When training a gene expression model to ILA, we identified a gene set associated with all-cause mortality; however, an ILA score derived from the limited set of IPF score genes is associated with ILA and mortality. This evidence concerns the gene TNFRSF9 and idiopathic pulmonary fibrosis.