We found that several genes encoding NAD+ synthesis enzymes, including NNMT, NAMPT, KYNU, and NQO1, were downregulated in AEC2s from IPF relative to healthy lungs (Supplemental Figure 6A). Here, NQO1 is linked to idiopathic pulmonary fibrosis.