ML analysis elucidated seven features in common among the 15 most important features for classifying each inflammatory skin disease from control, including the IGS and the TNF, IL-23 complex, plasma cell, IL-12 complex, anti-inflammation, and T cell IL-23 signatures (Fig. 3G). This evidence concerns the gene TNF and inflammatory skin disease.