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steinbock results of IMC example data

Abstract

This repository hosts the results of processing example imaging mass cytometry (IMC) data hosted at zenodo.org/record/5949116 using the steinbock framework available at github.com/BodenmillerGroup/steinbock. Please refer to steinbock.sh for how these data were generated from the raw data. The following files are part of this repository: panel.csv: contains channel information regarding the used antibodies in steinbock format img.zip: contains hot pixel filtered multi-channel images derived from the IMC raw data. One file per acquisition is generated images.csv: contains metadata per acquisition pixel_classifier.ilp: ilastik pixel classifier (same as the one in zenodo.org/record/6043544) ilastik_crops.zip: image crops on which the ilastik classifier was trained (same as the ones in zenodo.org/record/6043544) ilastik_img.zip: contains multi-channel images (one per acquisition) in .h5 format for ilastik pixel classification ilastik_probabilities.zip: 3 channel images containing the pixel probabilities after pixel classification masks_ilastik.zip: segmentation masks derived from the ilastik pixel probabilities using the cell_segmentation.cppipe pipeline masks_deepcell.zip: segmentation masks derived by deepcell segmentation intensities.zip: Contains one .csv file per acquisition. Each file contains single-cell measures of the mean pixel intensity per cell and channel based on the files in img.zip and masks_deepcell.zip. regionprops.zip: Contains one .csv file per acquisition. Each file contains single-cell measures of the morphological features and location of cells based on masks_deepcell.zip. neighbors.zip: Contains one .csv file per acquisition. Each file contains an edge list of cell IDs indicating cells in close proximity based on masks_deepcell.zip. ome.zip: contains .ome.tiff files derived from img.zip; one file per acquisition histocat.zip: contains single-channel .tiff files with segmentation masks derived from masks_deepcell.zip for upload to histoCAT (bodenmillergroup.github.io/histoCAT) cells.csv: contains intensity and regionprop measurements of all cells cells_csv.zip: contains intensity and regionprop measurements of all cells per acquisition cells.fcs: contains intensity and regionprop measurements of all cells in fcs format cells_fcs.zip: contains intensity and regionprop measurements of all cells per acquisition in fcs format cells.h5ad: contains intensity, regionprop and neighbor measurements of all cells in anndata format cells_h5ad: contains intensity regionprop and neighbor measurements of all cells per acquisition in anndata format graphs.zip: contains spatial object graphs in .graphml format; one file per acquisition

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Keywords

Imaging mass cytometry, Image analysis

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popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
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This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
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