Save the expression matrix of a simulated pseudo-bulk dataset to a file
Source:R/simulator.R
save_simulation.Rd
Save the expression matrix of a simulated pseudo-bulk dataset to a file
Arguments
- simulation
the result of simulate_bulk()
- filename
the filename where to save the expression matrix to
- assay
name of the assay in simulation to save, default to bulk_counts
Examples
counts <- Matrix::Matrix(matrix(stats::rpois(3e5, 5), ncol=300), sparse = TRUE)
tpm <- Matrix::Matrix(matrix(stats::rpois(3e5, 5), ncol=300), sparse = TRUE)
tpm <- Matrix::t(1e6*Matrix::t(tpm)/Matrix::colSums(tpm))
colnames(counts) <- paste0("cell_",rep(1:300))
colnames(tpm) <- paste0("cell_",rep(1:300))
rownames(counts) <- paste0("gene_",rep(1:1000))
rownames(tpm) <- paste0("gene_",rep(1:1000))
annotation <- data.frame("ID"=paste0("cell_",rep(1:300)),
"cell_type"=c(rep("T cells CD4",50),
rep("T cells CD8",50),
rep("Macrophages",100),
rep("NK cells",10),
rep("B cells",70),
rep("Monocytes",20)))
dataset <- SimBu::dataset(annotation = annotation,
count_matrix = counts,
tpm_matrix = tpm,
name = "test_dataset")
#> Filtering genes...
#> Created dataset.
s <- SimBu::simulate_bulk(dataset,
scenario="even",
scaling_factor="NONE",
nsamples=10,
ncells=100)
#> Finished simulation.
save_simulation(s, tempfile())