clara-parabricks/rapids-single-cell-examples: v2021.03.0
- 1. @Nvidia
- 2. @Nvidia @rapidsai
- 3. Nvidia
- 4. Carbin Lab, MIT CSAIL
Description
This release includes the following five example notebooks, covering single-cell RNA-seq and single-cell ATAC-seq analysis with RAPIDS.
Example 1: Single-cell RNA-seq of 70,000 Human Lung Cells Example 2: Single-cell RNA-seq of 1 Million Mouse Brain Cells Example 3: GPU-based Interactive Visualization of 70,000 Human Lung Cells Example 4: Droplet Single-cell ATAC-seq of 60K Bone Marrow Cells Example 5: Visualizing Chromatin Accessibility in 5,000 PBMCs with RAPIDS and AtacWorks
The release includes many functions, which are demonstrated in the notebooks, to enable easy adaptation of RAPIDS for single-cell analysis. rapids_scanpy_funcs.py: preprocessing, clustering and differential analysis coverage.py: functions to calculate coverage of a genomic region in single-cell ATAC-seq and integrate with AtacWorks for denoising and peak calling visualize.py: functions to create interactive visualizations of single-cell data using RAPID and Plotly.
Files
clara-parabricks/rapids-single-cell-examples-v2021.03.0.zip
Files
(14.9 MB)
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Additional details
Related works
- Is supplement to
- https://github.com/clara-parabricks/rapids-single-cell-examples/tree/v2021.03.0 (URL)