Package: wSIR Type: Package Title: Weighted Sliced Inverse Regression (wSIR) for supervised dimension reduction of spatial transcriptomics and single cell gene expression data Version: 0.99.9 Authors@R: c( person("Max", "Woollard", email = "mwoo5086@uni.sydney.edu.au", role = c("aut", "cre"), comment=c(ORCID="0009-0000-6319-6926")), person("Pratibha", "Panwar", role = c("ctb"), comment = c(ORCID = "0000-0002-7437-7084")), person("Linh", "Nghiem", role = c("aut"), comment=c(ORCID = "0000-0003-2874-9067")), person("Shila", "Ghazanfar", email = "shazanfar@gmail.com", role = c("aut"), comment=c(ORCID="0000-0001-7861-6997")) ) Description: Weighted Sliced Inverse Regression (wSIR) is a supervised dimension reduction algorithm for spatial transcriptomics gene expression data. For a provided gene expression matrix and dataframe of each cell's spatial coordinates, wSIR creates a low-dimensional representation of the gene expression data that preserves the ability to predict spatial coordinates that was present in the gene expression data. Furthermore, wSIR provides interpretable loadings which allow for projection of new single-cell gene expression data into a low-dimensional space which preserves the spatial information present in the gene expression data. License: MIT + file LICENSE Encoding: UTF-8 URL: https://sydneybiox.github.io/wSIR, https://github.com/SydneyBioX/wSIR BugReports: https://github.com/sydneybiox/wSIR/issues biocViews: DimensionReduction, Software, GeneExpression, SingleCell, Spatial, Transcriptomics, Regression, CellBasedAssays Roxygen: list(markdown = TRUE) Depends: R (>= 4.4.0), Imports: magrittr (>= 2.0) , ggplot2 (>= 3.5.1), umap (>= 0.2.10), vctrs (>= 0.6), stringr (>= 1.5.1), distances (>= 0.1.11), Rcpp (>= 1.0.11), doBy (>= 4.6.0), BiocParallel (>= 1.38.0), rlang, methods, BiocGenerics (>= 0.50.0), SummarizedExperiment (>= 1.34.0), SingleCellExperiment (>= 1.26.0), SpatialExperiment (>= 1.14.0) Suggests: knitr, BiocStyle, class, testthat (>= 3.0.0) LinkingTo: Rcpp, RcppArmadillo VignetteBuilder: knitr RoxygenNote: 7.3.3 NeedsCompilation: yes Config/testthat/edition: 3 Config/pak/sysreqs: libmagick++-dev gsfonts libicu-dev libpng-dev libssl-dev python3 zlib1g-dev Repository: https://bioc.r-universe.dev Date/Publication: 2026-07-14 02:47:24 UTC RemoteUrl: https://github.com/bioc/wSIR RemoteRef: HEAD RemoteSha: 7d58fcbfe33efbd531f2f07809f418f8399e92eb Packaged: 2026-07-18 11:40:17 UTC; root Author: Max Woollard [aut, cre] (ORCID: ), Pratibha Panwar [ctb] (ORCID: ), Linh Nghiem [aut] (ORCID: ), Shila Ghazanfar [aut] (ORCID: ) Maintainer: Max Woollard