Package: INSPEcT 1.37.0

Stefano de Pretis

INSPEcT: Modeling RNA synthesis, processing and degradation with RNA-seq data

INSPEcT (INference of Synthesis, Processing and dEgradation rates from Transcriptomic data) RNA-seq data in time-course experiments or steady-state conditions, with or without the support of nascent RNA data.

Authors:Stefano de Pretis

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

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

Peer review:

Datasets:
  • allcounts - A list containing mature and nascent counts for exons and introns, three replicates and 11 time points: 0,1/6,1/3,1/2,1,1.5,2,4,8,12,16 hours.

On BioConductor:INSPEcT-1.37.0(bioc 3.21)INSPEcT-1.36.0(bioc 3.20)

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

sequencingrnaseqgeneregulationtimecoursesystemsbiology

4.56 score 9 scripts 388 downloads 6 mentions 59 exports 121 dependencies

Last updated 2 months agofrom:7d70bacb96. Checks:OK: 1 NOTE: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKDec 18 2024
R-4.5-winNOTEDec 18 2024
R-4.5-linuxNOTEDec 18 2024
R-4.4-winNOTEDec 18 2024
R-4.4-macNOTEDec 18 2024
R-4.3-winNOTEDec 18 2024
R-4.3-macNOTEDec 18 2024

Exports:AICcalculateDeltacalculateRatePvalscalculateTauchisqmodelchisqtestcombinecompareSteadycompareSteadyNoNascentcomputeConfidenceIntervalsconvergencecorrelationPlotdegradationfeatureNamesfeatureNames<-geneClassinHeatmapinspectFromBAMinspectFromPCRlabeledSFlogLikmakeModelRatesmakeOscillatorySimModelmakeSimDatasetmakeSimModelmaturemodelingParamsmodelRatesmodelRatesNFmodelSelectionnewINSPEcTnGenesnTptsplotGeneplotMAplotPMgeneplotPMtrendprematureprocessingprocessingDelayPTratioPTregquantifyExpressionsFromBAMsquantifyExpressionsFromBWsquantifyExpressionsFromTrAbundancequantifyExpressionsFromTrCountsratePvalsratesFirstGuessratesFirstGuessVarremoveModelrocCurverocThresholdsrunINSPEcTGUIshowsplitsynthesistptsviewConfidenceIntervalsviewModelRates

Dependencies:abindAnnotationDbiaskpassbase64encBHBiobaseBiocGenericsBiocIOBiocParallelBiostringsbitbit64bitopsblobbslibcachemcellrangerclicodetoolscolorspacecommonmarkcpp11crayoncurlDBIDelayedArrayDESeq2deSolvedigestfansifarverfastmapfontawesomeformatRfsfutile.loggerfutile.optionsgenericsGenomeInfoDbGenomeInfoDbDataGenomicAlignmentsGenomicFeaturesGenomicRangesggplot2gluegtablehmshtmltoolshttpuvhttrIRangesisobandjquerylibjsonliteKEGGRESTKernSmoothlabelinglambda.rlaterlatticelifecyclelocfitmagrittrMASSMatrixMatrixGenericsmatrixStatsmemoisemgcvmimemunsellnlmeopensslpillarpkgconfigplgemplogrplyrpngprettyunitspROCprogresspromisesR6rappdirsRColorBrewerRcppRcppArmadilloRCurlreadxlrematchrestfulrRhtslibrjsonrlangrootSolveRsamtoolsRSQLitertracklayerS4ArraysS4VectorssassscalesshinysnowsourcetoolsSparseArraySummarizedExperimentsystibbleTxDb.Mmusculus.UCSC.mm9.knownGeneUCSC.utilsutf8vctrsviridisLitewithrXMLxtableXVectoryamlzlibbioc

INSPEcT - INference of Synthesis, Processing and dEgradation rates from Transcriptomic data

Rendered fromINSPEcT.Rmdusingknitr::rmarkdownon Dec 18 2024.

Last update: 2020-04-08
Started: 2019-09-23

INSPEcT-GUI

Rendered fromINSPEcT_GUI.rmdusingknitr::rmarkdownon Dec 18 2024.

