Published July 26, 2024 | Version v1
Dataset Open

IMMUcan panel 1 cell type classification

Description

This repo contains Imaging Mass Cytometry data from 179 cancer patients collected during the IHI2 funded IMMUcan project.

 

Background:

IMMUcan (https://immucan.eu/) collects samples from cancer patients for multimodal analysis. Amongst those Imaging Mass Cytometry (IMC). Samples collection occurs over 6 years. For reproducible cell typing over time, a cell phenotype classifier was built from manually annotated data. The classifier was trained on a first batch of annotated images (V1) and then trained again with a second round of annotated images (V3). A final classifier was build which is used within IMMUcan to classify cell phenotypes for IMC panel 1 for all cancer patients.

 

The dataset contains:

  • sce_labelled_V1.rds_ is the `SingleCellExperiment` object containing all labelled cells from the first batch of labelling
  • sce_labelled_V3.rds_ is the `SingleCellExperiment` object containing all labelled cells from the second batch of labelling
  • rf_images_DCfix.rds_ is the RF model which can be used for cell type predictions
  • sce_raw.rds_ is the `SingleCellExperiment` object containing all cells from the 179 images. the trained classifier has been applied to this dataset which can be used to view the classification results of cell phenotypes on images using the bioconductor packages cytomapper or cytoviewer. 
  • all_images.rds a `CytoImageList` object which contains all the images from all images
  • all_masks.rds a `CytoImageList` object which contains all single-cell segmentation masks from all images
  • a zip archive `images_masks` containing the tiff images and masks from all 179 images, a CytoImageList Object for images (all_images.rds) and a CytoListImage object for all masks (all_masks.rds)

 

 

 

 

Files

images_masks.zip

Files (3.1 GB)

Name Size Download all
md5:2e1a7f8d4fdf6098b29a8fb3386c7b8d
1.2 GB Download
md5:15048b5e478a537ce534630acff6cee1
12.5 MB Download
md5:320ea08efd16cb8047497a1badd91d77
898.8 MB Preview Download
md5:4bcad006478e8a27d5058aca50d8593f
232.3 MB Download
md5:bdd982c3b307245032a050445b673b22
366.0 MB Download
md5:ff197c802076fda6336e80aab54a1438
79.1 MB Download
md5:40294c9caacc660cc23c57cc86c619e0
297.4 MB Download

Additional details

Related works

Is supplement to
Dataset: 10.5281/zenodo.13132656 (DOI)

Funding

European Commission
IMMUcan – Integrated IMMUnoprofiling of large adaptive CANcer patients cohorts 821558

Software

Repository URL
https://github.com/ImmucanWP7/IMMUcan_IMC_panel_1_cell_type_classifier
Programming language
R
Development Status
Active