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A Dynamic Aspartate‐to‐Alanine Aminotransferase Ratio Provides Valid Predictions of Incident Severe Liver Disease
The aspartate‐to‐alanine aminotransferase ratio (AAR) is associated with liver fibrosis, but its predictive performance is suboptimal. We hypothesized that the association between AAR and liver disease depends on absolute transaminase levels and developed and validated a model to predict liver‐relat...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
John Wiley and Sons Inc.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8183175/ https://www.ncbi.nlm.nih.gov/pubmed/34141987 http://dx.doi.org/10.1002/hep4.1700 |
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author | Åberg, Fredrik Danford, Christopher J. Thiele, Maja Talbäck, Mats Rasmussen, Ditlev Nytoft Jiang, Z. Gordon Hammar, Niklas Nasr, Patrik Ekstedt, Mattias But, Anna Puukka, Pauli Krag, Aleksander Sundvall, Jouko Erlund, Iris Salomaa, Veikko Stål, Per Kechagias, Stergios Hultcrantz, Rolf Lai, Michelle Afdhal, Nezam Jula, Antti Männistö, Satu Lundqvist, Annamari Perola, Markus Färkkilä, Martti Hagström, Hannes |
author_facet | Åberg, Fredrik Danford, Christopher J. Thiele, Maja Talbäck, Mats Rasmussen, Ditlev Nytoft Jiang, Z. Gordon Hammar, Niklas Nasr, Patrik Ekstedt, Mattias But, Anna Puukka, Pauli Krag, Aleksander Sundvall, Jouko Erlund, Iris Salomaa, Veikko Stål, Per Kechagias, Stergios Hultcrantz, Rolf Lai, Michelle Afdhal, Nezam Jula, Antti Männistö, Satu Lundqvist, Annamari Perola, Markus Färkkilä, Martti Hagström, Hannes |
author_sort | Åberg, Fredrik |
collection | PubMed |
description | The aspartate‐to‐alanine aminotransferase ratio (AAR) is associated with liver fibrosis, but its predictive performance is suboptimal. We hypothesized that the association between AAR and liver disease depends on absolute transaminase levels and developed and validated a model to predict liver‐related outcomes in the general population. A Cox regression model based on age, AAR, and alanine aminotransferase (ALT) level (dynamic AAR [dAAR]) using restricted cubic splines was developed in Finnish population‐based health‐examination surveys (FINRISK, 2002‐2012; n = 18,067) with linked registry data for incident liver‐related hospitalizations, hepatocellular carcinoma, or liver death. The model was externally validated for liver‐related outcomes in a Swedish population cohort (Swedish Apolipoprotein Mortality Risk [AMORIS] subcohort; n = 126,941) and for predicting outcomes and/or prevalent fibrosis/cirrhosis in biopsied patients with nonalcoholic fatty liver disease (NAFLD), chronic hepatitis C, or alcohol‐related liver disease (ALD). The dynamic AAR model predicted liver‐related outcomes both overall (optimism‐corrected C‐statistic, 0.81) and in subgroup analyses of the FINRISK cohort and identified persons with >10% risk for liver‐related outcomes within 10 years. In independent cohorts, the C‐statistic for predicting liver‐related outcomes up to a 10‐year follow‐up was 0.72 in the AMORIS cohort, 0.81 in NAFLD, and 0.75 in ALD. Area‐under‐the‐curve (AUC) for detecting prevalent cirrhosis was 0.80‐0.83 in NAFLD, 0.80 in hepatitis C, but only 0.71 in ALD. In ALD, model performance improved when using aspartate aminotransferase instead of ALT in the model (C‐statistic, 0.84 for outcome; AUC, 0.82 for prevalent cirrhosis). Conclusion: A dAAR score provides prospective predictions for the risk of incident severe liver outcomes in the general population and helps detect advanced liver fibrosis/cirrhosis. The dAAR score could potentially be used for screening the unselected general population and as a trigger for further liver evaluations. |
format | Online Article Text |
id | pubmed-8183175 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | John Wiley and Sons Inc. |
record_format | MEDLINE/PubMed |