Last update: 2020-02-03
Started: 2019-12-05

Readme and manuals

Help Manual

Help pageTopics
Akaike information criterion calculated for the models evaluated by INSPEcTAIC,INSPEcT-method AIC,INSPEcT_model-method AIC-INSPEcT-method
A list containing mature and nascent counts for exons and introns, three replicates and 11 time points: 0,1/6,1/3,1/2,1,1.5,2,4,8,12,16 hours.allcounts
Calculate a single p-value for each ratecalculateRatePvals calculateRatePvals,INSPEcT-method
Retrieve results of chi-squared test for the selected modelschisqmodel chisqmodel,INSPEcT-method
Retrieve all results of chi-squared testchisqtest chisqtest,INSPEcT-method chisqtest,INSPEcT_model-method
Combine different Objects of Class INSPEcTcombine combine,INSPEcT,INSPEcT-method
Generate an object of class INSPEcT_diffsteady from an object of class INSPEcTcompareSteady compareSteady,INSPEcT-method
Identify post-transcriptionally regulated genes from an object of class INSPEcT_diffsteadycompareSteadyNoNascent compareSteadyNoNascent,INSPEcT_steadyNoNascent-method
Compute confidence intervalscomputeConfidenceIntervals computeConfidenceIntervals,INSPEcT-method
Retrieve the convergence for the selected models of each geneconvergence convergence,INSPEcT-method
Display rate classification performancecorrelationPlot correlationPlot,INSPEcT_model,INSPEcT-method
Dimensions of an Object of Class INSPEcTdim,INSPEcT-method
Extract Parts of an INSPEcT or an INSPEcT_model ObjectExtract [,INSPEcT,ANY,ANY,ANY-method [,INSPEcT_diffsteady,ANY,ANY,ANY-method [,INSPEcT_model,ANY,ANY,ANY-method
Gene Names Associated with an Object of Class INSPEcTfeatureNames,INSPEcT-method featureNames<-,INSPEcT-method
Contains two variables: "exWdths" and "intWdths" containing the lenght of the exons and introns, respectively, relative to the genes in "allcounts"featureWidths
Retrieve the regulatory class for each genegeneClass geneClass,INSPEcT-method geneClass,INSPEcT_diffsteady-method geneClass,INSPEcT_model-method
Heatmap that represent the fold changes of all the five featuresinHeatmap inHeatmap,INSPEcT-method
INSPEcT packageINSPEcT
An S4 class to represent comparisons between two steady-state conditionsdegradation degradation,INSPEcT_diffsteady-method featureNames,INSPEcT_diffsteady-method INSPEcT_diffsteady-class processing processing,INSPEcT_diffsteady-method show,INSPEcT_diffsteady-method synthesis synthesis,INSPEcT_diffsteady-method
An S4 class to represent models generated by INSPEcTINSPEcT_model-class show,INSPEcT_model-method
An S4 class to represent steady-state analysis without nascent RNAINSPEcT_steadyNoNascent-class show,INSPEcT_steadyNoNascent-method [,INSPEcT_steadyNoNascent,ANY,ANY,ANY-method
An S4 class to contain all rates and models generated by INSPEcTINSPEcT-class show,INSPEcT-method
Run shiny applications contained in the package INSPEcTINSPEcT-shinyApps runINSPEcTGUI runProcessingRateDelay
Wrapper function from BAM filesinspectFromBAM
Wrapper function from PCR quantificationsinspectFromPCR
Accessor to the slot labeledSF of an INSPEcT objectlabeledSF labeledSF,INSPEcT-method
Contains two variables: "nascentLS" and "totalLS" containing the sequencing depth of nascent and total libraries respectively, relative to the experiments in "allcounts"libsizes
Retrieve results of log likelihood testlogLik logLik,INSPEcT-method logLik,INSPEcT_model-method
Calculate modeled rates and concentrationsmakeModelRates makeModelRates,INSPEcT-method makeModelRates,INSPEcT_model-method
Build the synthetic rates with oscillatory patternmakeOscillatorySimModel makeOscillatorySimModel,INSPEcT-method
Generate synthetic rates and concentrationsmakeSimDataset makeSimDataset,INSPEcT_model-method
Build the synthetic rates shaped on a datasetmakeSimModel makeSimModel,INSPEcT-method
