MAD1L1 and idiopathic pulmonary fibrosis: Although MAD1L1 has not been directly associated with specific clinical phenotypes such as age at onset or survival, its consistent identification as an IPF risk locus across independent cohorts indicates a likely role in disease pathogenesis [15].