A study concentrated on oral carcinoma by Suzanne et al. also found that overexpression of a 4-gene signature (MMP1, COL4A1, P4HA2, and THBS2) in histologically normal surgical margins could identify patients at high risk of recurrence [20]. Here, COL4A1 is linked to lip and oral cavity carcinoma.