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Artificial intelligence for precision medicine in autoimmune liver disease

Autoimmune liver diseases (AiLDs) are rare autoimmune conditions of the liver and the biliary tree with unknown etiology and limited treatment options. AiLDs are inherently characterized by a high degree of complexity, which poses great challenges in understanding their etiopathogenesis, developing...

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Autores principales: Gerussi, Alessio, Scaravaglio, Miki, Cristoferi, Laura, Verda, Damiano, Milani, Chiara, De Bernardi, Elisabetta, Ippolito, Davide, Asselta, Rosanna, Invernizzi, Pietro, Kather, Jakob Nikolas, Carbone, Marco
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9691668/
https://www.ncbi.nlm.nih.gov/pubmed/36439097
http://dx.doi.org/10.3389/fimmu.2022.966329
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author Gerussi, Alessio
Scaravaglio, Miki
Cristoferi, Laura
Verda, Damiano
Milani, Chiara
De Bernardi, Elisabetta
Ippolito, Davide
Asselta, Rosanna
Invernizzi, Pietro
Kather, Jakob Nikolas
Carbone, Marco
author_facet Gerussi, Alessio
Scaravaglio, Miki
Cristoferi, Laura
Verda, Damiano
Milani, Chiara
De Bernardi, Elisabetta
Ippolito, Davide
Asselta, Rosanna
Invernizzi, Pietro
Kather, Jakob Nikolas
Carbone, Marco
author_sort Gerussi, Alessio
collection PubMed
description Autoimmune liver diseases (AiLDs) are rare autoimmune conditions of the liver and the biliary tree with unknown etiology and limited treatment options. AiLDs are inherently characterized by a high degree of complexity, which poses great challenges in understanding their etiopathogenesis, developing novel biomarkers and risk-stratification tools, and, eventually, generating new drugs. Artificial intelligence (AI) is considered one of the best candidates to support researchers and clinicians in making sense of biological complexity. In this review, we offer a primer on AI and machine learning for clinicians, and discuss recent available literature on its applications in medicine and more specifically how it can help to tackle major unmet needs in AiLDs.
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spelling pubmed-96916682022-11-26 Artificial intelligence for precision medicine in autoimmune liver disease Gerussi, Alessio Scaravaglio, Miki Cristoferi, Laura Verda, Damiano Milani, Chiara De Bernardi, Elisabetta Ippolito, Davide Asselta, Rosanna Invernizzi, Pietro Kather, Jakob Nikolas Carbone, Marco Front Immunol Immunology Autoimmune liver diseases (AiLDs) are rare autoimmune conditions of the liver and the biliary tree with unknown etiology and limited treatment options. AiLDs are inherently characterized by a high degree of complexity, which poses great challenges in understanding their etiopathogenesis, developing novel biomarkers and risk-stratification tools, and, eventually, generating new drugs. Artificial intelligence (AI) is considered one of the best candidates to support researchers and clinicians in making sense of biological complexity. In this review, we offer a primer on AI and machine learning for clinicians, and discuss recent available literature on its applications in medicine and more specifically how it can help to tackle major unmet needs in AiLDs. Frontiers Media S.A. 2022-11-11 /pmc/articles/PMC9691668/ /pubmed/36439097 http://dx.doi.org/10.3389/fimmu.2022.966329 Text en Copyright © 2022 Gerussi, Scaravaglio, Cristoferi, Verda, Milani, De Bernardi, Ippolito, Asselta, Invernizzi, Kather and Carbone https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Immunology
Gerussi, Alessio
Scaravaglio, Miki
Cristoferi, Laura
Verda, Damiano
Milani, Chiara
De Bernardi, Elisabetta
Ippolito, Davide
Asselta, Rosanna
Invernizzi, Pietro
Kather, Jakob Nikolas
Carbone, Marco
Artificial intelligence for precision medicine in autoimmune liver disease
title Artificial intelligence for precision medicine in autoimmune liver disease
title_full Artificial intelligence for precision medicine in autoimmune liver disease
title_fullStr Artificial intelligence for precision medicine in autoimmune liver disease
title_full_unstemmed Artificial intelligence for precision medicine in autoimmune liver disease
title_short Artificial intelligence for precision medicine in autoimmune liver disease
title_sort artificial intelligence for precision medicine in autoimmune liver disease
topic Immunology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9691668/
https://www.ncbi.nlm.nih.gov/pubmed/36439097
http://dx.doi.org/10.3389/fimmu.2022.966329
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