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Nonalcoholic fatty liver disease (NAFLD) increases the risk of developing hepatocellular carcinoma (HCC), the most common form of liver cancer. An estimated one-quarter of US adults have NAFLD. Knowing which of their NAFLD patients were mostly likely to develop cancer would help doctors prescribe treatments that could reduce their patients’ risk.