In our study, by screening differentially expressed genes and analyzing their relation to prognostic indicators, we found that MDK regulates EMT processes by communicating with SDC1, SDC2, SDC4, NCL, and TSPAN1 in IPF patients. Here, TSPAN1 is linked to idiopathic pulmonary fibrosis.