In addition to the above genes, the other four genes conveying significant genetic associations in IPF and BMI are GPC2, GAL3ST4, CNPY4 and MBLAC4, which contribute to secretory proteins transcription, translation, and trafficking process. Here, GPC2 is linked to idiopathic pulmonary fibrosis.