In conclusion, the construction of ultrasomics based on gray-scale ultrasound images by five machine learning algorithms can be used as noninvasive and effective diagnostic tools to predict EGFR expression status in HCC patients. The gene discussed is EGFR; the disease is hepatocellular carcinoma.