As shown in Fig. 1A, data mining revealed a positive correlation between high IF1 mRNA expression and the progression of non-tumor (L1) to well differentiated liver tumor (G1) (with a normalized enrichment score of 1.668, and a p value of 0.025). The gene discussed is ATP5IF1; the disease is neoplasm.