We identified ANGPT2 (logFC 3.9, FDR 2.00 × 10−4), APOA1(logFC −4.4, FDR 0.0067), FOS (logFC 1.4, FDR 0.0059) and VEGFA (z-score 2.228, overlap p-value 6.45 × 10−3) as the molecules of interest that have biomarker applications in various cancers. This evidence concerns the gene APOA1 and cancer.