathway.

Keywords: Gastric cancer; Multi-omics; Pathway; Therapeutic target.

MeSH terms

  • Apoptosis / drug effects
  • Cell Line, Tumor
  • Cell Proliferation / drug effects
  • Computational Biology / methods
  • DNA Methylation / drug effects
  • Databases, Factual
  • Drugs, Chinese Herbal / chemistry
  • Drugs, Chinese Herbal / pharmacology*
  • Epigenesis, Genetic
  • Epigenomics
  • Focal Adhesions / drug effects
  • Gene Expression Regulation, Neoplastic / drug effects
  • Humans
  • Kaplan-Meier Estimate
  • MAP Kinase Signaling System / drug effects
  • Oncogene Protein v-akt / drug effects
  • Phosphatidylinositol 3-Kinases / drug effects
  • Protein Interaction Maps / drug effects
  • Proteome / drug effects*
  • Stomach Neoplasms / drug therapy
  • Stomach Neoplasms / genetics*
  • Stomach Neoplasms / metabolism*
  • Stomach Neoplasms / mortality
  • Transcriptome / drug effects*
  • Wnt Signaling Pathway / drug effects

Substances

  • Drugs, Chinese Herbal
  • Proteome
  • Oncogene Protein v-akt