spelling | pubmed-81831752021-06-16 A Dynamic Aspartate‐to‐Alanine Aminotransferase Ratio Provides Valid Predictions of Incident Severe Liver Disease Åberg, Fredrik Danford, Christopher J. Thiele, Maja Talbäck, Mats Rasmussen, Ditlev Nytoft Jiang, Z. Gordon Hammar, Niklas Nasr, Patrik Ekstedt, Mattias But, Anna Puukka, Pauli Krag, Aleksander Sundvall, Jouko Erlund, Iris Salomaa, Veikko Stål, Per Kechagias, Stergios Hultcrantz, Rolf Lai, Michelle Afdhal, Nezam Jula, Antti Männistö, Satu Lundqvist, Annamari Perola, Markus Färkkilä, Martti Hagström, Hannes Hepatol Commun Original Articles The aspartate‐to‐alanine aminotransferase ratio (AAR) is associated with liver fibrosis, but its predictive performance is suboptimal. We hypothesized that the association between AAR and liver disease depends on absolute transaminase levels and developed and validated a model to predict liver‐related outcomes in the general population. A Cox regression model based on age, AAR, and alanine aminotransferase (ALT) level (dynamic AAR [dAAR]) using restricted cubic splines was developed in Finnish population‐based health‐examination surveys (FINRISK, 2002‐2012; n = 18,067) with linked registry data for incident liver‐related hospitalizations, hepatocellular carcinoma, or liver death. The model was externally validated for liver‐related outcomes in a Swedish population cohort (Swedish Apolipoprotein Mortality Risk [AMORIS] subcohort; n = 126,941) and for predicting outcomes and/or prevalent fibrosis/cirrhosis in biopsied patients with nonalcoholic fatty liver disease (NAFLD), chronic hepatitis C, or alcohol‐related liver disease (ALD). The dynamic AAR model predicted liver‐related outcomes both overall (optimism‐corrected C‐statistic, 0.81) and in subgroup analyses of the FINRISK cohort and identified persons with >10% risk for liver‐related outcomes within 10 years. In independent cohorts, the C‐statistic for predicting liver‐related outcomes up to a 10‐year follow‐up was 0.72 in the AMORIS cohort, 0.81 in NAFLD, and 0.75 in ALD. Area‐under‐the‐curve (AUC) for detecting prevalent cirrhosis was 0.80‐0.83 in NAFLD, 0.80 in hepatitis C, but only 0.71 in ALD. In ALD, model performance improved when using aspartate aminotransferase instead of ALT in the model (C‐statistic, 0.84 for outcome; AUC, 0.82 for prevalent cirrhosis). Conclusion: A dAAR score provides prospective predictions for the risk of incident severe liver outcomes in the general population and helps detect advanced liver fibrosis/cirrhosis. The dAAR score could potentially be used for screening the unselected general population and as a trigger for further liver evaluations. John Wiley and Sons Inc. 2021-03-08 /pmc/articles/PMC8183175/ /pubmed/34141987 http://dx.doi.org/10.1002/hep4.1700 Text en © 2021 The Authors. Hepatology Communications published by Wiley Periodicals LLC on behalf of American Association for the Study of Liver Diseases. https://creativecommons.org/licenses/by-nc-nd/4.0/This is an open access article under the terms of the http://creativecommons.org/licenses/by-nc-nd/4.0/ (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use and distribution in any medium, provided the original work is properly cited, the use is non‐commercial and no modifications or adaptations are made. |
spellingShingle | Original Articles Åberg, Fredrik Danford, Christopher J. Thiele, Maja Talbäck, Mats Rasmussen, Ditlev Nytoft Jiang, Z. Gordon Hammar, Niklas Nasr, Patrik Ekstedt, Mattias But, Anna Puukka, Pauli Krag, Aleksander Sundvall, Jouko Erlund, Iris Salomaa, Veikko Stål, Per Kechagias, Stergios Hultcrantz, Rolf Lai, Michelle Afdhal, Nezam Jula, Antti Männistö, Satu Lundqvist, Annamari Perola, Markus Färkkilä, Martti Hagström, Hannes A Dynamic Aspartate‐to‐Alanine Aminotransferase Ratio Provides Valid Predictions of Incident Severe Liver Disease |
title | A Dynamic Aspartate‐to‐Alanine Aminotransferase Ratio Provides Valid Predictions of Incident Severe Liver Disease |
title_full | A Dynamic Aspartate‐to‐Alanine Aminotransferase Ratio Provides Valid Predictions of Incident Severe Liver Disease |
title_fullStr | A Dynamic Aspartate‐to‐Alanine Aminotransferase Ratio Provides Valid Predictions of Incident Severe Liver Disease |
title_full_unstemmed | A Dynamic Aspartate‐to‐Alanine Aminotransferase Ratio Provides Valid Predictions of Incident Severe Liver Disease |
title_short | A Dynamic Aspartate‐to‐Alanine Aminotransferase Ratio Provides Valid Predictions of Incident Severe Liver Disease |
title_sort | dynamic aspartate‐to‐alanine aminotransferase ratio provides valid predictions of incident severe liver disease |
topic | Original Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8183175/ https://www.ncbi.nlm.nih.gov/pubmed/34141987 http://dx.doi.org/10.1002/hep4.1700 |
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