Based on this, the addition of classic tumor biomarkers (CA19-9, CEA, CYFRA21-1, NSE) for backward elimination modeling ended up with a 5-biomarker model (Val, Cit, GDCA, TCDCA, NSE). Here, CEACAM5 is linked to neoplasm.