We also integrated MMI and PTU to analyze the time of SOC induction for skin and subcutaneous tissue disorders, hepatobiliary disorders, respiratory, thoracic and mediastinal disorders, blood and lymphatic system disorders and immune system disorders separately (Fig 6c–g). This evidence concerns the gene UBXN11 and skin disorder.