Topological feature extraction and visualization of whole slide images using graph neural networks
Whole-slide images (WSI) are digitized representations of thin sections of stained tissue
from various patient sources (biopsy, resection, exfoliation, fluid) and often exceed 100,000 …
from various patient sources (biopsy, resection, exfoliation, fluid) and often exceed 100,000 …
A large-scale internal validation study of unsupervised virtual trichrome staining technologies on nonalcoholic steatohepatitis liver biopsies
JJ Levy, N Azizgolshani, MJ Andersen Jr… - Modern …, 2021 - nature.com
Non-alcoholic steatohepatitis (NASH) is a fatty liver disease characterized by accumulation
of fat in hepatocytes with concurrent inflammation and is associated with morbidity, cirrhosis …
of fat in hepatocytes with concurrent inflammation and is associated with morbidity, cirrhosis …
Robust quad-tree based registration on whole slide images
The registration of whole slide images (WSIs) provides the basis for many subsequent
processing steps in digital pathology. For instance, the registration of immunohistochemistry …
processing steps in digital pathology. For instance, the registration of immunohistochemistry …
Valis: virtual alignment of pathology image series
CD Gatenbee, AM Baker, S Prabhakaran, RJC Slebos… - bioRxiv, 2021 - biorxiv.org
Spatial analyses can reveal important interactions between and among cells and their
microenvironment. However, most existing staining methods are limited to a handful of …
microenvironment. However, most existing staining methods are limited to a handful of …
Artificial intelligence in anatomic pathology
JJ Levy, LJ Vaickus - Advances in …, 2021 - advancesinmolecularpathology.com
Board-certified anatomic pathologists spend years developing domain-specific visual skills
and heuristics, which allow them to efficiently (both temporally and mentally) detect and …
and heuristics, which allow them to efficiently (both temporally and mentally) detect and …
Artificial intelligence and deep learning in molecular testing
J Levy, L Vaickus - Diagnostic Molecular Pathology, 2024 - Elsevier
The sheer amount of information available from increasingly complex data modalities has
increased the potential for discovering novel therapeutics and decision aids that can assist …
increased the potential for discovering novel therapeutics and decision aids that can assist …
[PDF][PDF] Translating AI to Digital Pathology Workflow: Dealing with Scarce Data and High Variation by Minimising Complexities in Data and Model
GTUV Somaratne - 2021 - researchportal.murdoch.edu.au
The recent conversion to digital pathology using Whole Slide Images (WSIs) from
conventional pathology opened the doors for Artificial Intelligence (AI) in pathology …
conventional pathology opened the doors for Artificial Intelligence (AI) in pathology …