... When the expression patterns (i.e., up-or downregulation) of metabolites were examined, we observed that the majority of the ALS biomarkers (riluzole, 1-palmitoleoylglycerophosphocholine, phenylalanine, glucose, tyrosine, ketone, oxaloacetate, mannose, 2-hydroxybutyrate, pentothenate, homocysteine, formate, b-hydroxybutyrate, inositol, stearoyl sphingomyelin, sphinganine-1-phosphate, lactate, and acetone) were over-expressed in the diseased state; whereas N-acetyl derivatives, 3-phenylpropionate, amine, betaine, and urate levels were decreased. In addition, low levels of alkaloids (caffeine, paraxanthine, theobromine, and theophylline), and hippurate were observed in ALS patients (Blasco et al., 2015;Botosoa et al., 2012;Gray et al., 2015;Kumar et al., 2010;Lawton et al., 2012Lawton et al., , 2014Toczylowska et al., 2013;Zoccolella et al., 2008). ...