Combining datasets after pre-processing

single-cell-scrna-case_alevin-combine-datasets/combining-datasets-after-pre-processing

Author(s)
Julia Jakiela, Wendi Bacon
version Version
1
last_modification Last updated
Jun 13, 2024
license License
CC-BY-4.0
galaxy-tags Tags
name:training
name:single-cell

Features

Tutorial
hands_on Combining single cell datasets after pre-processing

Workflow Testing
Tests: ✅
Results: Not yet automated
FAIRness purl PURL
https://gxy.io/GTN:W00195
RO-Crate logo with flask Download Workflow RO-Crate Workflowhub cloud with gears logo View on WorkflowHub
Launch in Tutorial Mode question
galaxy-download Download
flowchart TD
  0["ℹ️ Input Dataset\nN701"];
  style 0 stroke:#2c3143,stroke-width:4px;
  1["ℹ️ Input Dataset\nN702"];
  style 1 stroke:#2c3143,stroke-width:4px;
  2["ℹ️ Input Dataset\nN703"];
  style 2 stroke:#2c3143,stroke-width:4px;
  3["ℹ️ Input Dataset\nN704"];
  style 3 stroke:#2c3143,stroke-width:4px;
  4["ℹ️ Input Dataset\nN705"];
  style 4 stroke:#2c3143,stroke-width:4px;
  5["ℹ️ Input Dataset\nN706"];
  style 5 stroke:#2c3143,stroke-width:4px;
  6["ℹ️ Input Dataset\nN707"];
  style 6 stroke:#2c3143,stroke-width:4px;
  7["Concatenating Datasets"];
  0 -->|output| 7;
  1 -->|output| 7;
  2 -->|output| 7;
  3 -->|output| 7;
  4 -->|output| 7;
  5 -->|output| 7;
  6 -->|output| 7;
  168d4710-570a-43b1-998a-2164154eebc5["Output\nCombined Object"];
  7 --> 168d4710-570a-43b1-998a-2164154eebc5;
  style 168d4710-570a-43b1-998a-2164154eebc5 stroke:#2c3143,stroke-width:4px;
  8["Inspect AnnData"];
  7 -->|anndata| 8;
  9["Inspect AnnData"];
  7 -->|anndata| 9;
  10["Inspect AnnData"];
  7 -->|anndata| 10;
  11["Replace Text"];
  9 -->|obs| 11;
  12["Replace Text"];
  9 -->|obs| 12;
  13["Cut"];
  11 -->|outfile| 13;
  8b026c35-f9db-4bcd-8cf5-54b7d6fb5aea["Output\nSex metadata"];
  13 --> 8b026c35-f9db-4bcd-8cf5-54b7d6fb5aea;
  style 8b026c35-f9db-4bcd-8cf5-54b7d6fb5aea stroke:#2c3143,stroke-width:4px;
  14["Cut"];
  12 -->|outfile| 14;
  6f55548b-5ded-42b8-b2f7-c7f1a327a068["Output\nGenotype metadata"];
  14 --> 6f55548b-5ded-42b8-b2f7-c7f1a327a068;
  style 6f55548b-5ded-42b8-b2f7-c7f1a327a068 stroke:#2c3143,stroke-width:4px;
  15["Paste"];
  14 -->|out_file1| 15;
  13 -->|out_file1| 15;
  2f0ea0f3-f2f7-44b2-b8f0-05d8cbb364a6["Output\nCell metadata"];
  15 --> 2f0ea0f3-f2f7-44b2-b8f0-05d8cbb364a6;
  style 2f0ea0f3-f2f7-44b2-b8f0-05d8cbb364a6 stroke:#2c3143,stroke-width:4px;
  16["Adding in cell metadata"];
  7 -->|anndata| 16;
  15 -->|out_file1| 16;
  2720386c-7273-49d6-abb0-9bd14f6cb68c["Output\nAnnData with Cell Metadata"];
  16 --> 2720386c-7273-49d6-abb0-9bd14f6cb68c;
  style 2720386c-7273-49d6-abb0-9bd14f6cb68c stroke:#2c3143,stroke-width:4px;
  17["Batching Cell Metadata"];
  16 -->|anndata| 17;
  b950c8db-abe1-4cb0-af58-d291d3b74a83["Output\nBatched Object"];
  17 --> b950c8db-abe1-4cb0-af58-d291d3b74a83;
  style b950c8db-abe1-4cb0-af58-d291d3b74a83 stroke:#2c3143,stroke-width:4px;
  18["Calculating mitochondrial "];
  17 -->|anndata| 18;
  2417284d-8252-43ff-84bf-6f15ef11cd05["Output\nAnnotated AnnData"];
  18 --> 2417284d-8252-43ff-84bf-6f15ef11cd05;
  style 2417284d-8252-43ff-84bf-6f15ef11cd05 stroke:#2c3143,stroke-width:4px;

