A Polygenic Risk Score to Refine Risk Stratification and Prediction for Severe Liver Disease by Clinical Fibrosis Scores
- PMID: 34091049
- DOI: 10.1016/j.cgh.2021.05.056
A Polygenic Risk Score to Refine Risk Stratification and Prediction for Severe Liver Disease by Clinical Fibrosis Scores
Abstract
Background & aims: A polygenic risk score based on well-known genetic variants in PNPLA3, TM6SF2, MBOAT7, and GCKR predicts hepatic fat content (polygenic risk score-hepatic fat content [PRS-HFC]). Here, we hypothesized that the addition of PRS-HFC to clinical fibrosis scores may improve risk stratification and prediction of severe liver disease (SLD).
Methods: We used data from 266,687 individuals in the UK Biobank, evaluating the incidence of cirrhosis, decompensated liver disease, hepatocellular carcinoma, and/or liver transplantation during a median follow-up period of 9 years. Nonalcoholic fatty liver disease fibrosis score, Fibrosis-4, aspartate aminotransferase-to-platelet ratio, BARD, and Forns scores, and PRS-HFC, were computed. All analyses were stratified according to the presence of diabetes, obesity, and a positive fatty liver index (≥60).
Results: Unfavorable genetics (PRS-HFC, ≥0.396) further stratified the risk of SLD in subjects in intermediate-/high-risk classes of fibrosis scores, with a higher effect in those with metabolic risk factors, and the prediction was improved by integrating PRS-HFC (areas under the receiver operating characteristic increased for all scores with a P value of approximately 10-2 to 10-4, except for the aspartate aminotransferase-to-platelet ratio in the overall population and in subjects with obesity). PRS-HFC improved diagnostic accuracies and positive predictive values for SLD in intermediate-high clinical score risk classes. Risk stratification and prediction were not affected or were poorly affected by unfavorable genetics in subjects without metabolic risk factors.
Conclusions: Integration of genetics with clinical fibrosis scores refines individual risk and prediction for SLD, mainly in individuals at risk for nonalcoholic fatty liver disease. These data provide evidence from a prospective cohort that common genetic variants capture additional prognostic insights not conveyed by validated clinical/biochemical parameters.
Keywords: Genetics; Nonalcoholic Fatty Liver Disease (NAFLD); PNPLA3; UK Biobank.
Copyright © 2022 The Authors. Published by Elsevier Inc. All rights reserved.
Comment in
-
Body Mass Index and PNPLA3 Genetic Variant Modify the Association of Alcohol Consumption With Liver Fat Content.Clin Gastroenterol Hepatol. 2022 Nov;20(11):2659-2660. doi: 10.1016/j.cgh.2021.12.018. Epub 2021 Dec 16. Clin Gastroenterol Hepatol. 2022. PMID: 34923140 No abstract available.
Similar articles
-
Non-invasive stratification of hepatocellular carcinoma risk in non-alcoholic fatty liver using polygenic risk scores.J Hepatol. 2021 Apr;74(4):775-782. doi: 10.1016/j.jhep.2020.11.024. Epub 2020 Nov 25. J Hepatol. 2021. PMID: 33248170 Free PMC article.
-
Population stratification using MASLD polygenic risk score improves severe liver disease prediction by clinical fibrosis scores.Dig Liver Dis. 2025 Jul 12:S1590-8658(25)00881-3. doi: 10.1016/j.dld.2025.06.016. Online ahead of print. Dig Liver Dis. 2025. PMID: 40653389
-
High inherited risk predicts age-associated increases in fibrosis in patients with MASLD.J Hepatol. 2025 May 5:S0168-8278(25)00294-6. doi: 10.1016/j.jhep.2025.04.035. Online ahead of print. J Hepatol. 2025. PMID: 40334848
-
NAFLD: genetics and its clinical implications.Clin Res Hepatol Gastroenterol. 2022 Nov;46(9):102003. doi: 10.1016/j.clinre.2022.102003. Epub 2022 Aug 11. Clin Res Hepatol Gastroenterol. 2022. PMID: 35963605 Review.
-
Advances in the genetics of nonalcoholic fatty liver disease.Curr Opin Gastroenterol. 2023 May 1;39(3):150-155. doi: 10.1097/MOG.0000000000000927. Epub 2023 Mar 1. Curr Opin Gastroenterol. 2023. PMID: 37144531 Free PMC article. Review.
Cited by
-
Synergistic and Detrimental Effects of Alcohol Intake on Progression of Liver Steatosis.Int J Mol Sci. 2022 Feb 27;23(5):2636. doi: 10.3390/ijms23052636. Int J Mol Sci. 2022. PMID: 35269779 Free PMC article. Review.
-
Towards precision medicine in non-alcoholic fatty liver disease.Rev Endocr Metab Disord. 2023 Oct;24(5):885-899. doi: 10.1007/s11154-023-09820-6. Epub 2023 Jul 21. Rev Endocr Metab Disord. 2023. PMID: 37477772 Review.
-
Sleep patterns, genetic susceptibility, and risk of cirrhosis among individuals with nonalcoholic fatty liver disease.Hepatol Int. 2024 Aug;18(4):1158-1167. doi: 10.1007/s12072-024-10665-7. Epub 2024 Jun 18. Hepatol Int. 2024. PMID: 38888882
-
Utility of Human Relevant Preclinical Animal Models in Navigating NAFLD to MAFLD Paradigm.Int J Mol Sci. 2022 Nov 25;23(23):14762. doi: 10.3390/ijms232314762. Int J Mol Sci. 2022. PMID: 36499091 Free PMC article. Review.
-
Pharmacogenetics in early drug development for non-alcoholic steatohepatitis: missed chances and future opportunities.Arch Toxicol. 2023 Jun;97(6):1825-1827. doi: 10.1007/s00204-023-03498-0. Epub 2023 May 6. Arch Toxicol. 2023. PMID: 37148318 No abstract available.
Publication types
MeSH terms
Grants and funding
LinkOut - more resources
Full Text Sources
Other Literature Sources
Medical
Miscellaneous