In logistic regression models incorporating immune molecules that were identified as potential predictor variables through feature selection, we found strong associations between the atypical ME/CFS phenotype and lower CSF levels of the inflammatory mediators, interleukin 17A and CXCL9. Here, CXCL9 is linked to myalgic encephalomeyelitis/chronic fatigue syndrome.