For instance, although the genes associated with IPF pathogenesis were identified through dataset integration and bioinformatics, no casual molecular and histological investigations of the direct role of MALAT1 in IPF were conducted to support their findings. This evidence concerns the gene MALAT1 and idiopathic pulmonary fibrosis.