OUTRIDER

OUTRIDER: OUTlier in RNA-seq fInDER is an R-based framework to find aberrantly expressed genes in RNA-seq data

https://github.com/gagneurlab/outrider

Science Score: 67.0%

This score indicates how likely this project is to be science-related based on various indicators:

  • CITATION.cff file
  • codemeta.json file
    Found codemeta.json file
  • .zenodo.json file
    Found .zenodo.json file
  • DOI references
    Found 4 DOI reference(s) in README
  • Academic publication links
    Links to: nature.com
  • Committers with academic emails
    9 of 17 committers (52.9%) from academic institutions
  • Institutional organization owner
    Organization gagneurlab has institutional domain (www.gagneurlab.in.tum.de)
  • JOSS paper metadata
  • Scientific vocabulary similarity
    Low similarity (16.6%) to scientific vocabulary

Keywords

count-data diagnostics expression-analysis mendelian-genetics outlier-detection r rna-seq

Keywords from Contributors

bioconductor-package aberrant-splicing rare-disease splicing genomics gene bioinformatics proteomics annotation proteomexchange
Last synced: 6 months ago · JSON representation

Repository

OUTRIDER: OUTlier in RNA-seq fInDER is an R-based framework to find aberrantly expressed genes in RNA-seq data

Basic Info
  • Host: GitHub
  • Owner: gagneurlab
  • License: other
  • Language: R
  • Default Branch: master
  • Homepage:
  • Size: 10.9 MB
Statistics
  • Stars: 53
  • Watchers: 11
  • Forks: 14
  • Open Issues: 15
  • Releases: 8
Topics
count-data diagnostics expression-analysis mendelian-genetics outlier-detection r rna-seq
Created almost 8 years ago · Last pushed 7 months ago
Metadata Files
Readme Changelog License

README.md

OUTRIDER

Build Version Coverage status License

OUTRIDER is a tool to find aberrantly expressed genes in RNA-seq samples. The method is published in the AJHG and available through Bioconductor. It is also part of the workflow DROP, which is described in Nature Protocols.

Please cite our method paper if you use it in a publication:

Brechtmann F, Mertes C, Matusevičiūtė A, et al. OUTRIDER: A Statistical Method for Detecting Aberrantly Expressed Genes in RNA Sequencing Data. Am J Hum Genet. 2018;103(6):907-917. https://doi.org/10.1016/j.ajhg.2018.10.025

Since v. 1.26.2, OUTRIDER uses the Optimal Hard Threshold algorithm to determine the optimal encoding dimension q.

Installation

OUTRIDER is an R software package requiring a running R 3.6 version or higher.

We will use BiocManager to install the package and its dependencies. If you want to install the devel version of OUTRIDER, please install it with devtools from GitHub directly (see below).

if (!requireNamespace("BiocManager", quietly=TRUE)) install.packages("BiocManager") BiocManager::install('OUTRIDER')

If you have dependency issues while installing any package, please have a look at the Troubleshooting section or submit an issue on GitHub.

