Package: Voyager 1.9.1

Lambda Moses

Voyager: From geospatial to spatial omics

SpatialFeatureExperiment (SFE) is a new S4 class for working with spatial single-cell genomics data. The voyager package implements basic exploratory spatial data analysis (ESDA) methods for SFE. Univariate methods include univariate global spatial ESDA methods such as Moran's I, permutation testing for Moran's I, and correlograms. Bivariate methods include Lee's L and cross variogram. Multivariate methods include MULTISPATI PCA and multivariate local Geary's C recently developed by Anselin. The Voyager package also implements plotting functions to plot SFE data and ESDA results.

Authors:Lambda Moses [aut, cre], Alik Huseynov [aut], Kayla Jackson [aut], Laura Luebbert [aut], Lior Pachter [aut, rev]

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

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

Peer review:

Bug tracker:https://github.com/pachterlab/voyager/issues

Datasets:

On BioConductor:Voyager-1.9.0(bioc 3.21)Voyager-1.8.1(bioc 3.20)

geneexpressionspatialtranscriptomicsvisualizationbioconductoredaesdaexploratory-data-analysisomicsspatial-statisticsspatial-transcriptomics

8.48 score 77 stars 123 scripts 302 downloads 54 exports 159 dependencies

Last updated 15 days agofrom:4e6d24e4f7. Checks:OK: 1 ERROR: 6. Indexed: yes.

TargetResultDate
Doc / VignettesOKNov 09 2024
R-4.5-winERRORNov 09 2024
R-4.5-linuxERRORNov 09 2024
R-4.4-winERRORNov 09 2024
R-4.4-macERRORNov 09 2024
R-4.3-winERRORNov 09 2024
R-4.3-macERRORNov 09 2024

Exports:annotGeometryMoransIannotGeometryUnivariateargs_not_checkcalculateBivariatecalculateMoransIcalculateMultivariatecalculateUnivariateclusterCorrelogramsclusterMoranPlotclusterVariogramscolDataMoransIcolDataUnivariatecolGeometryMoransIcolGeometryUnivariateElbowPlotfungetDivergeRangeinfois_jointis_locallistSFEMethodsmoranBoundsmoranPlotmultispati_rspplotAnnotGraphplotCellBin2DplotColDataFreqpolyplotColDataHistogramplotColGraphplotCorrelogramplotCrossVariogramplotCrossVariogramMapplotDimLoadingsplotGeometryplotImageplotLocalResultplotMoranMCplotRowDataFreqpolyplotRowDataHistogramplotSpatialFeatureplotTxBin2DplotVariogramplotVariogramMapreducedDimMoransIreducedDimUnivariatereorganize_funrunBivariaterunMoransIrunMultivariaterunUnivariateSFEMethodspatialReducedDimuse_graphuse_matrix

Dependencies:abindaskpassassortheadbase64encbeachmatBHBiobaseBiocFileCacheBiocGenericsBiocNeighborsBiocParallelbitbit64bitopsblobblusterbootbslibcachemclassclassIntcliclustercodetoolscolorspacecpp11crayoncurldata.tableDBIdbplyrDelayedArrayDelayedMatrixStatsdeldirdigestdplyrdqrngDropletUtilse1071EBImageedgeRevaluatefansifarverfastmapfftwtoolsfilelockfontawesomeformatRfsfutile.loggerfutile.optionsgenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesgeometriesggnewscaleggplot2gluegtableHDF5ArrayhighrhtmltoolshtmlwidgetshttrigraphIRangesisobandjpegjquerylibjsonliteKernSmoothknitrlabelinglambda.rlatticelifecyclelimmalocfitmagickmagrittrMASSMatrixMatrixGenericsmatrixStatsmemoisememusemgcvmimemunsellnlmeopensslpatchworkpillarpkgconfigplogrpngproxypurrrR.methodsS3R.ooR.utilsR6rappdirsRColorBrewerRcppRcppEigenRCurlrhdf5rhdf5filtersRhdf5librjsonrlangrmarkdownRSpectraRSQLites2S4ArraysS4VectorssassscalesscicoscuttlesfsfheadersSingleCellExperimentsitmosnowspSparseArraysparseMatrixStatsSpatialExperimentSpatialFeatureExperimentspDataspdepstatmodstringistringrSummarizedExperimentsysterratibbletidyrtidyselecttifftinytexUCSC.utilsunitsutf8vctrsviridisLitewithrwkxfunXVectoryamlzeallotzlibbioc

Overview of Voyager

Rendered fromoverview.Rmdusingknitr::rmarkdownon Nov 09 2024.

Last update: 2024-04-29
Started: 2022-07-07

Readme and manuals

Help Manual

Help pageTopics
Bivariate spatial statisticscalculateBivariate calculateBivariate,ANY-method calculateBivariate,SpatialFeatureExperiment-method runBivariate
Multivariate spatial data analysiscalculateMultivariate calculateMultivariate,ANY,character-method calculateMultivariate,ANY,SFEMethod-method calculateMultivariate,SpatialFeatureExperiment,ANY-method runMultivariate
Univariate spatial stiatisticsannotGeometryMoransI annotGeometryUnivariate calculateMoransI calculateMoransI,ANY-method calculateMoransI,SpatialFeatureExperiment-method calculateUnivariate calculateUnivariate,ANY,character-method calculateUnivariate,ANY,SFEMethod-method calculateUnivariate,SpatialFeatureExperiment,ANY-method colDataMoransI colDataUnivariate colGeometryMoransI colGeometryUnivariate reducedDimMoransI reducedDimUnivariate runMoransI runUnivariate
Find clusters of correlogram patternsclusterCorrelograms
Find clusters on the Moran plotclusterMoranPlot
Cluster variograms of multiple featuresclusterVariograms
Colorblind friendly palette from dittoSeqditto_colors
Plot the elbow plot or scree plot for PCAElbowPlot
Get beginning and end of palette to center a divergent palettegetDivergeRange
List all spatial methods in Voyager packagelistSFEMethods
Compute the bounds of Moran's I given spatial neighborhood graphmoranBounds
Use ggplot to plot the moran.plot resultsmoranPlot
A faster implementation of MULTISPATI PCAmultispati_rsp
Plot cell density as 2D histogramplotCellBin2D
Plot frequency polygons for colData and rowData columnsplotColDataFreqpoly plotRowDataFreqpoly
Plot histograms for colData and rowData columnsplotColDataHistogram plotRowDataHistogram
Plot spatial graphsplotAnnotGraph plotColGraph
Plot correlogramplotCorrelogram
Plot cross variogramplotCrossVariogram
Plot cross variogram mapplotCrossVariogramMap
Plot top PC loadings of genesplotDimLoadings
Plot geometries without coloringplotGeometry
Show image without plotting geometriesplotImage
Plot local resultsplotLocalResult
Plot Moran/Geary Monte Carlo resultsplotMoranMC
Plot gene expression in spaceplotSpatialFeature
Plot transcript spot density as 2D histogramplotTxBin2D
Plot variogramplotVariogram
Plot variogram mapsplotVariogramMap
SFEMethod classargs_not_check args_not_check,SFEMethod-method fun fun,SFEMethod-method info info,SFEMethod-method is_joint is_joint,SFEMethod-method is_local is_local,SFEMethod-method reorganize_fun reorganize_fun,SFEMethod-method SFEMethod SFEMethod-class use_graph use_graph,SFEMethod-method use_matrix use_matrix,SFEMethod-method
Plot dimension reduction components in spacespatialReducedDim
Compute variograms.cross_variogram .cross_variogram_map .variogram .variogram_bv .variogram_map variogram-internal