MMP1 and lung cancer: In late NSCLC downregulation of contractile genes such as TAGLN were also observed, but others such as MMP1, MMP9 and SPP1 were found to be upregulated, which have functions in matrix remodelling and invasion and are linked to poor prognosis in lung cancer [51, 52].