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Transcription factor and Pathway scoring using DoRothEA/PROGENy #99

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grst opened this issue Mar 24, 2023 · 2 comments
Open

Transcription factor and Pathway scoring using DoRothEA/PROGENy #99

grst opened this issue Mar 24, 2023 · 2 comments
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enhancement New feature or request

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@grst
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grst commented Mar 24, 2023

Description of feature

  • DoRothEA provides curated transciption factor activation signatures
  • PROGENy provides high-quality cancer pathway signatures that are based on "pathway responsive genes". This is superior over using e.g. KEGG pathways as the signatures are derived from perturbation experiments. As opposed to genes in a pathway (which might not change expression but just be phosphorylated), we actually know that the signature gene change on the mRNA level.

Dorothea may be useful for all sorts of samples, PROGENy is mostly useful in the field of (immuno-)oncology, but it could still make sense to include it as an optional step in the pipeline.

Possible implementation

Use decoupler (there is both an R version and a Python version) to compute Dorothea and Progeny scores based on the results of the differential gene expression analysis. Include plots such as this one in the MultiQC report:

(from https://decoupler-py.readthedocs.io/en/latest/notebooks/bulk.html)

@grst grst added the enhancement New feature or request label Mar 24, 2023
@pinin4fjords
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pinin4fjords commented Mar 24, 2023

Sounds good, PRs gratefully received.

This would need to be implemented as a non-local module first (i.e. PR'd to https://github.com/nf-core/modules), then integrated into the workflow in a process upstream of the reporting step.

@grst grst moved this to Todo - medium priority in differentialabundance Nov 7, 2024
@grst
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grst commented Dec 3, 2024

collecTRI is the successor of Dorothea and now the preferred database.

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Labels
enhancement New feature or request
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Status: Todo - medium priority
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