Our analysis revealed signatures of growth factors, cytokines, and matrikines influencing AECI transcriptomes in IPF, including IL6, IL1B, TNFA, AREG, FGF2, FGF7, SPP1, and TRAIL. Here, TNF is linked to idiopathic pulmonary fibrosis.