Package: slingshot 2.15.0

Kelly Street

slingshot: Tools for ordering single-cell sequencing

Provides functions for inferring continuous, branching lineage structures in low-dimensional data. Slingshot was designed to model developmental trajectories in single-cell RNA sequencing data and serve as a component in an analysis pipeline after dimensionality reduction and clustering. It is flexible enough to handle arbitrarily many branching events and allows for the incorporation of prior knowledge through supervised graph construction.

Authors:Kelly Street [aut, cre, cph], Davide Risso [aut], Diya Das [aut], Sandrine Dudoit [ths], Koen Van den Berge [ctb], Robrecht Cannoodt [ctb]

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slingshot.pdf |slingshot.html
slingshot/json (API)

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

Peer review:

Bug tracker:https://github.com/kstreet13/slingshot/issues

Datasets:

On BioConductor:slingshot-2.15.0(bioc 3.21)slingshot-2.14.0(bioc 3.20)

clusteringdifferentialexpressiongeneexpressionrnaseqsequencingsoftwaresinglecelltranscriptomicsvisualization

11.98 score 268 stars 4 packages 1.1k scripts 2.4k downloads 8 mentions 24 exports 41 dependencies

Last updated 23 days agofrom:cf41eecefb. Checks:OK: 2 NOTE: 2 WARNING: 3. Indexed: yes.

TargetResultDate
Doc / VignettesOKOct 31 2024
R-4.5-winWARNINGOct 31 2024
R-4.5-linuxNOTEOct 31 2024
R-4.4-winWARNINGOct 31 2024
R-4.4-macNOTEOct 31 2024
R-4.3-winWARNINGOct 31 2024
R-4.3-macOKOct 31 2024

Exports:as.PseudotimeOrderingas.SlingshotDataSetembedCurvesgetCurvesgetLineagesnewSlingshotDataSetplot3d.SlingshotDataSetpredictreducedDimreducedDimsshowslingAvgPseudotimeslingBranchGraphslingBranchIDslingClusterLabelsslingCurvesslingCurveWeightsslingLineagesslingMSTslingParamsslingPseudotimeslingReducedDimslingshotSlingshotDataSet

Dependencies:abindaskpassBiobaseBiocGenericsclicpp11crayoncurlDelayedArrayGenomeInfoDbGenomeInfoDbDataGenomicRangesgluehttrigraphIRangesjsonlitelatticelifecyclemagrittrMatrixMatrixGenericsmatrixStatsmimeopensslpkgconfigprincurveR6RcpprlangS4ArraysS4VectorsSingleCellExperimentSparseArraySummarizedExperimentsysTrajectoryUtilsUCSC.utilsvctrsXVectorzlibbioc

Differential Topology: Comparing Conditions along a Trajectory

Rendered fromconditionsVignette.Rmdusingknitr::rmarkdownon Oct 31 2024.

Last update: 2021-03-22
Started: 2019-08-21

Slingshot: Trajectory Inference for Single-Cell Data

Rendered fromvignette.Rmdusingknitr::rmarkdownon Oct 31 2024.

