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DESCRIPTION
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DESCRIPTION
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Package: HuMMuS
Title: Heterogeneous Multilayer Network for Multi-Omics Single-Cell Data
Version: 0.0.1
Authors@R: person(given = "Rémi",
family = "Trimbour",
email = "[email protected]",
role = c("aut", "cre"),
comment = c(ORCID = "0000-0001-8770-8412"))
Description: A general framework to infer regulatory mechanisms from multi-omics single-cell data.
HuMMuS package provides functions to build individual networks
from different single-cell modalities, then to integrate them
into a single-cell heterogeneous multilayer network. The package
also provides functions to infer regulatory mechanisms from the
heterogeneous multilayer network.
HuMMuS is based on a flexible framework that can be adapted to any
single-cell modalities. We provide study cases for scRNA+scATAC
and scRNA+scATAC+snmC(methylation) that can be completed by PPI.
Many regulatory mechanisms can be inferred with HuMMuS, notably
classical gene regulatory networks (GRN), but TF-target genes,
enhancer-gene interactions, TF-enhancer bindings, or even research
of heterogeneous communnities of omics features (e.g. ensemble of
peaks, genes and TFs cooperating to the same biological function).
License: AGPL (>= 3)
Encoding: UTF-8
LazyData: true
Roxygen: list(markdown = TRUE)
RoxygenNote: 7.2.3
Depends:
R (>= 4.0.0)
biocViews:
Imports:
grr,
sparseMatrixStats,
TFBSTools,
stringr,
JASPAR2020,
chromVAR,
IRanges,
Matrix,
S4Vectors,
utils,
tidyr,
OmnipathR,
GENIE3,
reshape2,
Signac,
biovizBase,
SingleCellExperiment,
motifmatchr,
reticulate
Suggests:
doParallel,
doRNG,
EnsDb.Hsapiens.v86,
BSgenome.Hsapiens.UCSC.hg38,
knitr,
rmarkdown
VignetteBuilder: knitr
URL: https://cantinilab.github.io/HuMMuS/