FN1 and cancer-associated fibroblasts markers influence immune microenvironment in clear cell renal cell carcinoma

J Gene Med. 2023 Dec;25(12):e3556. doi: 10.1002/jgm.3556. Epub 2023 Jun 26.

Abstract

Background: Altered tumor microenvironment (TME) is characterized in clear cell renal cell carcinoma (ccRCC) as a result of the heterogeneity observed in the TME. Modulations in TME have shown tumor metastasis promotion; hence, identifying TME-based biomarkers can be critical for theranostics application.

Methods: Here, we performed an integrated systems biology approach utilizing differential gene expression, network metrics and clinical samples cohorts to prioritize the major deregulated genes and their associated pathways specific for metastasis.

Results: The gene expression profiling of 140 ccRCC samples resulted in 3657 differentially expressed genes, from which a network of 1867 up-regulated genes were further computed using network metrics for screening hub-genes. The specific pathways of ccRCC entailed through functional enrichment analysis of the hub-gene clusters indicated the role of the identified hub-genes in the enriched pathways, further validating the functional significance of the hub-genes. The positive correlation of TME cells, namely cancer-associated fibroblasts (CAFs) and its biomarkers (FAP and S100A4) with FN1, signified the role of hub-gene signaling for promoting metastasis in ccRCC. Thereafter, comparative expression, differential methylation, genetic alteration and overall survival analysis were analyzed to validate the screened hub-genes.

Conclusions: The hub-genes were validated and prioritized by correlating with expression-based parameters, including histological grades, tumor, metastatic and pathological stages (based on median transcript per million; analysis of variance [ANOVA], P ≤ 0.05) from a clinically curated ccRCC dataset to further substantiate the translational benefits of the screened hub-genes as potential diagnostic biomarkers for ccRCC.

Keywords: angiogenesis; biomarker; immune microenvironment; kidney cancer; metastasis; systems biology.

MeSH terms

  • Biomarkers, Tumor / genetics
  • Biomarkers, Tumor / metabolism
  • Cancer-Associated Fibroblasts* / chemistry
  • Cancer-Associated Fibroblasts* / metabolism
  • Cancer-Associated Fibroblasts* / pathology
  • Carcinoma, Renal Cell* / genetics
  • Carcinoma, Renal Cell* / pathology
  • Gene Expression Profiling
  • Humans
  • Kidney Neoplasms* / pathology
  • Tumor Microenvironment / genetics

Substances

  • Biomarkers, Tumor
  • FN1 protein, human