Moreover, Geortzel and colleagues showed that the COMT, NR3C1, and TPH2 genes were associated with CFS using SVM without feature selection [9]. This evidence concerns the gene TPH2 and myalgic encephalomeyelitis/chronic fatigue syndrome.