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DESCRIPTION
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Package: clustSIGNAL
Type: Package
Title: clustSIGNAL: a spatial clustering method
Version: 0.99.7
Authors@R: c(
person("Pratibha", "Panwar", email = "[email protected]",
role = c("cre", "aut", "ctb"), comment = c(ORCID = "0000-0002-7437-7084")),
person("Boyi", "Guo", email = "[email protected]", role = "aut"),
person("Haowen", "Zhao", email = "[email protected]", role = "aut"),
person("Stephanie", "Hicks", email = "[email protected]", role = "aut"),
person("Shila", "Ghazanfar", email = "[email protected]",
role = c("aut", "ctb"), comment = c(ORCID = "0000-0001-7861-6997")))
Description: clustSIGNAL: clustering of Spatially Informed Gene expression with
Neighbourhood Adapted Learning. A tool for adaptively smoothing and clustering
gene expression data. clustSIGNAL uses entropy to measure heterogeneity of
cell neighbourhoods and performs a weighted, adaptive smoothing, where
homogeneous neighbourhoods are smoothed more and heterogeneous neighbourhoods
are smoothed less. This not only overcomes data sparsity but also incorporates
spatial context into the gene expression data. The resulting smoothed gene
expression data is used for clustering and could be used for other downstream
analyses.
License: GPL-2
Encoding: UTF-8
URL: https://sydneybiox.github.io/clustSIGNAL/
BugReports: https://github.com/sydneybiox/clustSIGNAL/issues
biocViews: Clustering, Software, GeneExpression, Spatial, Transcriptomics, SingleCell
RoxygenNote: 7.3.2
Depends: R (>= 4.4.0), SpatialExperiment
Imports: BiocParallel,
BiocNeighbors,
bluster (>= 1.16.0),
scater,
harmony,
SingleCellExperiment,
SummarizedExperiment,
methods,
Matrix,
reshape2
Suggests: knitr,
BiocStyle,
testthat (>= 3.0.0),
aricode,
cluster,
distances,
ggplot2,
patchwork,
scattermore,
dplyr
VignetteBuilder: knitr