Finally, the single-cell cluster analysis results showed that YME1L1 and COPS6 were the major genes expressed in the monocyte cluster.<h4>Conclusions</h4>A novel MMPs-related signature can be used to predict the prognosis of HCC. Here, YME1L1 is linked to hepatocellular carcinoma.