Leveraging data‐independent acquisition mass spectrometry coupled with machine learning, we uncovered potential vesicular protein biomarker signatures (KNG1, F11, KLKB1, CAPNS1, CDH1, CPN2, NME2) capable of distinguishing HBV‐HCC from CHB, LC, and non‐HCC conditions. This evidence concerns the gene CDH1 and hepatocellular carcinoma.