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Artificial Intelligence in NAFLD: Will Liver Biopsy Still Be Necessary in the Future?

As the advanced form of nonalcoholic fatty liver disease (NAFLD), nonalcoholic steatohepatitis (NASH) will significantly increase the risks of liver fibrosis, cirrhosis, and HCC. However, there is no non-invasive method to distinguish NASH from NAFLD so far. Additionally, liver biopsy remains the go...

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Autores principales: Zhang, Lei, Mao, Yilei
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9818843/
https://www.ncbi.nlm.nih.gov/pubmed/36611577
http://dx.doi.org/10.3390/healthcare11010117
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author Zhang, Lei
Mao, Yilei
author_facet Zhang, Lei
Mao, Yilei
author_sort Zhang, Lei
collection PubMed
description As the advanced form of nonalcoholic fatty liver disease (NAFLD), nonalcoholic steatohepatitis (NASH) will significantly increase the risks of liver fibrosis, cirrhosis, and HCC. However, there is no non-invasive method to distinguish NASH from NAFLD so far. Additionally, liver biopsy remains the gold standard to diagnose NASH, which is not appropriate for routine screening. Recently, artificial intelligence (AI) is under rapid development in many aspects of medicine. Additionally, the application of AI in clinical information may have the potential to diagnose NASH non-invasively. This review summarizes the latest research using AI, specifically machine learning, to facilitate the diagnosis, prognosis, and monitoring of NAFLD. Additionally, according to our prior results, this work proposes future development in this area.
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spelling pubmed-98188432023-01-07 Artificial Intelligence in NAFLD: Will Liver Biopsy Still Be Necessary in the Future? Zhang, Lei Mao, Yilei Healthcare (Basel) Review As the advanced form of nonalcoholic fatty liver disease (NAFLD), nonalcoholic steatohepatitis (NASH) will significantly increase the risks of liver fibrosis, cirrhosis, and HCC. However, there is no non-invasive method to distinguish NASH from NAFLD so far. Additionally, liver biopsy remains the gold standard to diagnose NASH, which is not appropriate for routine screening. Recently, artificial intelligence (AI) is under rapid development in many aspects of medicine. Additionally, the application of AI in clinical information may have the potential to diagnose NASH non-invasively. This review summarizes the latest research using AI, specifically machine learning, to facilitate the diagnosis, prognosis, and monitoring of NAFLD. Additionally, according to our prior results, this work proposes future development in this area. MDPI 2022-12-30 /pmc/articles/PMC9818843/ /pubmed/36611577 http://dx.doi.org/10.3390/healthcare11010117 Text en © 2022 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Review
Zhang, Lei
Mao, Yilei
Artificial Intelligence in NAFLD: Will Liver Biopsy Still Be Necessary in the Future?
title Artificial Intelligence in NAFLD: Will Liver Biopsy Still Be Necessary in the Future?
title_full Artificial Intelligence in NAFLD: Will Liver Biopsy Still Be Necessary in the Future?
title_fullStr Artificial Intelligence in NAFLD: Will Liver Biopsy Still Be Necessary in the Future?
title_full_unstemmed Artificial Intelligence in NAFLD: Will Liver Biopsy Still Be Necessary in the Future?
title_short Artificial Intelligence in NAFLD: Will Liver Biopsy Still Be Necessary in the Future?
title_sort artificial intelligence in nafld: will liver biopsy still be necessary in the future?
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9818843/
https://www.ncbi.nlm.nih.gov/pubmed/36611577
http://dx.doi.org/10.3390/healthcare11010117
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