Among these genes IL11, IL1RAP, ISG15, HLAF, CCR4, CCNA2, and COL7A1 were amongst the most significantly associated genes by conjoint TGFβ1 + WISP1 in IPF. Here, CCR4 is linked to idiopathic pulmonary fibrosis.