Furthermore, we identified gene signatures specific to mixed-lineage tumor cells including AKR1B1. We found that AKR1B1 was significantly upregulated in all mixed-lineage tumor cells of the majority of patients we analyzed. The gene discussed is AKR1B1; the disease is neoplasm.