Here, we leveraged The Cancer Genome Atlas (TCGA) liver cancer data to develop a subtype classification and prognostic model based on the MRPL family genes, identifying MRPL37 as a key gene associated with HCC progression. This evidence concerns the gene MRPL37 and liver cancer.