Package: PACE 0.99.11

PACE: Proximity-Associated Changes in Expression for Spatial Transcriptomics
PACE (Proximity-Associated Changes in Expression) is a hierarchical empirical Bayes framework that quantifies how a cell's gene expression changes with proximity to specific neighbouring cell types in imaging-based spatial transcriptomics such as Xenium and CosMx. It fits negative binomial mixed models with partial pooling across cell types, corrects for transcript contamination between adjacent cells with a per-cell ambient term, and decomposes expression variance into cell-type identity, spatial cell state, contamination, and residual components. Input and output follow SpatialExperiment conventions.
Authors:
PACE_0.99.11.tar.gz
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PACE_0.99.11.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
PACE/json (API)
| # Install 'PACE' in R: |
| install.packages('PACE', repos = c('https://biocstaging.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/ecool50/pace/issues
Pkgdown/docs site:https://ecool50.github.io
spatialtranscriptomicsgeneexpressionsinglecellregressionbayesiandifferentialexpressionsoftwarecpp
Last updated from:ec3fa3d272. Checks:1 NOTE, 15 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| bioc-checks | NOTE | 242 | ||
| linux-devel-arm64 | OK | 451 | ||
| linux-devel-x86_64 | OK | 653 | ||
| source / vignettes | OK | 1097 | ||
| linux-release-arm64 | OK | 446 | ||
| linux-release-x86_64 | OK | 430 | ||
| macos-release-arm64 | OK | 336 | ||
| macos-release-x86_64 | OK | 821 | ||
| macos-oldrel-arm64 | OK | 551 | ||
| macos-oldrel-x86_64 | OK | 982 | ||
| windows-devel-arm64 | OK | 606 | ||
| windows-devel-x86_64 | OK | 664 | ||
| windows-release-arm64 | OK | 795 | ||
| windows-release-x86_64 | OK | 606 | ||
| windows-oldrel-x86_64 | OK | 596 | ||
| wasm-release | OK | 203 |
Exports:ambientFieldanchorGenesbuildNeighbourhoodcellContaminationneighbourSlopespaceDecomposepaceDriverspaceFitpaceModelpaceModelGaussianpaceShrinkpairVarianceplotDecompositionplotDriversplotPairHeatmapplotProximityplotResponseCurveplotResponseMapshowtopDriversvarianceDecomposition
Dependencies:abindashraskpassassertthatBHBiobaseBiocFileCacheBiocGenericsBiocParallelbitbit64blobbootcachemclicodetoolscpp11curlDBIdbplyrdbscanDelayedArraydeldirdplyretrunctfarverfastmapfilelockformatRfutile.loggerfutile.optionsgenericsGenomicRangesggplot2gluegtablehttr2invgammaIRangesirlbaisobandlabelinglambda.rlatticelifecyclelme4magickmagrittrmashrMASSMatrixMatrixGenericsmatrixStatsmemoiseminqamixsqpmvtnormnlmenloptropensslpatchworkpillarpkgconfigplyrpolyclippurrrR6rbibutilsRColorBrewerRcppRcppArmadilloRcppEigenRcppGSLRdpackreformulasrjsonrlangrmetaRSQLiteS4ArraysS4VectorsS7scalesSeqinfoSingleCellExperimentsnowsoftImputeSparseArraySpatialExperimentspatstat.dataspatstat.geomspatstat.univarspatstat.utilsSQUAREMstringistringrSummarizedExperimentsystibbletidyrtidyselecttruncnormutf8vctrsviridisLitewithrXVector
Last update: 2026-10-13
Started: 2026-09-09
Last update: 2026-10-06
Started: 2026-07-07
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| Build the ambient contamination field | ambientField ambientField,SpatialExperiment-method |
| Contamination anchor genes per cell type | anchorGenes |
| Build the neighbourhood kernels | buildNeighbourhood buildNeighbourhood,SpatialExperiment-method |
| Per-cell contamination | cellContamination cellContamination,PACEFit-method |
| Shrunken neighbour proximity slopes | neighbourSlopes neighbourSlopes,PACEFit-method |
| Variance decomposition | paceDecompose paceDecompose,PACEFit-method |
| Per-pair driver scores | paceDrivers paceDrivers,PACEFit-method |
| Fit a PACE model to a SpatialExperiment | paceFit paceFit,SpatialExperiment-method |
| PACEFit: a fitted PACE model | PACEFit PACEFit-class show,PACEFit-method |
| Fit the PACE model | paceModel paceModel,SpatialExperiment-method |
| Fit the PACE model to continuous intensities | paceModelGaussian paceModelGaussian,SpatialExperiment-method |
| Shrink the neighbour slopes | paceShrink paceShrink,PACEFit-method |
| Pairwise spatial variance table | pairVariance pairVariance,PACEFit-method |
| Per-focal variance decomposition plot | plotDecomposition |
| Per-pair driver composite | plotDrivers |
| Pairwise spatial-percent heatmap | plotPairHeatmap |
| Expression versus number of neighbours (per-bin boxplot) | plotProximity |
| Response curve: binned means with the PACE slope overlaid | plotResponseCurve |
| Tissue maps and scatters for one exemplar image per arm | plotResponseMap |
| Per-pair driver tables | topDrivers topDrivers,PACEFit-method |
| Per-gene variance decomposition | varianceDecomposition varianceDecomposition,PACEFit-method |
