These genes include MUC5B and DSP which were known to be involved in IPF [10, 21], matrix metalloproteinases that are implicated in IPF such as MMP1, MMP3 and MMP7 [22], and collagens involved in ECM organization. Here, MMP1 is linked to idiopathic pulmonary fibrosis.