Package: transcriptR 1.35.0

Armen R. Karapetyan

transcriptR: An Integrative Tool for ChIP- And RNA-Seq Based Primary Transcripts Detection and Quantification

The differences in the RNA types being sequenced have an impact on the resulting sequencing profiles. mRNA-seq data is enriched with reads derived from exons, while GRO-, nucRNA- and chrRNA-seq demonstrate a substantial broader coverage of both exonic and intronic regions. The presence of intronic reads in GRO-seq type of data makes it possible to use it to computationally identify and quantify all de novo continuous regions of transcription distributed across the genome. This type of data, however, is more challenging to interpret and less common practice compared to mRNA-seq. One of the challenges for primary transcript detection concerns the simultaneous transcription of closely spaced genes, which needs to be properly divided into individually transcribed units. The R package transcriptR combines RNA-seq data with ChIP-seq data of histone modifications that mark active Transcription Start Sites (TSSs), such as, H3K4me3 or H3K9/14Ac to overcome this challenge. The advantage of this approach over the use of, for example, gene annotations is that this approach is data driven and therefore able to deal also with novel and case specific events. Furthermore, the integration of ChIP- and RNA-seq data allows the identification all known and novel active transcription start sites within a given sample.

Authors:Armen R. Karapetyan <[email protected]>

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transcriptR.pdf |transcriptR.html
transcriptR/json (API)
NEWS

# Install 'transcriptR' in R:
install.packages('transcriptR', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org'))

Peer review:

Datasets:
  • annot - Reference annotation
  • cds - Example of 'ChipDataSet' object.
  • tds - Example of 'TranscriptionDataSet' object.

On BioConductor:transcriptR-1.35.0(bioc 3.21)transcriptR-1.34.0(bioc 3.20)

This package does not link to any Github/Gitlab/R-forge repository. No issue tracker or development information is available.

immunooncologytranscriptionsoftwaresequencingrnaseqcoverage

3.30 score 2 scripts 300 downloads 1 mentions 26 exports 141 dependencies

Last updated 23 days agofrom:bd2819159b. Checks:OK: 5 NOTE: 2. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 19 2024
R-4.5-winNOTENov 19 2024
R-4.5-linuxNOTENov 19 2024
R-4.4-winOKNov 19 2024
R-4.4-macOKNov 19 2024
R-4.3-winOKNov 19 2024
R-4.3-macOKNov 19 2024

Exports:addFeatureannotateTranscriptsbreakTranscriptsByPeaksconstructCDSconstructTDSdetectTranscriptsestimateBackgroundestimateGapDistanceexportCoveragegetConfusionMatrixgetGenomicAnnotgetPeaksgetPredictorSignificancegetProbTresholdgetQuadProbgetTestedGapDistancesgetTranscriptspeaksToBedplotErrorRateplotFeaturesplotGenomicAnnotplotROCpredictStrandpredictTssOverlapshowtranscriptsToBed

Dependencies:abindAnnotationDbiaskpassBHBiobaseBiocGenericsBiocIOBiocParallelBiostringsbitbit64bitopsblobcachemcaretchipseqclasscliclockcodetoolscolorspacecpp11crayoncurldata.tableDBIDelayedArraydeldirdiagramdigestdplyre1071fansifarverfastmapforeachformatRfutile.loggerfutile.optionsfuturefuture.applygenericsGenomeInfoDbGenomeInfoDbDataGenomicAlignmentsGenomicFeaturesGenomicRangesggplot2globalsgluegowergtablehardhathttrhwriterinterpipredIRangesisobanditeratorsjpegjsonliteKEGGRESTKernSmoothlabelinglambda.rlatticelatticeExtralavalifecyclelistenvlubridatemagrittrMASSMatrixMatrixGenericsmatrixStatsmemoisemgcvmimeModelMetricsmunsellnlmennetnumDerivopensslparallellypillarpkgconfigplogrplyrpngpROCprodlimprogressrproxypurrrpwalignR6RColorBrewerRcppRcppEigenRCurlrecipesreshape2restfulrRhtslibrjsonrlangrpartRsamtoolsRSQLitertracklayerS4ArraysS4VectorsscalesshapeShortReadsnowSparseArraySQUAREMstringistringrSummarizedExperimentsurvivalsystibbletidyrtidyselecttimechangetimeDatetzdbUCSC.utilsutf8vctrsviridisLitewithrXMLXVectoryamlzlibbioc

transcriptR: an integrative tool for ChIP- and RNA-seq based primary transcripts detection and quantification

Rendered fromtranscriptR.Rmdusingknitr::rmarkdownon Nov 19 2024.

Last update: 2020-04-22
Started: 2015-12-11

Readme and manuals

Help Manual

Help pageTopics
addFeatureaddFeature addFeature,ChipDataSet-method
Reference annotation (knownGene from UCSC)annot
annotateTranscriptsannotateTranscripts annotateTranscripts,TranscriptionDataSet,GRanges-method
breakTranscriptsByPeaksbreakTranscriptsByPeaks breakTranscriptsByPeaks,TranscriptionDataSet,ChipDataSet-method
Example of 'ChipDataSet' object.cds
ChipDataSetChipDataSet ChipDataSet-class
constructCDSconstructCDS
constructTDSconstructTDS
detectTranscriptsdetectTranscripts detectTranscripts,TranscriptionDataSet-method
estimateBackgroundestimateBackground estimateBackground,TranscriptionDataSet-method
estimateGapDistanceestimateGapDistance estimateGapDistance,TranscriptionDataSet,GRanges-method
exportCoverageexportCoverage exportCoverage,TranscriptionDataSet-method
getConfusionMatrixgetConfusionMatrix getConfusionMatrix,ChipDataSet-method
getGenomicAnnotgetGenomicAnnot getGenomicAnnot,ChipDataSet-method
getPeaksgetPeaks getPeaks,ChipDataSet-method
getPredictorSignificancegetPredictorSignificance getPredictorSignificance,ChipDataSet-method
getProbTresholdgetProbTreshold getProbTreshold,ChipDataSet-method
getQuadProbgetQuadProb getQuadProb,ChipDataSet-method
getTestedGapDistancesgetTestedGapDistances getTestedGapDistances,TranscriptionDataSet-method
getTranscriptsgetTranscripts getTranscripts,TranscriptionDataSet-method
peaksToBedpeaksToBed peaksToBed,ChipDataSet-method
plotErrorRateplotErrorRate plotErrorRate,TranscriptionDataSet-method
plotFeaturesplotFeatures plotFeatures,ChipDataSet-method
plotGenomicAnnotplotGenomicAnnot plotGenomicAnnot,ChipDataSet-method
plotROCplotROC plotROC,ChipDataSet-method
predictStrandpredictStrand predictStrand,ChipDataSet,TranscriptionDataSet-method
predictTssOverlappredictTssOverlap predictTssOverlap,ChipDataSet-method
Show method for ChipDataSet and TranscriptionDataSet objectsshow show,ChipDataSet-method show,TranscriptionDataSet-method
Example of 'TranscriptionDataSet' object.tds
TranscriptionDataSetTranscriptionDataSet TranscriptionDataSet-class
transcriptsToBedtranscriptsToBed transcriptsToBed,GRanges-method