Probing Folate-Responsive and Stage-Sensitive Metabolomics and Transcriptional Co-Expression Network Markers to Predict Prognosis of Non-Small Cell Lung Cancer Patients.
Yu-Shun LinYen-Chu ChenTzu-En ChenMei-Ling ChengKe-Shiuan LynnPramod ShahJin-Shing ChenRwei-Fen S HuangPublished in: Nutrients (2022)
Tumour metabolomics and transcriptomics co-expression network as related to biological folate alteration and cancer malignancy remains unexplored in human non-small cell lung cancers (NSCLC). To probe the diagnostic biomarkers, tumour and pair lung tissue samples (n = 56) from 97 NSCLC patients were profiled for ultra-performance liquid chromatography tandem mass spectrometry (UPLC/MS/MS)-analysed metabolomics, targeted transcriptionomics, and clinical folate traits. Weighted Gene Co-expression Network Analysis (WGCNA) was performed. Tumour lactate was identified as the top VIP marker to predict advance NSCLC (AUC = 0.765, Sig = 0.017, CI 0.58-0.95). Low folate (LF)-tumours vs. adjacent lungs displayed higher glycolytic index of lactate and glutamine-associated amino acids in enriched biological pathways of amino sugar and glutathione metabolism specific to advance NSCLCs. WGCNA classified the green module for hub serine-navigated glutamine metabolites inversely associated with tumour and RBC folate, which module metabolites co-expressed with a predominant up-regulation of LF-responsive metabolic genes in glucose transport ( GLUT1 ), de no serine synthesis ( PHGDH , PSPH , and PSAT1 ), folate cycle ( SHMT1/2 and PCFR ), and down-regulation in glutaminolysis ( SLC1A5 , SLC7A5 , GLS , and GLUD1 ). The LF-responsive WGCNA markers predicted poor survival rates in lung cancer patients, which could aid in optimizing folate intervention for better prognosis of NSCLCs susceptible to folate malnutrition.
Keyphrases
- ms ms
- network analysis
- liquid chromatography tandem mass spectrometry
- end stage renal disease
- small cell lung cancer
- poor prognosis
- mass spectrometry
- chronic kidney disease
- ejection fraction
- cancer therapy
- newly diagnosed
- randomized controlled trial
- simultaneous determination
- genome wide
- single cell
- gene expression
- prognostic factors
- type diabetes
- magnetic resonance imaging
- amino acid
- binding protein
- peritoneal dialysis
- endothelial cells
- transcription factor
- computed tomography
- magnetic resonance
- blood pressure
- dna methylation
- drug delivery
- skeletal muscle
- brain metastases
- heat stress
- quantum dots
- epidermal growth factor receptor
- bioinformatics analysis
- bone marrow