Lysyl oxidase (LOX) and lysyl oxidase like 2 (LOXL2) - involved in collagen cross-linking - were over-expressed in the IPF CDMs compared to controls. This evidence concerns the gene LOXL2 and idiopathic pulmonary fibrosis.