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DESCRIPTION
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Package: CytoTalk
Title: Signal Transduction Networks from scRNA-seq
Version: 0.99.9
Depends: R (>= 4.1.0)
Authors@R: c(
person("Yuxuan", "Hu",
role = c("aut"),
comment = c(ORCID = "0000-0002-8830-6893")),
person("Shane", "Drabing",
role = c("aut"),
comment = c(ORCID = "0000-0001-9521-6610")),
person("Kai", "Tai",
role = c("cre"),
email = "tanlab4generegulation@gmail.com",
comment = c(ORCID = "0000-0002-9104-5567")))
Description: Perform de novo construction of signal transduction networks using
single-cell transcriptomic data (scRNA-seq). The CytoTalk process
constructs an integrated network of intra- and inter-cellular functional
gene interactions, generating useful graphical output for investigation of
cell-cell communication within and between cell types. CytoTalk attempts to
find the optimal subnetwork in the integrated network that includes genes
with high levels of cell-type-specific expression and close connection to
highly active ligand-receptor pairs. It takes into account metrics like as
Preferential Expression Measure (PEM), mutual information between proteins,
gene relevance, and non-self-talk score.
License: MIT + file LICENSE
Encoding: UTF-8
LazyData: true
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.1.2
Imports:
DiagrammeR,
DiagrammeRsvg,
Matrix,
corpcor,
doParallel,
foreach,
infotheo,
parmigene,
reticulate,
SingleCellExperiment,
tibble,
vroom
Suggests:
markdown,
knitr,
rmarkdown,
testthat (>= 3.0.0)
VignetteBuilder: knitr
biocViews: Software, SingleCell, GeneExpression, Network, Pathways
SystemRequirements:
Cytoscape,
Graphviz,
pcst_fast
Config/testthat/edition: 3