Diagnosis and Characterization of Non-Alcoholic Fatty Liver Disease Based on Artificial Intelligence.

Author(s):  
Cancers ◽  
2021 ◽  
Vol 13 (4) ◽  
pp. 790
Author(s):  
Monica Lupsor-Platon ◽  
Teodora Serban ◽  
Alexandra Iulia Silion ◽  
George Razvan Tirpe ◽  
Alexandru Tirpe ◽  
...  

Global statistics show an increasing percentage of patients that develop non-alcoholic fatty liver disease (NAFLD) and NAFLD-related hepatocellular carcinoma (HCC), even in the absence of cirrhosis. In the present review, we analyzed the diagnostic performance of ultrasonography (US) in the non-invasive evaluation of NAFLD and NAFLD-related HCC, as well as possibilities of optimizing US diagnosis with the help of artificial intelligence (AI) assistance. To date, US is the first-line examination recommended in the screening of patients with clinical suspicion of NAFLD, as it is readily available and leads to a better disease-specific surveillance. However, the conventional US presents limitations that significantly hamper its applicability in quantifying NAFLD and accurately characterizing a given focal liver lesion (FLL). Ultrasound contrast agents (UCAs) are an essential add-on to the conventional B-mode US and to the Doppler US that further empower this method, allowing the evaluation of the enhancement properties and the vascular architecture of FLLs, in comparison to the background parenchyma. The current paper also explores the new universe of AI and the various implications of deep learning algorithms in the evaluation of NAFLD and NAFLD-related HCC through US methods, concluding that it could potentially be a game changer for patient care.


2015 ◽  
Vol 62 ◽  
pp. S711-S712
Author(s):  
V. Marin ◽  
N. Rosso ◽  
M. Dal Ben ◽  
A. Raseni ◽  
C. Degrassi ◽  
...  

PLoS ONE ◽  
2016 ◽  
Vol 11 (2) ◽  
pp. e0149948 ◽  
Author(s):  
Liying Yao ◽  
Masanori Abe ◽  
Keitarou Kawasaki ◽  
Sheikh Mohammad Fazle Akbar ◽  
Bunzo Matsuura ◽  
...  

2018 ◽  
Vol 16 (1) ◽  
Author(s):  
Christos Spanos ◽  
Elaina M. Maldonado ◽  
Ciarán P. Fisher ◽  
Petchpailin Leenutaphong ◽  
Ernesto Oviedo-Orta ◽  
...  

2015 ◽  
Vol 10 (4) ◽  
pp. 632-639 ◽  
Author(s):  
Bashar Mohamad ◽  
Vaishal Shah ◽  
Mykola Onyshchenko ◽  
Mohammed Elshamy ◽  
Federico Aucejo ◽  
...  

Sign in / Sign up

Export Citation Format

Share Document