In accordance with previous IPF literature (40–42), we find CD4+ T memory cells in IPF were characterized by gene expression patterns associated with senescence and exhaustion, such as ZEB2, EOMES, and decreased CD28 expression (43–45). Here, CD28 is linked to idiopathic pulmonary fibrosis.