OUTRIDER development installation

If you want to get the latest development version of OUTRIDER, you can install it from GitHub with devtools. For this, you need a working development environment to compile the C++ code (see for details: Windows or MacOS X).

``` install.packages('devtools')

latest development version

devtools::install_github('gagneurlab/OUTRIDER', dependencies=TRUE)

installing a specific version/tag of OUTRIDER

devtools::install_github('gagneurlab/OUTRIDER@1.22.0', dependencies=TRUE) ```

To check which versions/tags are available you can check the GitHub repo here.

Quick tour through OUTRIDER

To get started with OUTRIDER, please have a look at our vignette. In order to get the pdf version, please type the following code in an R session:

library(OUTRIDER) vignette('OUTRIDER')

Toubleshooting

Missing libraries while compiling R packages

On some Linux distributions we need the developer libraries for compiling the R packages.

To install those packages, please run as administrator:

For Ubuntu or debian based systems: sudo apt-get install build-essential libcurl4-gnutls-dev libxml2-dev libssl-dev zlib1g-dev libmariadbd-dev

For centOS or RHEL based systems: sudo yum install R-devel zlib-devel openssl-devel libcurl-devel libxml2-devel mariadb-devel

Owner

  • Name: Gagneur lab
  • Login: gagneurlab
  • Kind: organization

To understand the genetic basis of gene regulation and its implication in diseases.

GitHub Events

Total
  • Create event: 9
  • Release event: 1
  • Issues event: 5
  • Watch event: 5
  • Delete event: 12
  • Issue comment event: 14
  • Push event: 30
  • Pull request review comment event: 5
  • Pull request review event: 9
  • Pull request event: 11
  • Fork event: 3
Last Year
  • Create event: 9
  • Release event: 1
  • Issues event: 5
  • Watch event: 5
  • Delete event: 12
  • Issue comment event: 14
  • Push event: 30
  • Pull request review comment event: 5
  • Pull request review event: 9
  • Pull request event: 11
  • Fork event: 3

Committers

Last synced: 9 months ago

All Time
  • Total Commits: 423
  • Total Committers: 17
  • Avg Commits per committer: 24.882
  • Development Distribution Score (DDS): 0.452
Past Year
  • Commits: 0
  • Committers: 0
  • Avg Commits per committer: 0.0
  • Development Distribution Score (DDS): 0.0
Top Committers
Name Email Commits
Christian Mertes m****s@i****e 232
brechtma b****a@i****e 112
Smith Nicholas s****h@i****e 21
Ines Scheller s****r@i****e 15
Nitesh Turaga n****a@g****m 14
Vicente y****z@i****e 5
Michaela Mueller m****r@t****e 4
nickhsmith s****h@g****m 4
loipfins l****s@i****e 3
Vicente Yepez 3****8 2
LiNk-NY m****9@g****m 2
J Wokaty j****y@s****u 2
AtaJadidAhari a****i@g****m 2
vobencha v****a@g****m 2
Hervé Pagès h****s@f****g 1
Kayla-Morrell k****l@r****g 1
Michaela Müller m****e@i****e 1
Committer Domains (Top 20 + Academic)

Issues and Pull Requests

Last synced: 7 months ago

All Time
  • Total issues: 38
  • Total pull requests: 40
  • Average time to close issues: 6 months
  • Average time to close pull requests: 27 days
  • Total issue authors: 30
  • Total pull request authors: 8
  • Average comments per issue: 3.08
  • Average comments per pull request: 0.23
  • Merged pull requests: 37
  • Bot issues: 0
  • Bot pull requests: 0
Past Year
  • Issues: 4
  • Pull requests: 6
  • Average time to close issues: 2 months
  • Average time to close pull requests: about 11 hours
  • Issue authors: 4
  • Pull request authors: 3
  • Average comments per issue: 5.5
  • Average comments per pull request: 0.0
  • Merged pull requests: 6
  • Bot issues: 0
  • Bot pull requests: 0
Top Authors
Issue Authors
  • c-mertes (3)
  • naumenko-sa (3)
  • lemdcock (2)
  • xuwenjian85 (2)
  • zyyy97 (2)
  • m-pauper (2)
  • pkothiyal (1)
  • nickhsmith (1)
  • iaradsouza1 (1)
  • ellango85 (1)
  • J-Lye (1)
  • ktmf1991 (1)
  • yhoogstrate (1)
  • ccasar (1)
  • hanxuelian (1)
Pull Request Authors
  • c-mertes (19)
  • andrearaithel (10)
  • AtaJadidAhari (8)
  • nickhsmith (7)
  • ischeller (5)
  • vyepez88 (3)
  • brechtmann (1)
  • loipf (1)
Top Labels
Issue Labels
Pull Request Labels
enhancement (2)

Packages

  • Total packages: 1
  • Total downloads:
    • bioconductor 23,547 total
  • Total dependent packages: 1
  • Total dependent repositories: 0
  • Total versions: 8
  • Total maintainers: 1
bioconductor.org: OUTRIDER

OUTRIDER - OUTlier in RNA-Seq fInDER

  • Versions: 8
  • Dependent Packages: 1
  • Dependent Repositories: 0
  • Downloads: 23,547 Total
Rankings
Dependent repos count: 0.0%
Dependent packages count: 0.0%
Average: 15.8%
Downloads: 47.5%
Maintainers (1)
Last synced: 6 months ago

Dependencies

DESCRIPTION cran
  • BiocParallel * depends
  • GenomicFeatures * depends
  • R >= 3.6 depends
  • SummarizedExperiment * depends
  • data.table * depends
  • methods * depends
  • BBmisc * imports
  • BiocGenerics * imports
  • DESeq2 >= 1.16.1 imports
  • GenomicRanges * imports
  • IRanges * imports
  • PRROC * imports
  • RColorBrewer * imports
  • Rcpp * imports
  • S4Vectors * imports
  • generics * imports
  • ggplot2 * imports
  • grDevices * imports
  • graphics * imports
  • heatmaply * imports
  • matrixStats * imports
  • pcaMethods * imports
  • pheatmap * imports
  • plotly * imports
  • plyr * imports
  • reshape2 * imports
  • scales * imports
  • splines * imports
  • stats * imports
  • utils * imports
  • AnnotationDbi * suggests
  • BiocStyle * suggests
  • RMariaDB * suggests
  • TxDb.Hsapiens.UCSC.hg19.knownGene * suggests
  • beeswarm * suggests
  • covr * suggests
  • knitr * suggests
  • org.Hs.eg.db * suggests
  • rmarkdown * suggests
  • testthat * suggests
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  • actions/cache v3 composite
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