Description Usage Arguments Value Author(s) See Also Examples
Quantify exposure for samples using Linear Combination Decomposition (LCD)
1 2 | cnv_quantifySigExposure(sample_by_component,
component_by_signature = NULL)
|
sample_by_component |
a sample-by-component |
component_by_signature |
a componet by signature matrix,
default is |
a list
contains absolute/relative exposure.
Geoffrey Macintyre, Shixiang Wang
Other CNV analysis functions: cnv_autoCaptureSignatures
,
cnv_chooseSigNumber
,
cnv_derivefeatures
,
cnv_extractSignatures
,
cnv_fitMixModels
,
cnv_generateSbCMatrix
,
cnv_getLengthFraction
,
cnv_pipe
,
cnv_plotDistributionProfile
,
cnv_plotFeatureDistribution
,
cnv_plotMixComponents
,
cnv_plotSignatures
,
cnv_readprofile
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 | ## Not run:
## load example copy-number data from tcga
load(system.file("inst/extdata", "example_cn_list.RData", package = "VSHunter"))
## generate copy-number features
tcga_features = cnv_derivefeatures(CN_data = tcga_segTabs, cores = 1, genome_build = "hg19")
## fit mixture model (this will take some time)
tcga_components = cnv_fitMixModels(CN_features = tcga_features, cores = 1)
## generate a sample-by-component matrix
tcga_sample_component_matrix = cnv_generateSbCMatrix(tcga_features, tcga_components, cores = 1)
## optimal rank survey
tcga_sig_choose = cnv_chooseSigNumber(tcga_sample_component_matrix,
nrun = 10, cores = 1, plot = FALSE)
tcga_signatures = cnv_extractSignatures(tcga_sample_component_matrix, nsig = 3, cores = 1)
w = NMF::basis(tcga_signatures) # signature matrix
tcga_exposure = cnv_quantifySigExposure(sample_by_component =
tcga_sample_component_matrix, component_by_signature = w)
## End(Not run)
|
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