Artificial intelligence based discovery of the association between depression and chronic fatigue syndrome.

•This study showed the gender- and age-related candidate biomarkers of depressive disorders and chronic fatigue syndrome.•This study indicated the same and different biomarkers of depressive disorders and chronic fatigue syndrome.•Unveiling the association between depressive and the fatigue diseases provides a great opportunity to bridge the modern medicine with the traditional Chinese medicine.