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. Here, COL4A1 is linked to AIDS dementia complex.