Related Experiment Video
Updated: Sep 17, 2025

Histological-Based Stainings Using Free-Floating Tissue Sections
Published on: August 25, 2020
H&E to IHC virtual staining methods in breast cancer: an overview and benchmarking
Pascal Klöckner1, José Teixeira1,2,3, Diana Montezuma4,5
1Computational Pathology Group, The Netherlands Cancer Institute, Amsterdam, The Netherlands.
Abstract:
Immunohistochemistry (IHC) is crucial for the clinical categorisation of breast cancer cases. Deep generative models may offer a cost-effective alternative by virtually generating IHC images from hematoxylin and eosin samples. This review explores the state-of-the-art in virtual staining for breast cancer biomarkers (HER2, PgR, ER and Ki-67) and benchmarks several models on public datasets. It serves as a resource for researchers and clinicians interested in applying or developing virtual staining techniques.
More Related Videos
07:32Author Spotlight: Investigating Immune Cell Dynamics in the Tumor Microenvironment — Challenges and Innovations in Cancer Prognosis
Published on: April 12, 2024
11:34Building Up a High-throughput Screening Platform to Assess the Heterogeneity of HER2 Gene Amplification in Breast Cancers
Published on: December 5, 2017