Get mature RNA expressions from an object of class INSPEcT_diffsteadymature mature,INSPEcT_steadyNoNascent-method
Get mature RNA expressions variances from an object of class INSPEcT_diffsteadymatureVar matureVar,INSPEcT_steadyNoNascent-method
Get and set number parameters for the modelingmodelingParams modelingParams,INSPEcT-method
Launch the modeling processmodelRates modelRates,INSPEcT-method
Launch the modeling process without imposing sigmoid/impulse functional formmodelRatesNF modelRatesNF,INSPEcT-method
Visualize criteria used for rate variabilitymodelSelection modelSelection,INSPEcT-method modelSelection,INSPEcT_model-method
Create a new INSPEcT objectnewINSPEcT
Get the number of genes within the INSPEcT objectnGenes nGenes,INSPEcT-method
Get the number of time points within the INSPEcT objectnTpts nTpts,INSPEcT-method
Plot the pre-modeled and modeled profiles for one geneplotGene plotGene,INSPEcT-method
MA-plot from base means and log fold changesplotMA plotMA,INSPEcT_diffsteady-method
Plot the premature/mature expression of a gene and the global trend from an object of class INSPEcT_diffsteadyplotPMgene plotPMgene,INSPEcT_steadyNoNascent-method
Plot the premature/mature trend from an object of class INSPEcT_diffsteadyplotPMtrend plotPMtrend,INSPEcT_steadyNoNascent-method
Get premature RNA expressions from an object of class INSPEcT_diffsteadypremature premature,INSPEcT_steadyNoNascent-method
Get premature RNA expressions variances from an object of class INSPEcT_diffsteadyprematureVar prematureVar,INSPEcT_steadyNoNascent-method
Classify genes as delayed by the processing using the delta and tau metricscalculateDelta calculateDelta,INSPEcT-method calculateTau calculateTau,INSPEcT-method processingDelay processingDelay,INSPEcT-method
Calculate post-transcriptional ratio from an object of class INSPEcT_diffsteadyPTratio PTratio,INSPEcT_steadyNoNascent-method
Calculate the post-transcriptional ratio from an object of class INSPEcT_diffsteadyPTreg PTreg,INSPEcT_steadyNoNascent-method
Evaluate introns and exons expressions from BAM or SAM filesquantifyExpressionsFromBAMs
Evaluate introns and exons expressions from BAM or SAM filesquantifyExpressionsFromBWs
Given introns and exons abundances (for example RPKMs) this method returns their variances evaluated thorugh plgem.quantifyExpressionsFromTrAbundance
Evaluates introns and exons RPKMs, per gene, from counts data.quantifyExpressionsFromTrCounts
Retrieve a single p-value for each rateratePvals ratePvals,INSPEcT-method
Retrieve pre-modeling rates and concentrationsratesFirstGuess ratesFirstGuess,INSPEcT-method
Retrieve pre-modeling rates and concentrations varianceratesFirstGuessVar ratesFirstGuessVar,INSPEcT-method
remove modelling information from INSPEcT objectremoveModel removeModel,INSPEcT-method
Display rate classification performancerocCurve rocCurve,INSPEcT_model,INSPEcT-method
Display rate classification performance with thresholds visible at x-axisrocThresholds rocThresholds,INSPEcT_model,INSPEcT-method
Set confidence intervalssetConfidenceIntervals setConfidenceIntervals,INSPEcT-method
An INSPEcT object with 1000 simulated rates and concentration and their modeled ratessimData3rep_Nascent
An INSPEcT object with 1000 simulated rates and concentration and their modeled ratessimData3rep_NoNascent
An INSPEcT object with 1000 simulated rates and concentration and their modeled ratessimData4rep_Nascent
An INSPEcT object with 1000 simulated rates and concentration and their modeled ratessimData4rep_NoNascent
Divide an INSPEcT Object into groupssplit split,INSPEcT,ANY-method
Accessor to the slot tpts of an INSPEcT objecttpts tpts,INSPEcT-method
Retrieve the modeled Confidence IntervalsviewConfidenceIntervals viewConfidenceIntervals,INSPEcT-method
Retrieve the modeled rates and concentrationsviewModelRates viewModelRates,INSPEcT-method