Inputs

Input Label
Input dataset N701
Input dataset N702
Input dataset N703
Input dataset N704
Input dataset N705
Input dataset N706
Input dataset N707

Outputs

From Output Label
toolshed.g2.bx.psu.edu/repos/iuc/anndata_manipulate/anndata_manipulate/0.10.3+galaxy0 Manipulate AnnData Concatenating Datasets
Cut1 Cut
Cut1 Cut
Paste1 Paste
toolshed.g2.bx.psu.edu/repos/iuc/anndata_manipulate/anndata_manipulate/0.10.3+galaxy0 Manipulate AnnData Adding in cell metadata
toolshed.g2.bx.psu.edu/repos/iuc/anndata_manipulate/anndata_manipulate/0.10.3+galaxy0 Manipulate AnnData Batching Cell Metadata
toolshed.g2.bx.psu.edu/repos/ebi-gxa/anndata_ops/anndata_ops/1.9.3+galaxy0 AnnData Operations Calculating mitochondrial

Tools

Tool Links
Cut1
Paste1
toolshed.g2.bx.psu.edu/repos/bgruening/text_processing/tp_replace_in_column/9.3+galaxy0 View in ToolShed
toolshed.g2.bx.psu.edu/repos/ebi-gxa/anndata_ops/anndata_ops/1.9.3+galaxy0 View in ToolShed
toolshed.g2.bx.psu.edu/repos/iuc/anndata_inspect/anndata_inspect/0.10.3+galaxy0 View in ToolShed
toolshed.g2.bx.psu.edu/repos/iuc/anndata_manipulate/anndata_manipulate/0.10.3+galaxy0 View in ToolShed

To use these workflows in Galaxy you can either click the links to download the workflows, or you can right-click and copy the link to the workflow which can be used in the Galaxy form to import workflows.

Importing into Galaxy

Below are the instructions for importing these workflows directly into your Galaxy server of choice to start using them!
Hands-on: Importing a workflow
  • Click on Workflow on the top menu bar of Galaxy. You will see a list of all your workflows.
  • Click on galaxy-upload Import at the top-right of the screen
  • Provide your workflow
    • Option 1: Paste the URL of the workflow into the box labelled “Archived Workflow URL”
    • Option 2: Upload the workflow file in the box labelled “Archived Workflow File”
  • Click the Import workflow button

Below is a short video demonstrating how to import a workflow from GitHub using this procedure:

Video: Importing a workflow from URL

Version History

Version Commit Time Comments
1 923c71c75 2024-03-26 21:16:30 workflow tests

For Admins

Installing the workflow tools

wget https://training.galaxyproject.org/training-material/topics/single-cell/tutorials/scrna-case_alevin-combine-datasets/workflows/Combining-datasets-after-pre-processing.ga -O workflow.ga
workflow-to-tools -w workflow.ga -o tools.yaml
shed-tools install -g GALAXY -a API_KEY -t tools.yaml
workflow-install -g GALAXY -a API_KEY -w workflow.ga --publish-workflows