Package: wSIR 0.99.9
wSIR: Weighted Sliced Inverse Regression (wSIR) for supervised dimension reduction of spatial transcriptomics and single cell gene expression data
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.
Authors:
wSIR_0.99.9.tar.gz
wSIR_0.99.9.zip(r-4.7)wSIR_0.99.9.zip(r-4.6)wSIR_0.99.9.zip(r-4.5)
wSIR_0.99.9.tgz(r-4.6-x86_64)wSIR_0.99.9.tgz(r-4.6-arm64)wSIR_0.99.9.tgz(r-4.5-x86_64)wSIR_0.99.9.tgz(r-4.5-arm64)
wSIR_0.99.9.tar.gz(r-4.7-arm64)wSIR_0.99.9.tar.gz(r-4.7-x86_64)wSIR_0.99.9.tar.gz(r-4.6-arm64)wSIR_0.99.9.tar.gz(r-4.6-x86_64)
wSIR_0.99.9.tgz(r-4.6-emscripten)
manual.pdf |manual.html✨
DESCRIPTION |NEWS
card.svg |card.png
wSIR/json (API)
| # Install 'wSIR' in R: |
| install.packages('wSIR', repos = c('https://bioc.r-universe.dev', 'https://cloud.r-project.org')) |
Bug tracker:https://github.com/sydneybiox/wsir/issues
Pkgdown/docs site:https://sydneybiox.github.io
- sample1_cell_types - Mouse Gastrulation Data
- sample1_coords - Mouse Gastrulation Data
- sample1_exprs - Mouse Gastrulation Data
- sample2_cell_types - Mouse Gastrulation Data
- sample2_coords - Mouse Gastrulation Data
- sample2_exprs - Mouse Gastrulation Data
- sample3_cell_types - Mouse Gastrulation Data
- sample3_coords - Mouse Gastrulation Data
- sample3_exprs - Mouse Gastrulation Data
dimensionreductionsoftwaregeneexpressionsinglecellspatialtranscriptomicsregressioncellbasedassaysopenblascpp
Last updated from:7d58fcbfe3. Checks:1 WARNING, 11 NOTE, 2 OK. Indexed: yes.
| Target | Result | Time | Files | Syslog |
|---|---|---|---|---|
| bioc-checks | WARNING | 266 | ||
| linux-devel-arm64 | NOTE | 390 | ||
| linux-devel-x86_64 | NOTE | 467 | ||
| source / vignettes | OK | 367 | ||
| linux-release-arm64 | NOTE | 383 | ||
| linux-release-x86_64 | NOTE | 504 | ||
| macos-release-arm64 | NOTE | 321 | ||
| macos-release-x86_64 | NOTE | 569 | ||
| macos-oldrel-arm64 | NOTE | 314 | ||
| macos-oldrel-x86_64 | NOTE | 577 | ||
| windows-devel | NOTE | 461 | ||
| windows-release | NOTE | 523 | ||
| windows-oldrel | NOTE | 471 | ||
| wasm-release | OK | 184 |
Exports:exploreWSIRParamsfindTopGenesgenerateUmapFromWSIRplotUmapFromWSIRprojectWSIRrunwSIRvisualiseWSIRDirectionswSIR
Dependencies:abindaskpassbackportsBHBiobaseBiocFileCacheBiocGenericsBiocParallelbitbit64blobbootbroomcachemclicodetoolscolorspacecowplotcpp11curlDBIdbplyrDelayedArrayDerivdistancesdoBydplyrfarverfastmapfilelockforecastformatRfracdifffutile.loggerfutile.optionsgenericsGenomicRangesggplot2gluegtableherehttr2IRangesisobandjsonlitelabelinglambda.rlatticelifecyclelmtestmagickmagrittrMASSMatrixMatrixGenericsmatrixStatsmemoisemodelrnlmennetopensslpillarpkgconfigpngpurrrR6rappdirsRColorBrewerRcppRcppArmadilloRcppEigenRcppTOMLreticulaterjsonrlangrprojrootRSpectraRSQLiteS4ArraysS4VectorsS7scalesSeqinfoSingleCellExperimentsnowSparseArraySpatialExperimentstringistringrSummarizedExperimentsystibbletidyrtidyselecttimeDateumapurcautf8vctrsviridisLitewithrXVectorzoo
Readme and manuals
Help Manual
| Help page | Topics |
|---|---|
| exploreWSIRParams function | exploreWSIRParams |
| findTopGenes | findTopGenes |
| generateUmapfromWSIR | generateUmapFromWSIR |
| Mouse Gastrulation Data | MouseData sample1_cell_types sample1_coords sample1_exprs sample2_cell_types sample2_coords sample2_exprs sample3_cell_types sample3_coords sample3_exprs |
| plotUmapFromWSIR | plotUmapFromWSIR |
| projectWSIR | projectWSIR |
| runwSIR | runwSIR |
| visualiseWSIRDirections | visualiseWSIRDirections |
| wSIR | wSIR |
