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DESCRIPTION
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DESCRIPTION
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Package: xCell
Type: Package
Title: Cell type enrichment analysis
Version: 1.1.0
Author: person(“Dvir”, “Aran”, email = “[email protected]”,role = c("aut", "cre"))
Maintainer: Dvir Aran <[email protected]>
Description: Tissues are a complex milieu consisting of numerous cell types.
In cancer, understanding the cellular heterogeneity in the tumor microenvironment is
an emerging field of research. Numerous methods have been published in recent years
for the enumeration of cell subsets from tissue expression profiles. However, the
available methods suffer from three major problems: inferring cell subset based on
gene sets learned and verified from limited sources; displaying only partial portrayal
of the full cellular heterogeneity; and insufficient validation in mixed tissues.
The xCell package performs cell type enrichment analysis from gene expression data for
64 immune and stroma cell types. xCell is a gene signatures-based method learned from
thousands of pure cell types from various sources. xCell applies a novel technique for
reducing associations between closley related cell types. xCell signatures were
validated using extensive in-silico simulations and also cytometry immunophenotyping,
and were shown to outperform previous methods. xCell allows researchers to reliably
portray the cellular heterogeneity landscape of tissue expression profiles.
License: GPL-3
Encoding: UTF-8
URL: http://xCell.ucsf.edu
LazyData: true
Depends: R (>= 3.1.0)
biocViews:
Imports:
GSVA,
GSEABase,
pracma,
utils,
stats,
MASS,
digest,
curl,
quadprog
RoxygenNote: 6.0.1
Suggests: knitr,
rmarkdown,
testthat
VignetteBuilder: knitr