Last update: 2023-03-29
Started: 2019-04-23

Readme and manuals

Help Manual

Help pageTopics
Conversion to PseudotimeOrderingas.PseudotimeOrdering as.PseudotimeOrdering,PseudotimeOrdering-method as.PseudotimeOrdering,SingleCellExperiment-method as.PseudotimeOrdering,SlingshotDataSet-method
Conversion to SlingshotDataSetas.SlingshotDataSet as.SlingshotDataSet,PseudotimeOrdering-method as.SlingshotDataSet,SingleCellExperiment-method as.SlingshotDataSet,SlingshotDataSet-method
Embed trajectory in new spaceembedCurves embedCurves,PseudotimeOrdering,matrix-method embedCurves,SingleCellExperiment,character-method embedCurves,SingleCellExperiment,matrix-method
Construct Simultaneous Principal CurvesgetCurves getCurves,PseudotimeOrdering-method getCurves,SingleCellExperiment-method getCurves,SlingshotDataSet-method
Infer Lineage Structure from Clustered SamplesgetLineages getLineages,data.frame,ANY-method getLineages,matrix,ANY-method getLineages,matrix,character-method getLineages,matrix,factor-method getLineages,matrix,matrix-method getLineages,matrix,numeric-method getLineages,PseudotimeOrdering,ANY-method getLineages,SingleCellExperiment,ANY-method getLineages,SlingshotDataSet,ANY-method
Initialize an object of class 'SlingshotDataSet'newSlingshotDataSet newSlingshotDataSet,data.frame,ANY-method newSlingshotDataSet,matrix,ANY-method newSlingshotDataSet,matrix,character-method newSlingshotDataSet,matrix,factor-method newSlingshotDataSet,matrix,matrix-method newSlingshotDataSet,matrix,numeric-method
Pairs plot of Slingshot outputpairs-SlingshotDataSet pairs.SlingshotDataSet
Plot Slingshot outputlines.SlingshotDataSet plot,SlingshotDataSet,ANY-method plot-SlingshotDataSet plot.SlingshotDataSet
Plot Slingshot output in 3Dplot3d-SlingshotDataSet plot3d.SlingshotDataSet
Predict from a Slingshot modelpredict,PseudotimeOrdering-method predict,SlingshotDataSet-method
Construct graph of slingshot branch labelsslingBranchGraph slingBranchGraph,ANY-method
Get slingshot branch labelsslingBranchID slingBranchID,ANY-method
Extract cluster labels used by SlingshotslingClusterLabels slingClusterLabels,PseudotimeOrdering-method slingClusterLabels,SingleCellExperiment-method slingClusterLabels,SlingshotDataSet-method
Extract simultaneous principal curvesslingCurves slingCurves,PseudotimeOrdering-method slingCurves,SingleCellExperiment-method slingCurves,SlingshotDataSet-method
Extract the Slingshot lineagesslingLineages slingLineages,PseudotimeOrdering-method slingLineages,SingleCellExperiment-method slingLineages,SlingshotDataSet-method
Extract Slingshot minimum spanning treeslingMST slingMST,PseudotimeOrdering-method slingMST,SingleCellExperiment-method slingMST,SlingshotDataSet-method
Methods for parameters used by SlingshotslingParams slingParams,PseudotimeOrdering-method slingParams,SingleCellExperiment-method slingParams,SlingshotDataSet-method
Get Slingshot pseudotime valuesslingAvgPseudotime slingAvgPseudotime,ANY-method slingCurveWeights slingCurveWeights,PseudotimeOrdering-method slingCurveWeights,SingleCellExperiment-method slingCurveWeights,SlingshotDataSet-method slingPseudotime slingPseudotime,PseudotimeOrdering-method slingPseudotime,SingleCellExperiment-method slingPseudotime,SlingshotDataSet-method
Extract dimensionality reduction used by SlingshotslingReducedDim slingReducedDim,PseudotimeOrdering-method slingReducedDim,SingleCellExperiment-method slingReducedDim,SlingshotDataSet-method
Perform trajectory inference with Slingshotslingshot slingshot,ClusterExperiment,ANY-method slingshot,data.frame,ANY-method slingshot,matrix,ANY-method slingshot,matrix,character-method slingshot,matrix,factor-method slingshot,matrix,matrix-method slingshot,matrix,numeric-method slingshot,SingleCellExperiment,ANY-method slingshot,SlingshotDataSet,ANY-method
Extract Slingshot outputSlingshotDataSet SlingshotDataSet,PseudotimeOrdering-method SlingshotDataSet,SingleCellExperiment-method SlingshotDataSet,SlingshotDataSet-method
Class 'SlingshotDataSet'reducedDim,SlingshotDataSet,ANY-method reducedDims,SlingshotDataSet-method show,SlingshotDataSet-method SlingshotDataSet-class
Bifurcating lineages dataslingshotExample