By integrating the differential expression data from 7,256 curated RNA-Seq libraries in MiTranscriptome and experimental validation, we demonstrated that GAU1, together with its downstream protein GALNT8, is associated with cancer cell proliferation, poor patient survival, and chemotherapy response. The gene discussed is GAU1; the disease is cancer.