pathlinkR

Analysis and visualization of RNA-Seq results

https://github.com/hancockinformatics/pathlinkr

Science Score: 39.0%

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    Low similarity (17.4%) to scientific vocabulary

Keywords

bioinformatics networks pathway-enrichment-analysis r visualization
Last synced: 9 months ago · JSON representation

Repository

Analysis and visualization of RNA-Seq results

Basic Info
Statistics
  • Stars: 30
  • Watchers: 1
  • Forks: 1
  • Open Issues: 0
  • Releases: 4
Topics
bioinformatics networks pathway-enrichment-analysis r visualization
Created about 3 years ago · Last pushed about 1 year ago
Metadata Files
Readme Changelog License

README.md

pathlinkR

GitHub R package version (branch) R-CMD-check Codecov test coverage <!-- badges: end -->

Overview

pathlinkR is an R package designed to facilitate analysis DE genes produced from of RNA-Seq experiments. Our aim with pathlinkR is to provide a number of functions/tools which can be applied to list(s) of DE genes, to help the user obtain biological insights into their results, and produce publication-ready figures to summarize these findings.

Check out our article in PLOS Computational Biology: https://doi.org/10.1371/journal.pcbi.1012422

Installation

pathlinkR can be installed from this Github repository via devtools, or from Bioconductor as follows: ```r

Github development

devtools::install_github("https://github.com/hancockinformatics/pathlinkR")

Bioconductor release

BiocManager::install("pathlinkR")

Bioconductor develelopment

BiocManager::install("pathlinkR", version="devel") ```

Workflow & functions

The functions provided in pathlinkR can be grouped into a number of different general approaches:

  • Direct visualization of differential expression results:
    • Volcano plots to show the transcriptomic changes in a single condition
    • Heatmaps to compare fold changes of groups of genes across multiple conditions
  • Protein-Protein Interaction (PPI) network creation and visualization, leveraging curated interaction data from InnateDB
  • A combined interface to multiple pathway enrichment tools, including Reactome pathways and MSigDB Hallmark gene sets
    • Simple yet effective plots to summarize and compare these findings across multiple conditions
    • Pathway enrichment results can also be visualized as a network of connected pathways, with the option for static or interactive output

See the vignette for an example workflow including each of the included functions, and more details on the included methods and how they may be used.

Contributors

pathlinkR was created and developed by Andy An & Travis Blimkie at the CMDR REW Hancock Lab.

Versioning

This package follows Bioconductor's guidelines on version numbering; more information can be found here.

License

This project uses the GNU General Public License v3.0, available here.


Owner

  • Name: Hancock Lab
  • Login: hancockinformatics
  • Kind: organization
  • Location: Canada

GitHub Events

Total
  • Create event: 6
  • Issues event: 2
  • Release event: 3
  • Watch event: 17
  • Delete event: 2
  • Issue comment event: 5
  • Push event: 15
  • Pull request review event: 1
  • Pull request event: 2
  • Fork event: 1
Last Year
  • Create event: 6
  • Issues event: 2
  • Release event: 3
  • Watch event: 17
  • Delete event: 2
  • Issue comment event: 5
  • Push event: 15
  • Pull request review event: 1
  • Pull request event: 2
  • Fork event: 1

Issues and Pull Requests

Last synced: 10 months ago

All Time
  • Total issues: 2
  • Total pull requests: 17
  • Average time to close issues: 12 days
  • Average time to close pull requests: about 3 hours
  • Total issue authors: 2
  • Total pull request authors: 1
  • Average comments per issue: 6.0
  • Average comments per pull request: 0.0
  • Merged pull requests: 17
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 2
  • Pull requests: 1
  • Average time to close issues: 12 days
  • Average time to close pull requests: about 19 hours
  • Issue authors: 2
  • Pull request authors: 1
  • Average comments per issue: 6.0
  • Average comments per pull request: 0.0
  • Merged pull requests: 1
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • Navin-tamil (1)
  • 146107576 (1)
Pull Request Authors
  • travis-m-blimkie (23)
Top Labels
Issue Labels
question (1)
Pull Request Labels
documentation (2) enhancement (2)

Packages

  • Total packages: 1
  • Total downloads:
    • bioconductor 4,631 total
  • Total dependent packages: 0
  • Total dependent repositories: 0
  • Total versions: 4
  • Total maintainers: 1
bioconductor.org: pathlinkR

Analyze and interpret RNA-Seq results

  • Versions: 4
  • Dependent Packages: 0
  • Dependent Repositories: 0
  • Downloads: 4,631 Total
Rankings
Dependent repos count: 0.0%
Dependent packages count: 31.3%
Average: 42.2%
Downloads: 95.4%
Maintainers (1)
Last synced: 9 months ago

Dependencies

.github/workflows/R-CMD-check.yaml actions
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.github/workflows/test-coverage.yaml actions
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DESCRIPTION cran
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