Integrated Metabolomic and Transcriptomic Analysis of Modified Nucleosides for Biomarker Discovery in Clear Cell Renal Cell Carcinoma

Cells. 2023 Apr 7;12(8):1102. doi: 10.3390/cells12081102.

Abstract

Clear cell renal cell carcinoma (ccRCC) accounts for ~75% of kidney cancers. The biallelic inactivation of the von Hippel-Lindau tumor suppressor gene (VHL) is the truncal driver mutation of most cases of ccRCC. Cancer cells are metabolically reprogrammed and excrete modified nucleosides in larger amounts due to their increased RNA turnover. Modified nucleosides occur in RNAs and cannot be recycled by salvage pathways. Their potential as biomarkers has been demonstrated for breast or pancreatic cancer. To assess their suitability as biomarkers in ccRCC, we used an established murine ccRCC model, harboring Vhl, Trp53 and Rb1 (VPR) knockouts. Cell culture media of this ccRCC model and primary murine proximal tubular epithelial cells (PECs) were investigated by HPLC coupled to triple-quadrupole mass spectrometry using multiple-reaction monitoring. VPR cell lines were significantly distinguishable from PEC cell lines and excreted higher amounts of modified nucleosides such as pseudouridine, 5-methylcytidine or 2'-O-methylcytidine. The method's reliability was confirmed in serum-starved VPR cells. RNA-sequencing revealed the upregulation of specific enzymes responsible for the formation of those modified nucleosides in the ccRCC model. These enzymes included Nsun2, Nsun5, Pus1, Pus7, Naf1 and Fbl. In this study, we identified potential biomarkers for ccRCC for validation in clinical trials.

Keywords: HPLC; RNA-seq; biomarker discovery; biomarkers; ccRCC; kidney cancer; mass spectrometry; metabolomics; modified nucleosides; transcriptomics.

Publication types

  • Research Support, Non-U.S. Gov't

MeSH terms

  • Animals
  • Carcinoma, Renal Cell* / pathology
  • Humans
  • Kidney Neoplasms* / pathology
  • Mice
  • Nucleosides / therapeutic use
  • RNA / therapeutic use
  • Reproducibility of Results
  • Transcriptome
  • Von Hippel-Lindau Tumor Suppressor Protein / genetics

Substances

  • Nucleosides
  • Von Hippel-Lindau Tumor Suppressor Protein
  • RNA

Grants and funding

This research was funded by grants to I.J.F. from the Deutsche Forschungsgemeinschaft (DFG, German Research Foundation): BIOSS Excellence Cluster EXC 294, Project ID 431984000 SFB 1453, Project ID 441891347 SFB 1479 and from the Deutsche Krebshilfe (70113729).