Benchmark datasets for Spotless
Description
In standards.tar.gz, the silver standards are formatted as silver_standard_i-j, where i refers to the originating single-cell dataset and j refers to the synthspot abundance pattern. Each directory of the silver standard contains 10 replicates. All reference datasets are in the 'reference/' folder.
Single-cell dataset:
- Brain cortex
- Single-cell cerebellum
- Single-nucleus cerebellum
- Hippocampus
- Kidney
- Squamous cell carcinoma
- Melanoma
Abundance patterns:
- Uniform distinct
- Diverse distinct
- Uniform overlap
- Diverse overlap
- Dominant cell type
- Partially dominant cell type
- Rare cell type
- Regionally rare cell type
- Missing cell types
We only uploaded .rds files to keep the file size smaller. For more information on file conversion, please visit the GitHub repository.
To use liver_dataset.tar.gz, please read liver_README.txt before proceeding.
dataset_visualizations.zip contain visualizations of the gold standard, silver standard, and case study datasets.
raw_results.zip contains the proportions and evaluation metrics of each method, as well as aggregated metrics used to generate plots. They can be used in tandem with the scripts in the GitHub repository.
Files
dataset_visualizations.zip
Files
(13.6 GB)
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md5:8a01133b43e06239bc040cf7d2fce84d
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19.6 MB | Preview Download |
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md5:2bdfe7ecb171f287825dc7be6266dc54
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4.5 GB | Download |
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md5:d97de2bda56b197ab8444fd821ab77db
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1.3 GB | Download |
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md5:7acc900ec8342f7db8101c7fb82e5566
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874.5 MB | Preview Download |
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md5:5021b79d59892de76bfb1cfdeae8a5e6
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6.9 GB | Download |
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md5:508ff22d0f01f8a2223bb64a0c124f68
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83.5 MB | Download |
Additional details
Related works
- Is described by
- Publication: 10.7554/eLife.88431.3 (DOI)
Software
- Repository URL
- https://github.com/saeyslab/spotless-benchmark
- Programming language
- Nextflow