Mass Spectrometry-Based Metabolic Fingerprinting Contributes to Unveil the Role of RSUME in Renal Cell Carcinoma Cell Metabolism.
Manuela R MartinefskiBelén ElgueroMaría Elena KnottDavid GonilskiLucas TedescoJuan M Gurevich MessinaCora PollakEduardo ArztMaría Eugenia MongePublished in: Journal of proteome research (2020)
Clear cell renal cell carcinoma (ccRCC) is a heterogeneous disease with 50-80% patients exhibiting mutations in the von Hippel-Lindau (VHL) gene. RSUME (RWD domain (termed after three major RWD-containing proteins: RING finger-containing proteins, WD-repeat-containing proteins, and yeast DEAD (DEXD)-like helicases)-containing protein small ubiquitin-related modifier (SUMO) enhancer) acts as a negative regulator of VHL function in normoxia. A discovery-based metabolomics approach was developed by means of ultraperformance liquid chromatography coupled to quadrupole time-of-flight mass spectrometry (MS) for fingerprinting the endometabolome of a human ccRCC cell line 786-O and three other transformed cell systems (n = 102) with different expressions of RSUME and VHL. Cross-validated orthogonal projection to latent structures discriminant analysis models were built on positive, negative, and a combination of positive- and negative-ion mode MS data sets. Discriminant feature panels selected by an iterative multivariate classification allowed differentiating cells with different expressions of RSUME and VHL. Fifteen identified discriminant metabolites with level 1, including glutathione, butyrylcarnitine, and acetylcarnitine, contributed to understand the role of RSUME in ccRCC. Altered pathways associated with the RSUME expression were validated by biological and bioinformatics analyses. Combined results showed that in the absence of VHL, RSUME is involved in the downregulation of the antioxidant defense system, whereas in the presence of VHL, it acts in rerouting energy-related pathways, negatively modulating the lipid utilization, and positively modulating the fatty acid synthesis, which may promote deposition in droplets.
Keyphrases
- mass spectrometry
- liquid chromatography
- high resolution mass spectrometry
- fatty acid
- high performance liquid chromatography
- high resolution
- gas chromatography
- capillary electrophoresis
- single cell
- tandem mass spectrometry
- signaling pathway
- ms ms
- renal cell carcinoma
- end stage renal disease
- endothelial cells
- cell therapy
- small molecule
- newly diagnosed
- binding protein
- ejection fraction
- machine learning
- multiple sclerosis
- transcription factor
- deep learning
- poor prognosis
- high throughput
- cell proliferation
- oxidative stress
- chronic kidney disease
- data analysis
- electronic health record
- cell wall
- prognostic factors
- gene expression
- contrast enhanced
- solid phase extraction
- patient reported outcomes
- image quality
- genome wide
- patient reported
- dna methylation
- induced pluripotent stem cells