Ultrasound‐Based Machine Learning Approach for Detection of Nonalcoholic Fatty Liver Disease

A Tahmasebi, S Wang, CE Wessner… - … of Ultrasound in …, 2023 - Wiley Online Library
Objectives Current diagnosis of nonalcoholic fatty liver disease (NAFLD) relies on biopsy or
MR‐based fat quantification. This prospective study explored the use of ultrasound with …

Noninvasive diagnosis of nonalcoholic fatty liver disease and quantification of liver fat with radiofrequency ultrasound data using one-dimensional convolutional …

A Han, M Byra, E Heba, MP Andre, JW Erdman Jr… - Radiology, 2020 - pubs.rsna.org
Background Radiofrequency ultrasound data from the liver contain rich information about
liver microstructure and composition. Deep learning might exploit such information to assess …

Automated machine learning in the sonographic diagnosis of non-alcoholic fatty liver disease

S Gummadi, N Patel… - ADVANCED …, 2020 - journaladvancedultrasound.com
Objective: This study evaluated the performance of automated machine-learning to
diagnose non-alcoholic fatty liver disease (NAFLD) by ultrasound and compared these …

NAFL screening score: a basic score identifying ultrasound-diagnosed non-alcoholic fatty liver

YJ Zhou, YF Zhou, JN Zheng, WY Liu, S Van Poucke… - Clinica Chimica …, 2017 - Elsevier
Background Several non-invasive diagnostic scores for non-alcoholic fatty liver (NAFL) have
been developed, but the clinical application is limited because of their complexity. Aim To …

Development and validation of a neural network for NAFLD diagnosis

P Sorino, A Campanella, C Bonfiglio, A Mirizzi… - Scientific Reports, 2021 - nature.com
Abstract Non-Alcoholic Fatty Liver Disease (NAFLD) affects about 20–30% of the adult
population in developed countries and is an increasingly important cause of hepatocellular …

Noninvasive diagnosis of nonalcoholic fatty liver disease and quantification of liver fat using a new quantitative ultrasound technique

SC Lin, E Heba, T Wolfson, B Ang, A Gamst… - Clinical …, 2015 - Elsevier
Background & Aims Liver biopsy analysis is the standard method used to diagnose
nonalcoholic fatty liver disease (NAFLD). Advanced magnetic resonance imaging is a …

Comparison and development of advanced machine learning tools to predict nonalcoholic fatty liver disease: An extended study

YX Liu, X Liu, C Cen, X Li, JM Liu, ZY Ming… - … & Pancreatic Diseases …, 2021 - Elsevier
Background Nonalcoholic fatty liver disease (NAFLD) is a public health challenge and
significant cause of morbidity and mortality worldwide. Early identification is crucial for …

Diagnostic performance of 9 quantitative ultrasound parameters for detection and classification of hepatic steatosis in nonalcoholic fatty liver disease

AM Pirmoazen, A Khurana, AM Loening… - Investigative …, 2022 - journals.lww.com
Background Nonalcoholic fatty liver disease (NAFLD) is a leading cause of chronic liver
disease worldwide. Quantitative ultrasound (QUS) parameters based on radiofrequency raw …

Development and validation of a clinical and laboratory-based nomogram to predict nonalcoholic fatty liver disease

C Cen, W Wang, S Yu, X Tang, J Liu, Y Liu… - Hepatology …, 2020 - Springer
Background and aim Nonalcoholic fatty liver disease (NAFLD) is becoming the leading
cause of chronic liver disease in China. The early identification and management of patients …

Accuracy of ultrasound diagnosis of nonalcoholic fatty liver disease in patients with classes II and III obesity: A pathological image study

G Leivas, CK Maraschin, CA Blume, GH Telo… - Obesity research & …, 2021 - Elsevier
Liver biopsy is the gold standard method to diagnose nonalcoholic fatty liver disease
(NAFLD). However, ultrasound is widely recommended as the first-line imaging test for …