An R package to calculate an intestinal stem cell index from gene expression profiling data
The ISCindex R package provides a function to calculate an intestinal stem cell index describing stem cell phenotype along a continuum from a more conventional Crypt Base Columnar stem cell (CBC) to a Regenerative Stem Cell (RSC) phenotype.
If you use ISCindex in your work, please cite the following paper:
Gil Vazquez et al. Dynamic and adaptive cancer stem cell population admixture in colorectal neoplasia. Cell Stem Cell, Volume 29, Issue 8, 1213 - 1228.e8
The package can be installed in R by entering the following commands:
if (!requireNamespace("devtools", quietly = TRUE))
install.packages("devtools")
devtools::install_github("gnvalbuena/ISCindex")
UPDATE: This version has been updated for functions to conform with backend changes in the GSVA
package from version 1.52.3
. There are no changes to how the package function is used.
To calculate the stem cell index, use
stemcellindex(geneexpressiondata, organism, geneid)
where
geneexpressiondata
is a table of gene expression data (microarray or RNAseq), with genes in rows and samples in columnsorganism
is either"mouse"
or"human"
geneid
is the type of gene identifiers in the rownames ofgeneexpreessiondata
, either"ensembl"
or"genename"
The function will return a data frame containing
RSC
- single sample Regenerative Stem Cell scoresCBC
- single sample Crypt Base Columnar Stem Cell scoresstemcellindex
- stem cell index
Access the manual for the stemcellindex
function by entering ?stemcellindex