Information mismatch in PHH3-assisted mitosis annotation leads to interpretation shifts in H&E slide analysis

J Ganz, C Marzahl, J Ammeling, E Rosbach… - Scientific Reports, 2024 - nature.com
The count of mitotic figures (MFs) observed in hematoxylin and eosin (H&E)-stained slides is
an important prognostic marker, as it is a measure for tumor cell proliferation. However, the …

Transformation from hematoxylin-and-eosin staining to Ki-67 immunohistochemistry digital staining images using deep learning: experimental validation on the …

C Ji, K Oshima, T Urata, F Kimura… - Journal of Medical …, 2024 - spiedigitallibrary.org
Purpose Endometrial cancer (EC) is one of the most common types of cancer affecting
women. While the hematoxylin-and-eosin (H&E) staining remains the standard for …

[HTML][HTML] Artificial intelligence-based automated determination in breast and colon cancer and distinction between atypical and typical mitosis using a cloud-based …

N Bakoglu, E Cesmecioglu, H Sakamoto… - Pathology and …, 2024 - por-journal.com
Artificial intelligence (AI) technology in pathology has been utilized in many areas and
requires supervised machine learning. Notably, the annotations that define the ground truth …

LP norm regularized deep CNN classifier based on biwolf optimization for mitosis detection in histopathology images

J Lijo, S Janardhanan Subramanian - International Journal of Information …, 2024 - Springer
Mitosis detection, a crucial biomedical process, faces challenges like cell morphology
variability, poor contrast, overcrowding, and limited annotated dataset availability. This …

Information Mismatch in PHH3-Assisted Mitosis Annotation Leads to Interpretation Shifts in H&E Slide Analysis

M Aubreville, J Ganz, C Marzahl, J Ammeling… - 2024 - researchsquare.com
The count of mitotic figures (MFs) observed in hematoxylin and eosin (H&E)-stained slides is
an important prognostic marker, as it is a measure for tumor cell proliferation. However, the …