In the IPF dataset, upstream regulators or factors such as COL18A1 and IL1RN were predicted to be active compared to factors such as STAT1, IFNG and IL12B, which were inhibited in the IPF tissue (figure 1f). Here, IFNG is linked to idiopathic pulmonary fibrosis.