In this study, we used an MYC-driven murine liver cancer model (Fang et al., 2023), and successfully identified context-specific fitness genes and pathways, as well as commonly shared fitness genes, in monolayer culture under 21% and 1% oxygen tensions and 3D spheroid culture under 21% oxygen tension. The gene discussed is MYC; the disease is liver cancer.