Although the diagnostic accuracy of plasma MMP1 alone was not very high, by adding this marker to substance use predictors we found a significant increase in the detection of ESCC in subjects who consumed any one or two of the three substances (alcoholic beverage, cigarette or betel quids). Here, MMP1 is linked to esophageal squamous cell carcinoma.