muspan.datasets#
The MuSpAn datasets module provides example datasets as MuSpAn domains for testing and demonstration purposes.
Loading in example datasets
Load an example domain file. |
Example datasets
Domain name |
Visualisation |
Description |
---|---|---|
Synthetic-Points-Random |
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A synthetic dataset of points randomly distributed (poisson point process) in a square region. The points have labels ‘Celltype’ with four categories: ‘A’, ‘B’, ‘C’, ‘D’ equally distributed. |
Synthetic-Points-Aggregation |
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A synthetic dataset of points in aggregated clusters in a square region. The points have labels ‘Celltype’ with four categories: ‘A’, ‘B’, ‘C’, ‘D’. Points with labels ‘A’, ‘B’ and ‘C’ are aggregated in clusters, while points with label ‘D’ are randomly distributed (poisson point process). |
Synthetic-Points-Exclusion |
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A synthetic dataset of points defining a region of exclusion in a square region. The points have labels ‘Celltype’ with four categories: ‘A’, ‘B’, ‘C’, ‘D’. Points with labels ‘A’, ‘B’ and ‘D’ are aggregated in central region with label ‘C’ points excluded from this region. |
Synthetic-Points-Architecture |
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A synthetic dataset of points with different spatial architectures in a square region. The points have labels ‘Celltype’ with four categories: ‘A’, ‘B’, ‘C’, ‘D’. Points with labels ‘A’ and ‘B’ form small regular annulus structures. Points in label ‘C’ form a large circle structure. Points in label ‘D’ are randomly distributed (poisson point process). |
Xenium-Healthy-Colon |
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A selected ROI from a sample of healthy colon tissue from a 10x Xenium dataset provided in the public resources repository, see link. The domain contains cell boundaries, nuclei and a selection of transcripts: Mylk, Myl9, Cnn1, Mgll, Mustn1, Oit1, Cldn2, Nupr1, Sox9, Ccl9. The dataset also contains cell clustering labels produced by Xenium Onboard Analysis using the ‘Graph-based’ method. This dataset is licensed under the Creative Commons Attribution license. |
Macrophage-Hypoxia-ROI |
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A 1.5mm square region of interest formed from a stack of aligned IHC slides in a human head and neck cancer image, see link. The domain contains cell centre locations of macrophages (CD68+), and shapes which denote boundaries of PanCK (a tumour marker), CAIX (a marker for hypoxia) and Pimonidazole (a marker for severe hypoxia). |
Mouse-Colon-Carcinoma |
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A 1mm square image of mouse colorectal carcinoma containing 5 different immune markers and one epithelial marker. This dataset was used the paper Extended correlation functions for spatial analysis of multiplex imaging data. |