COMP and idiopathic pulmonary fibrosis: COMP is a potential diagnostic marker for the IPF gene, opening the possibility for novel investigations into pathogenic IPF pathways and therapeutic approaches with COMP, integrating machine learning and neural networks in new diagnostic therapeutic approaches [350].