Analytical Chemistry · 2022 · 21 citations · 51 references
Life SciencesBiochemistryCancer BiologyMass Spectrometric AnalysisMetabolomicsPathway AnalysisCancer BiomarkersCancer MetabolomicsMass SpectrometryMass Spectrometry-based MetabolomicsMetabolic Pathway AnalysisMetabolite ProfilingDifferential Metabolite AnalysisDisease Biomarker DiscoveryGlycerophospholipid MetabolismMetabolic Signature DiscoveryMetabolomic BiomarkersMetabolomic Tumor MarkersSupport Vector Machine ClassificationSurvival Rates
The application of rapid and accurate diagnostic methods can improve colorectal cancer (CRC) survival rates dramatically. Here, we used a non-targeted metabolic analysis strategy based on internal extractive electrospray ionization mass spectrometry (iEESI-MS) to detect metabolite ions associated with the progression of CRC from 172 tissues (45 stage I/II CRC, 41 stage III/IV CRC, and 86 well-matched normal tissues). A support vector machine (SVM) model based on 10 differential metabolite ions for differentiating early-stage CRC from normal tissues was built with a good prediction accuracy of 92.6%. The biomarker panel consisting of lysophosphatidylcholine (LPC) (18:0) has good diagnostic potential in differentiating early-stage CRC from advanced-stage CRC. We showed that the down-regulation of LPC (18:0) in tumor tissues is associated with CRC progression and related to the regulation of the epidermal growth factor receptor. Pathway analysis showed that metabolic pathways in CRC are related to glycerophospholipid metabolism and purine metabolism. In conclusion, we built an SVM model with good performance to distinguish between early-stage CRC and normal groups based on iEESI-MS and found that LPC (18:0) is associated with the progression of CRC.
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Colorectal cancer statistics, 2020
Rebecca L. Siegel, Kimberly D. Miller, Ann Goding Sauer et al. · CA A Cancer Journal for Clinicians · 2020 · 5.1K citations · Full text
Impact of EGFR expression on colorectal cancer patient prognosis and survival
Jean‐Philippe Spano, Christine Lagorce, D Atlan et al. · Annals of Oncology · 2004 · 463 citations · Full text
Medicine, Cancer Biology, Oncology +14