Utilizing multi-dimensional data that integrates bulk RNA sequencing (bulk RNA-seq), single-cell RNA sequencing (scRNA-seq), and spatial transcriptomics (ST) from HCC patients, we have identified SNRPB as a pivotal gene associated with the spliceosome, playing a central role in both tumor initiation and progression. The gene discussed is SNRPB; the disease is hepatocellular carcinoma.