A risk prediction model for hepatocellular carcinoma in non-alcoholic fatty liver disease without cirrhosis: HCC prediction for non-cirrhotic NAFLD
- 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.
- Author(s)
- A risk prediction model for hepatocellular carcinoma in non-alcoholic fatty liver disease without cirrhosis: HCC prediction for non-cirrhotic NAFLD
- Issued Date
- 2023
Gi-Ae Kim
Yewan Park
Shin Ju Oh
Jooyi Jung
Seungbong Han
Hye-Sook Chang
Sung Won Park
Tae Hyup Kim
Hye Won Park
Jaewon Choe
Jaeil Kim
Han Chu Lee
- Type
- Article
- Keyword
- hepatocellular carcinoma; liver cancer; non-alcoholic fatty liver disease
- DOI
- 10.1111/liv.15819
- URI
- https://oak.ulsan.ac.kr/handle/2021.oak/16448
- Publisher
- LIVER INTERNATIONAL
- Language
- 영어
- ISSN
- 1478-3223
- Citation Volume
- 44
- Citation Number
- 3
- Citation Start Page
- 738
- Citation End Page
- 748
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Appears in Collections:
- Medicine > Nursing
- 공개 및 라이선스
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