MMP1 and idiopathic pulmonary fibrosis: We concentrated on those genes that revealed a differential expression between IPF and lung cancer, such as higher expression of MMP1 and MMP3 in IPF than ADC, and lower expression of COL4A1 in IPF than in ADC.