Functions for running and comparing many different clusterings of single-cell sequencing data.
Summary of changes from previous versions:
The paper acompanying this package can be found at:
Risso D, Purvis L, Fletcher R, Das D, Ngai J, Dudoit S, Purdom E (2018) "clusterExperiment and RSEC: A Bioconductor package and framework for clustering of single-cell and other large gene expression datasets" PLoS Comput Biol. 2018 Sep 4;14(9):e1006378 link
There is a github repository (epurdom/RSECPaper for this paper that gives the code for reproducing the analysis in that manuscript.
A F1000 workflow demonstrating the use of RSEC for clustering as part of trajectory estimation with the package
slingshot and normalization with
Perraudeau F, Risso D, Street K, Purdom E, and Dudoit S (2017) "Bioconductor workflow for single-cell RNA sequencing: Normalization, dimensionality reduction, clustering, and lineage inference" F1000Research 6:1158.
A compiled version of the vignette (i.e. tutorial) of the github version of
clusterExperiment (corresponding to the
master branch) can be found (here)[http://bioconductor.org/packages/devel/bioc/vignettes/clusterExperiment/inst/doc/clusterExperimentTutorial.html]
The compiled version of the vignette corresponding to the version of
clusterExperiment available with the latest release of Bioconductor can be found (here)[http://bioconductor.org/packages/release/bioc/vignettes/clusterExperiment/inst/doc/clusterExperimentTutorial.html]
We recommend installation of the package via bioconductor.
if (!requireNamespace("BiocManager", quietly=TRUE)) install.packages("BiocManager") BiocManager::install("clusterExperiment")
To install the most recent version of the package available on the development branch of bioconductor, follow the above instructions, after downloading the development version of bioconductor (see here for instructions).
If you are having problems installing/updating the package
gsl from source because your gsl installation is not found, this answer (and the comment following it) on stackoverflow may be of help.
We generally try to keep the bioconductor devel version up-to-date with the master branch of this git repository. But since this can require installing R and/or bioconductor development version, it can be convenient to be able to get just the most recent version from github.
You can install the github version via
develop branch is our development branch where we are actively updating features, and may contain bugs or be in the process of being updated. You should not use the
develop branch unless it passes TravisCI checks (see below) and you want to be using a very beta version.
The development branch can be installed via the
install_github command above, but indicating the
library(devtools) install_github("epurdom/clusterExperiment", ref="develop")
Below are status checks for the package. Note that occassionally errors do not appear here immediately. Clicking on the link will give you the most up-to-date status.
Please use https://github.com/epurdom/clusterExperiment/issues to submit issues, bug reports, and comments.
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