Package: PACE Type: Package Title: Proximity-Associated Changes in Expression for Spatial Transcriptomics Version: 0.99.18 Authors@R: c( person("Elijah", "Willie", email = "ewil3501@uni.sydney.edu.au", role = c("aut", "cre"), comment = c(ORCID = "0000-0002-5773-3649")), person("Shreya Rajesh", "Rao", role = "aut"), person("John", "Ormerod", role = "aut"), person("Ellis", "Patrick", role = "aut"), person(given = "Australian Government Research Training Program", role = "fnd")) Description: 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. License: GPL-3 Encoding: UTF-8 biocViews: Spatial, Transcriptomics, GeneExpression, SingleCell, Regression, Bayesian, DifferentialExpression, Software Depends: R (>= 4.5.0) Imports: methods, stats, utils, Rcpp, Matrix, SpatialExperiment, SummarizedExperiment, BiocParallel, dplyr, tidyr, tibble, spatstat.geom, MASS, dbscan, lme4, mashr, ashr, ggplot2, patchwork, scales, stringr Suggests: DelayedArray, glmmTMB, broom.mixed, glue, testthat (>= 3.0.0), R6, knitr, rmarkdown, BiocStyle URL: https://github.com/ecool50/PACE, https://ecool50.github.io/PACE BugReports: https://github.com/ecool50/PACE/issues LinkingTo: Rcpp, RcppEigen SystemRequirements: GNU GSL VignetteBuilder: knitr Roxygen: list(markdown = TRUE) RoxygenNote: 7.3.2 Config/testthat/edition: 3 Config/pak/sysreqs: cmake make libgsl0-dev libmagick++-dev gsfonts libicu-dev libssl-dev zlib1g-dev Repository: https://biocstaging.r-universe.dev Date/Publication: 2026-10-14 01:05:33 UTC RemoteUrl: https://github.com/BiocStaging/PACE RemoteRef: HEAD RemoteSha: 3d1849f2c6e74efe1b85a33a4155f74b5590bd5c NeedsCompilation: yes Packaged: 2026-10-14 02:11:02 UTC; root Author: Elijah Willie [aut, cre] (ORCID: ), Shreya Rajesh Rao [aut], John Ormerod [aut], Ellis Patrick [aut], Australian Government Research Training Program [fnd] Maintainer: Elijah Willie