Final - Modeling Breast Cancer Subtypes (flexynesis only)
statistics-flexynesis_classification/main-workflow
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flowchart TD 0["ℹ️ Input Dataset\nclin_train"]; style 0 stroke:#2c3143,stroke-width:4px; 1["ℹ️ Input Dataset\nclin_test"]; style 1 stroke:#2c3143,stroke-width:4px; 2["ℹ️ Input Dataset\ngex_train"]; style 2 stroke:#2c3143,stroke-width:4px; 3["ℹ️ Input Dataset\ngex_test"]; style 3 stroke:#2c3143,stroke-width:4px; 4["ℹ️ Input Dataset\ncna_train"]; style 4 stroke:#2c3143,stroke-width:4px; 5["ℹ️ Input Dataset\ncna_test"]; style 5 stroke:#2c3143,stroke-width:4px; 6[" Flexynesis niter1"]; 5 -->|output| 6; 4 -->|output| 6; 1 -->|output| 6; 3 -->|output| 6; 0 -->|output| 6; 2 -->|output| 6; a3d336d0-14da-4688-8f20-9fbe4a3745a5["Output\nniter1 flexynesis output"]; 6 --> a3d336d0-14da-4688-8f20-9fbe4a3745a5; style a3d336d0-14da-4688-8f20-9fbe4a3745a5 stroke:#2c3143,stroke-width:4px; 7[" Flexynesis niter5"]; 5 -->|output| 7; 4 -->|output| 7; 1 -->|output| 7; 3 -->|output| 7; 0 -->|output| 7; 2 -->|output| 7; d3447b34-1233-4c77-a348-387e5e021782["Output\nniter5 flexynesis output"]; 7 --> d3447b34-1233-4c77-a348-387e5e021782; style d3447b34-1233-4c77-a348-387e5e021782 stroke:#2c3143,stroke-width:4px; 8["Extract prediction table - niter1"]; 6 -->|results| 8; 9["Extract test embeddings - niter1"]; 6 -->|results| 9; 10["Extract prediction table - niter5"]; 7 -->|results| 10; 11["Extract test embeddings - niter5"]; 7 -->|results| 11; 12["Sort"]; 8 -->|output| 12; 13["Sort"]; 10 -->|output| 13; 14["Flexynesis plot"]; 9 -->|output| 14; 12 -->|outfile| 14; a132b519-38f8-4d0a-af84-4343a24a1f7a["Output\nembedding plot umap - niter1"]; 14 --> a132b519-38f8-4d0a-af84-4343a24a1f7a; style a132b519-38f8-4d0a-af84-4343a24a1f7a stroke:#2c3143,stroke-width:4px; 15["UMAP plot on test embeddings"]; 11 -->|output| 15; 13 -->|outfile| 15; bd28d5e9-97ed-419e-b4e6-0e31eef2db18["Output\nembedding plot umap - niter5"]; 15 --> bd28d5e9-97ed-419e-b4e6-0e31eef2db18; style bd28d5e9-97ed-419e-b4e6-0e31eef2db18 stroke:#2c3143,stroke-width:4px;
Inputs
| Input | Label |
|---|---|
| Input dataset | clin_train |
| Input dataset | clin_test |
| Input dataset | gex_train |
| Input dataset | gex_test |
| Input dataset | cna_train |
| Input dataset | cna_test |
Outputs
| From | Output | Label |
|---|---|---|
| toolshed.g2.bx.psu.edu/repos/bgruening/flexynesis/flexynesis/1.1.10+galaxy0 | Flexynesis | Flexynesis niter1 |
| toolshed.g2.bx.psu.edu/repos/bgruening/flexynesis/flexynesis/1.1.10+galaxy0 | Flexynesis | Flexynesis niter5 |
| toolshed.g2.bx.psu.edu/repos/bgruening/flexynesis_plot/flexynesis_plot/1.1.10+galaxy0 | Flexynesis plot | |
| toolshed.g2.bx.psu.edu/repos/bgruening/flexynesis_plot/flexynesis_plot/1.1.10+galaxy0 | Flexynesis plot | UMAP plot on test embeddings |
Tools
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 galaxy-workflows-activity Workflows in the Galaxy activity bar (on the left side of the screen, or in the top menu bar of older Galaxy instances). 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 |
|---|---|---|---|
| 7 | bfa590f9f | 2026-05-15 15:37:11 | update workflow |
| 6 | 71d1d0c0d | 2026-05-15 13:59:53 | update WF |
| 5 | 56301c1b7 | 2026-05-15 13:57:30 | update workflow |
| 4 | 0cf4ca253 | 2026-05-15 09:03:05 | Update main_workflow.ga |
| 3 | 51720f0d6 | 2025-08-05 08:49:26 | update WF and test |
| 2 | 40931e556 | 2025-08-01 11:37:41 | add test |
| 1 | 839f89865 | 2025-07-31 21:02:27 | start classification |
For Admins
Installing the workflow tools
wget https://training.galaxyproject.org/training-material/topics/statistics/tutorials/flexynesis_classification/workflows/main_workflow.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
Download Workflow RO-Crate