Cancer Research · 2012 · 172 citations · 36 references
MedicineCancer BiologyOncologyCellular MetabolismMetabolismMetabolomicsCancer MetabolismCancer MetabolomicsGlioblastomaMetabolic HeterogeneityMetabolic PathwaysMetabolite ProfilingCancer Metabolic PhenotypingGlioblastoma MetabolismGlioblastoma Tumor BiologyMetabolic Alterations In CancerMetabolic Signature DiscoveryMetabolomic ChangesMetabolomic SignaturesTumor Metabolism
Although considerable progress has been made toward understanding glioblastoma biology through large-scale genetic and protein expression analyses, little is known about the underlying metabolic alterations promoting their aggressive phenotype. We conducted global metabolomic profiling on patient-derived glioma specimens and identified specific metabolic programs differentiating low- and high-grade tumors, with the metabolic signature of glioblastoma reflecting accelerated anabolic metabolism. When coupled with transcriptional profiles, we identified the metabolic phenotype of the mesenchymal subtype to consist of accumulation of the glycolytic intermediate phosphoenolpyruvate and decreased pyruvate kinase activity. Unbiased hierarchical clustering of metabolomic profiles identified three subclasses, which we term energetic, anabolic, and phospholipid catabolism with prognostic relevance. These studies represent the first global metabolomic profiling of glioma, offering a previously undescribed window into their metabolic heterogeneity, and provide the requisite framework for strategies designed to target metabolism in this rapidly fatal malignancy.
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Leo Breiman · Machine Learning · 2001 · 126.2K citations · Full text
Classification and Regression by randomForest
Andy Liaw, Matthew C. Wiener · 2007 · 18.4K citations
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Oussema Souiai, Fatma Z. Guerfali, Slimane Ben Miled et al. · BMC Research Notes · 2014 · 11K citations · Full text