The results indicate that GDF-15 can accurately discriminate between patients with PMM and CFS (AUC = 0.95) and between PMM and patients with fatigue due to other non-mitochondrial disorders (AUC = 0.94). The gene discussed is GDF15; the disease is myalgic encephalomeyelitis/chronic fatigue syndrome.