calcCopyNumber {karyotapR} | R Documentation |
Calculate relative copy number value for each cell-probe unit using reference sample
Description
calcCopyNumber()
transforms the normalized count matrix normcounts
of a TapestriExperiment
object
into copy number values based on a set of reference cell barcodes and given copy number value (e.g. 2 for diploid).
This is practically used to set the median copy number of a usually diploid reference
cell population to a known copy number value, e.g. 2, and then calculate the copy number for all the
cells relative to that reference population. This occurs individually for each probe,
such that the result is one copy number value per cell barcode per probe (cell-probe unit).
control.copy.number
is a data.frame
lookup table used to indicate the copy number value and cell barcodes
to use as the reference. A template for control.copy.number
can be generated using generateControlCopyNumberTemplate()
,
which will have a row for each chromosome arm represented in TapestriExperiment
.
The control.copy.number
data.frame should include 3 columns named arm
, copy.number
, and sample.label
.
arm
is chromosome arm names from chr1p through chrXq, copy.number
is the reference copy number value (2 = diploid), and sample.label
is the
value corresponding to the colData
column given in sample.feature
to indicate the set of reference cell barcodes to use to set the copy number.
This is best used in a workflow where the cells are clustered first into their respective samples, and then one cluster is used as the reference population
the other clusters. This also allows for the baseline copy number to be set for each chromosome arm individually in the case where the
reference population is not completely diploid.
Usage
calcCopyNumber(
TapestriExperiment,
control.copy.number,
sample.feature = "cluster",
remove.bad.probes = FALSE
)
generateControlCopyNumberTemplate(
TapestriExperiment,
copy.number = 2,
sample.feature.label = NA
)
Arguments
TapestriExperiment |
|
control.copy.number |
|
sample.feature |
Character, |
remove.bad.probes |
Logical, if |
copy.number |
Numeric, sets all entries of |
sample.feature.label |
Character, sets all entries of |
Value
TapestriExperiment
object with cell-probe copy number values in copyNumber
assay slot.
data.frame
with 3 columns named arm
, copy.number
, and sample.label
Functions
-
generateControlCopyNumberTemplate()
: generates adata.frame
template forcontrol.copy.number
incalcCopyNumber()
.
Examples
tap.object <- newTapestriExperimentExample() # example TapestriExperiment object
tap.object <- calcNormCounts(tap.object)
control.copy.number <- generateControlCopyNumberTemplate(tap.object,
copy.number = 2,
sample.feature.label = "cellline1"
)
tap.object <- calcCopyNumber(tap.object,
control.copy.number,
sample.feature = "test.cluster"
)
tap.object <- newTapestriExperimentExample() # example TapestriExperiment object
control.copy.number <- generateControlCopyNumberTemplate(tap.object,
copy.number = 2,
sample.feature.label = "cellline1"
)