In this work, we used the proposed feature selection approaches to assess CFS-susceptible individuals and found a panel of genetic markers, including COMT, CRHR2, NR3C1, POMC, and TPH2, which were more significant than the others in CFS. This evidence concerns the gene POMC and myalgic encephalomeyelitis/chronic fatigue syndrome.