東京大学 医学部・大学院医学系研究科 衛生学教室
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Dataset and Software

■Dataset

PLISM: Large-scale histological image dataset toward stain and device-agnostic models.


Project page: https://p024eb.github.io/
Paper: https://www.nature.com/articles/s41597-024-03122-5


 

SegPath : The largest-scale datasets for the segmentation of cancer histology images


Project page: https://dakomura.github.io/SegPath/
Paper: https://www.cell.com/patterns/fulltext/S2666-3899(23)00019-3


 

Stomach Encyclopedia: Single-Cell and Spatial Transcriptome dataset of Human Stomach


Dataset (CosMx): https://zenodo.org/records/8333281

Dataset (scRNAseq):https://data.humancellatlas.org/explore/projects/cfece4d2-f18d-44ad-a46a-42bbcb5cb3b7

Paper: https://www.cell.com/cell-reports/fulltext/S2211-1247(23)01248-2


 

Histology images from uniform tumor regions in TCGA Whole Slide Images


Dataset: https://zenodo.org/record/5889558
Paper: https://www.sciencedirect.com/science/article/pii/S2211124722001486


 
■Software

Luigi: Large Scale HistoPathological Image Retrieval System


Link: https://luigi-pathology.com/
Paper: https://www.sciencedirect.com/science/article/pii/S2211124722001486


 

Luigi (iOS version)


Link: https://apps.apple.com/jp/app/luigi/id1246638302
Paper: https://www.sciencedirect.com/science/article/pii/S2211124722001486


 

deeptexture: Tools for deep texture representation for histology images


Github: https://github.com/dakomura/deep_texture_histology
Document: https://deep-texture-histology.readthedocs.io/en/latest/
Paper: https://star-protocols.cell.com/protocols/2546


 

Viola: a structural variant signature extractor with user-defined classifications


Github: https://github.com/dermasugita/Viola-SV
Document: https://viola-sv.readthedocs.io/en/1.0.x-stable-doc/
Paper: https://academic.oup.com/bioinformatics/article/38/2/540/6371863