Pseudobulk with decoupler and edgeR tutorial workflow
2.0

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

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

gtn star logo followed by the word workflows

Inputs

ID Name Description Type
ncm_pdcs_subset.h5ad ncm_pdcs_subset.h5ad n/a
  • File

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
  • File
anndata_out anndata_out n/a
  • File
genes_metadata genes_metadata n/a
  • File
samples_metadata samples_metadata n/a
  • File
count_matrix count_matrix n/a
  • File
plot_output plot_output n/a
  • File
filter_by_expr_plot filter_by_expr_plot n/a
  • File
Samples Metadata Samples Metadata n/a
  • File
Contrast File Contrast File n/a
  • File
outTables outTables n/a
  • File
output output n/a
  • File
DEG Table DEG Table n/a
  • File
Volcano Plot DEG Volcano Plot DEG n/a
  • File

Version History

2.0 (earliest) Created 2nd Jun 2025 at 10:58 by GTN Bot

Added/updated 4 files


Open master 08338d5
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Created: 2nd Jun 2025 at 10:58

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