Workflow Type: Galaxy
Pseudobulk Analysis Workflow for Tutorial
Associated Tutorial
This workflows is part of the tutorial Pseudobulk Analysis with Decoupler and EdgeR, available in the GTN
Features
- Includes Galaxy Workflow Tests
- Includes a Galaxy Workflow Report
Thanks to...
Workflow Author(s): Diana Chiang Jurado, Pavankumar Videm
Tutorial Author(s): Diana Chiang Jurado
Tutorial Contributor(s): Pavankumar Videm, Björn Grüning, Saskia Hiltemann, Diana Chiang Jurado
Inputs
| ID | Name | Description | Type |
|---|---|---|---|
| ncm_pdcs_subset.h5ad | ncm_pdcs_subset.h5ad | n/a |
|
Steps
| ID | Name | Description |
|---|---|---|
| 1 | Inspect AnnData Object | Retrieve general information of the AnnData object toolshed.g2.bx.psu.edu/repos/iuc/anndata_inspect/anndata_inspect/0.10.9+galaxy1 |
| 2 | Filter Cell-Type | Filter pDC and/or Non_Classical_Monocyte clusters for DEG analysis. toolshed.g2.bx.psu.edu/repos/iuc/scanpy_filter/scanpy_filter/1.10.2+galaxy3 |
| 3 | Pseudobulk with decoupler | Generate pseudobulk counts, samples metadata, genes metadata files plus two plots to inspect the pseudobulk results. toolshed.g2.bx.psu.edu/repos/ebi-gxa/decoupler_pseudobulk/decoupler_pseudobulk/1.4.0+galaxy8 |
| 4 | Replace Text | replace [ --+*^]+ with _ for easier file handling toolshed.g2.bx.psu.edu/repos/bgruening/text_processing/tp_replace_in_line/9.3+galaxy1 |
| 5 | Replace Text | toolshed.g2.bx.psu.edu/repos/bgruening/text_processing/tp_replace_in_line/9.3+galaxy1 |
| 6 | Remove columns | toolshed.g2.bx.psu.edu/repos/iuc/column_remove_by_header/column_remove_by_header/1.0 |
| 7 | Replace Text | toolshed.g2.bx.psu.edu/repos/bgruening/text_processing/tp_replace_in_column/9.3+galaxy1 |
| 8 | Generating Contrast File | toolshed.g2.bx.psu.edu/repos/bgruening/text_processing/tp_awk_tool/9.3+galaxy1 |
| 9 | edgeR | toolshed.g2.bx.psu.edu/repos/iuc/edger/edger/3.36.0+galaxy5 |
| 10 | Extract dataset | __EXTRACT_DATASET__ |
| 11 | Remove columns | toolshed.g2.bx.psu.edu/repos/iuc/column_remove_by_header/column_remove_by_header/1.0 |
| 12 | Volcano Plot | toolshed.g2.bx.psu.edu/repos/iuc/volcanoplot/volcanoplot/0.0.6 |
Outputs
| ID | Name | Description | Type |
|---|---|---|---|
| General AnnData Information | General AnnData Information | n/a |
|
| anndata_out | anndata_out | n/a |
|
| genes_metadata | genes_metadata | n/a |
|
| samples_metadata | samples_metadata | n/a |
|
| count_matrix | count_matrix | n/a |
|
| plot_output | plot_output | n/a |
|
| filter_by_expr_plot | filter_by_expr_plot | n/a |
|
| Samples Metadata | Samples Metadata | n/a |
|
| Contrast File | Contrast File | n/a |
|
| outTables | outTables | n/a |
|
| output | output | n/a |
|
| DEG Table | DEG Table | n/a |
|
| Volcano Plot DEG | Volcano Plot DEG | n/a |
|
Version History
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Views: 1472 Downloads: 180 Runs: 0
Created: 2nd Jun 2025 at 10:58
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