A risk prediction model for hepatocellular carcinoma in non-alcoholic fatty liver disease without cirrhosis: HCC prediction for non-cirrhotic NAFLD

Liver Int. 2024 Mar;44(3):738-748. doi: 10.1111/liv.15819. Epub 2023 Dec 18.

Abstract

Background & aims: Although non-alcoholic fatty liver disease (NAFLD) is becoming a leading cause of hepatocellular carcinoma (HCC), HCC risk in non-cirrhotic NAFLD received little attention. We aimed to develop and validate an HCC risk prediction model for non-cirrhotic NAFLD.

Methods: A nationwide cohort of non-cirrhotic NAFLD patients in Korea was recruited to develop a risk prediction model and validate it internally (n = 409 088). A model using a simplified point system was developed by Cox proportional hazard model. K-fold cross-validation assessed the accuracy, discrimination and calibration. The model was validated externally using a hospital cohort from Asan Medical Center (n = 8721).

Results: An 11-point HCC risk prediction model for non-cirrhotic NAFLD was developed using six independent factors of age, sex, diabetes, obesity, serum alanine aminotransferase level and gamma-glutamyl transferase level (c-index 0.75). The average area under receiver operating curves (AUROCs) of the model was 0.72 at 5 years and 0.75 at 10 years. In the external validation cohort, the AUROCs were 0.79 [95% confidence interval [CI], 0.59-0.95] at 5 years and 0.84 (95% CI, 0.73-0.94) at 10 years. The calibration plots showed the expected risks corresponded well with the observed risks. Risk stratification categorized patients into the low (score 0-6), moderate (7, 8) and high (9-11; estimated incidence rate >0.2%/year) risk groups.

Conclusions: A novel HCC risk prediction model for non-cirrhotic NAFLD patients was developed and validated with fair performance. The model is expected to serve as a simple and reliable tool to assess HCC risk and assist precision screening of HCC.

Keywords: hepatocellular carcinoma; liver cancer; non-alcoholic fatty liver disease.

MeSH terms

  • Carcinoma, Hepatocellular* / diagnosis
  • Carcinoma, Hepatocellular* / epidemiology
  • Carcinoma, Hepatocellular* / etiology
  • Fibrosis
  • Humans
  • Liver Cirrhosis / complications
  • Liver Cirrhosis / diagnosis
  • Liver Cirrhosis / epidemiology
  • Liver Neoplasms* / diagnosis
  • Liver Neoplasms* / epidemiology
  • Liver Neoplasms* / etiology
  • Non-alcoholic Fatty Liver Disease* / complications
  • Non-alcoholic Fatty Liver Disease* / epidemiology
  • Non-alcoholic Fatty Liver Disease* / pathology
  • Retrospective Studies
  • Risk Factors