sigprofiler: Extract Signatures with SigProfiler

In sigminer: Extract, Analyze and Visualize Mutational Signatures for Genomic Variations

Extract Signatures with SigProfiler

Description

This function provides an interface to software SigProfiler. More please see https://github.com/AlexandrovLab/SigProfilerExtractor. Typically, a reference genome is not required because the input is a matrix (my understanding). If you are using refitting result by SigProfiler, please make sure you have input the matrix same order as examples at https://github.com/AlexandrovLab/SigProfilerMatrixGenerator/tree/master/SigProfilerMatrixGenerator/references/matrix/BRCA_example. If not, use sigprofiler_reorder() firstly.

Usage

sigprofiler_extract(
  nmf_matrix,
  output,
  output_matrix_only = FALSE,
  range = 2:5,
  nrun = 10L,
  refit = FALSE,
  refit_plot = FALSE,
  is_exome = FALSE,
  init_method = c("random", "nndsvd_min", "nndsvd", "nndsvda", "nndsvdar"),
  cores = -1L,
  genome_build = c("hg19", "hg38", "T2T", "mm10", "mm9", "ce11"),
  use_conda = FALSE,
  py_path = NULL,
  sigprofiler_version = "1.1.3"
)

sigprofiler_import(
  output,
  order_by_expo = FALSE,
  type = c("suggest", "refit", "all")
)

sigprofiler_reorder(
  nmf_matrix,
  type = c("SBS96", "SBS6", "SBS12", "SBS192", "SBS1536", "SBS3072", "DBS78", "DBS312",
    "DBS1248", "DBS4992")
)

Arguments

nmf_matrix	a matrix used for NMF decomposition with rows indicate samples and columns indicate components.
output	output directory.
output_matrix_only	if TRUE, only generate matrix file for SigProfiler so user can call SigProfiler with the input by himself.
range	signature number range, i.e. 2:5.
nrun	the number of iteration to be performed to extract each signature number.
refit	if TRUE, then refit the denovo signatures with nnls. Same meaning as optimize option in sig_extract or sig_auto_extract.
refit_plot	if TRUE, SigProfiler will make denovo to COSMIC sigantures decompostion plots. However, this may fail due to some matrix cannot be identified by SigProfiler plot program.
is_exome	if TRUE, the exomes will be extracted.
init_method	the initialization algorithm for W and H matrix of NMF. Options are 'random', 'nndsvd', 'nndsvda', 'nndsvdar', 'alexandrov-lab-custom' and 'nndsvd_min'.
cores	number of cores used for computation.
genome_build	I think this option is useless when input is matrix, keep it in case it is useful.
use_conda	if TRUE, create an independent conda environment to run SigProfiler.
py_path	path to Python executable file, e.g. '/Users/wsx/anaconda3/bin/python'.
sigprofiler_version	version of SigProfilerExtractor. If this package is not installed, the specified package will be installed. If this package is installed, this option is useless.
order_by_expo	if TRUE, order the import signatures by their exposures, e.g. the signature contributed the most exposure in all samples will be named as Sig1.
type	mutational signature type.

Value

For sigprofiler_extract(), returns nothing. See output directory.

For sigprofiler_import(), a list containing Signature object.

A NMF matrix for input of sigprofiler_extract().

Examples

if (FALSE) {
  load(system.file("extdata", "toy_copynumber_tally_W.RData",
    package = "sigminer", mustWork = TRUE
  ))

  reticulate::conda_list()

  sigprofiler_extract(cn_tally_W$nmf_matrix, "~/test/test_sigminer",
    use_conda = TRUE
  )

  sigprofiler_extract(cn_tally_W$nmf_matrix, "~/test/test_sigminer",
    use_conda = FALSE, py_path = "/Users/wsx/anaconda3/bin/python"
  )
}

data("simulated_catalogs")
sigprofiler_reorder(t(simulated_catalogs$set1))

sigminer documentation built on May 29, 2024, 3:11 a.m.