Suboptimal reliability of liver biopsy evaluation has implications for randomized clinical trials

BA Davison, SA Harrison, G Cotter, N Alkhouri… - Journal of …, 2020 - Elsevier
Background & Aims Liver biopsies are a critical component of pivotal studies in non-
alcoholic steatohepatitis (NASH), constituting inclusion criteria, risk stratification factors and …

The influence of dietary fat on liver fat accumulation

CJ Green, L Hodson - Nutrients, 2014 - mdpi.com
Obesity is a known risk factor for the development of non-alcoholic fatty liver disease
(NAFLD); however, it has been suggested that dietary fat, both amount and composition …

Assessment of hepatic steatosis by controlled attenuation parameter using the M and XL probes: an individual patient data meta-analysis

D Petroff, V Blank, PN Newsome, CS Voican… - The Lancet …, 2021 - thelancet.com
Background Diagnostic tools for liver disease can now include estimation of the grade of
hepatic steatosis (S0 to S3). Controlled attenuation parameter (CAP) is a non-invasive …

Artificial intelligence and deep learning: New tools for histopathological diagnosis of nonalcoholic fatty liver disease/nonalcoholic steatohepatitis

Y Takahashi, E Dungubat, H Kusano… - Computational and …, 2023 - Elsevier
Nonalcoholic fatty liver disease (NAFLD)/nonalcoholic steatohepatitis (NASH) is associated
with metabolic syndrome and is rapidly increasing globally with the increased prevalence of …

Correlations between MRI biomarkers PDFF and cT1 with histopathological features of non-alcoholic steatohepatitis

A Dennis, MD Kelly, C Fernandes, S Mouchti… - Frontiers in …, 2021 - frontiersin.org
Introduction Late stage clinical trials in non-alcoholic steatohepatitis (NASH) are currently
required by the FDA to use liver biopsy as a primary endpoint. The well-reported limitations …

Deep learning enables pathologist-like scoring of NASH models

F Heinemann, G Birk, B Stierstorfer - Scientific reports, 2019 - nature.com
Non-alcoholic fatty liver disease (NAFLD) and the progressive form of non-alcoholic
steatohepatitis (NASH) are diseases of major importance with a high unmet medical need …

Multi stain graph fusion for multimodal integration in pathology

C Dwivedi, S Nofallah, M Pouryahya… - Proceedings of the …, 2022 - openaccess.thecvf.com
In pathology, tissue samples are assessed using multiple staining techniques to enhance
contrast in unique histologic features. In this paper, we introduce a multimodal CNN-GNN …

[HTML][HTML] Quantitative multiparametric magnetic resonance imaging can aid non-alcoholic steatohepatitis diagnosis in a Japanese cohort

K Imajo, L Tetlow, A Dennis… - World journal of …, 2021 - ncbi.nlm.nih.gov
BACKGROUND Non-invasive assessment of non-alcoholic steatohepatitis (NASH) is
increasing in desirability due to the invasive nature and costs associated with the current …

Prediction of nonalcoholic fatty liver disease (NAFLD) activity score (NAS) with multiparametric hepatic magnetic resonance imaging and elastography

Z Yin, MC Murphy, J Li, KJ Glaser, AS Mauer… - European …, 2019 - Springer
Objectives To investigate the use of MR elastography (MRE)–derived mechanical properties
(shear stiffness (| G*|) and loss modulus (G ″)) and MRI-derived fat fraction (FF) to predict …

Deep learning quantification of percent steatosis in donor liver biopsy frozen sections

L Sun, JN Marsh, MK Matlock, L Chen, JP Gaut… - …, 2020 - thelancet.com
Background Pathologist evaluation of donor liver biopsies provides information for accepting
or discarding potential donor livers. Due to the urgent nature of the decision process, this is …