In this study, we demonstrated that COL1A1 is produced by hepatoma cells with MRPS31 loss, and COL1A1/DDR signaling could enhance cell invasiveness by activating the ZEB1-mediated EMT, thereby contributing to HCC aggressiveness. Here, MRPS31 is linked to hepatocellular carcinoma.