Integration of transcriptomics and metabolomics reveals a novel gene signature guided by FN1 associated with immune response in oral squamous cell carcinoma tumorigenesis

J Cancer Res Clin Oncol. 2023 Aug;149(9):6097-6113. doi: 10.1007/s00432-023-04572-x. Epub 2023 Jan 19.

Abstract

Purpose: Oral squamous cell carcinomas (OSCCs) are primary head and neck malignant tumours with a high incidence and mortality. However, the molecular mechanisms involved in OSCC tumorigenesis are not fully understood.

Methods: OSCC and paired para-carcinoma samples were collected and used to perform multi-omics study. Transcriptomic analysis was used to reveal significant alterations in inflammatory and immune processes in OSCC. Ingenuity Pathway Analysis (IPA) combined with the LASSO Cox algorithm was used to identify and optimize a crucial gene signature. Metabolomics analysis was performed to identify the important metabolites which linked to the crucial gene signature. The public data TCGA-HNSCC cohort was used to perform the multiple bioinformatic analysis.

Results: These findings identified a FN1-mediated crucial network that was composed of immune-relevant genes (FN1, ACP5, CCL5, COL1A1, THBS1, BCAT1, PLAU, IGF2BP3, TNF, CSF2, CXCL1 and CXCL5) associated with immune infiltration and influences the tumour microenvironment, which may contribute to OSCC tumorigenesis and progression. Moreover, we integrated the relevant genes with altered metabolites identified by metabolic profiling and identified 7 crucial metabolites (Glu-Glu-Lys, Ser-Ala, Ser-Ala, N-(octadecanoyl) sphing-4-enine-1-phosphocholine, N-methylnicotinamide, pyrrhoxanthinol and xanthine) as potential downstream targets of the FN1-associated gene signature in OSCC. Importantly, FN1 expression is positively correlated with immune infiltration levels in HNSCC, which was confirmed at the single-cell level.

Conclusions: Overall, these results revealed the differential genetic and metabolic patterns associated with OSCC tumorigenesis and identified an essential molecular network that plays an oncogenic role in OSCC by affecting amino acid and purine metabolism. These genes and metabolites might, therefore, serve as predictive biomarkers of survival outcomes and potential targets for therapeutic intervention in OSCC.

Keywords: FN1; IPA analysis; Metabolomics; Oral squamous cell carcinomas; Transcriptomics.

MeSH terms

  • Carcinogenesis / genetics
  • Carcinoma, Squamous Cell* / pathology
  • Cell Transformation, Neoplastic
  • Fibronectins / genetics
  • Fibronectins / metabolism
  • Head and Neck Neoplasms*
  • Humans
  • Immunity
  • Metabolomics
  • Mouth Neoplasms* / pathology
  • Squamous Cell Carcinoma of Head and Neck / genetics
  • Transaminases / genetics
  • Transaminases / metabolism
  • Transcriptome
  • Tumor Microenvironment

Substances

  • BCAT1 protein, human
  • Transaminases
  • Fibronectins