Package: Banksy 1.3.0

Joseph Lee

Banksy: Spatial transcriptomic clustering

Banksy is an R package that incorporates spatial information to cluster cells in a feature space (e.g. gene expression). To incorporate spatial information, BANKSY computes the mean neighborhood expression and azimuthal Gabor filters that capture gene expression gradients. These features are combined with the cell's own expression to embed cells in a neighbor-augmented product space which can then be clustered, allowing for accurate and spatially-aware cell typing and tissue domain segmentation.

Authors:Vipul Singhal [aut], Joseph Lee [aut, cre]

Banksy_1.3.0.tar.gz
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Banksy.pdf |Banksy.html
Banksy/json (API)
NEWS

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

Bug tracker:https://github.com/prabhakarlab/banksy/issues

Datasets:
  • hippocampus - Mouse Hippocampus VeraFISH data
  • rings - An unrealistic simulation of spatially-resolved omics data.

On BioConductor:Banksy-1.3.0(bioc 3.21)Banksy-1.2.0(bioc 3.20)

clusteringspatialsinglecellgeneexpressiondimensionreductionclustering-algorithmsingle-cell-omicsspatial-omics

8.91 score 82 stars 248 scripts 315 downloads 10 exports 100 dependencies

Last updated 4 months agofrom:abf32654bc. Checks:1 OK, 4 NOTE, 1 WARNING. Indexed: yes.

TargetResultLatest binary
Doc / VignettesOKJan 28 2025
R-4.5-winNOTEJan 28 2025
R-4.5-macWARNINGJan 28 2025
R-4.5-linuxNOTEJan 28 2025
R-4.4-winNOTEJan 28 2025
R-4.4-macNOTEJan 28 2025

Exports:clusterBanksyclusterNamescompareClusterscomputeBanksyconnectClustersgetBanksyMatrixrunBanksyPCArunBanksyUMAPsimulateDatasetsmoothLabels

Dependencies:abindaricodeaskpassBHBiobaseBiocFileCacheBiocGenericsbitbit64blobcachemclicolorspacecpp11crayoncurldata.tableDBIdbplyrdbscanDelayedArraydplyrdqrngfansifarverfastmapfilelockFNNgenericsGenomeInfoDbGenomeInfoDbDataGenomicRangesggplot2ggrepelgluegtablehttrigraphIRangesirlbaisobandjsonlitelabelinglatticeleidenAlglifecyclemagickmagrittrMASSMatrixMatrixGenericsmatrixStatsmclustmemoisemgcvmimemunsellnlmeopensslpbmcapplypillarpkgconfigplogrplyrpROCpurrrR6RColorBrewerRcppRcppAnnoyRcppArmadilloRcppEigenRcppHungarianRcppProgressrjsonrlangRSpectraRSQLiteS4ArraysS4VectorsscalessccoreSingleCellExperimentsitmoSparseArraySpatialExperimentstringistringrSummarizedExperimentsystibbletidyrtidyselectUCSC.utilsutf8uwotvctrsviridisLitewithrXVector

Domain segmentation (STARmap PLUS mouse brain)

Rendered fromdomain-segment.Rmdusingknitr::rmarkdownon Jan 28 2025.

Last update: 2024-01-03
Started: 2023-08-29

Multi-sample analysis (10x Visium Human DLPFC)

Rendered frommulti-sample.Rmdusingknitr::rmarkdownon Jan 28 2025.

Last update: 2024-04-09
Started: 2023-07-25

Parameter selection (VeraFISH Mouse Hippocampus)

Rendered fromparameter-selection.Rmdusingknitr::rmarkdownon Jan 28 2025.

Last update: 2024-03-08
Started: 2023-07-25

Spatial data integration with Harmony (10x Visium Human DLPFC)

Rendered frombatch-correction.Rmdusingknitr::rmarkdownon Jan 28 2025.

Last update: 2024-04-09
Started: 2023-08-30