pseudotime | R Documentation |
Generic to extract pseudotime from CDS object
pseudotime(x, reduction_method = "UMAP")
x |
A cell_data_set object. |
reduction_method |
Reduced dimension to extract pseudotime for. |
Pseudotime values.
cell_metadata <- readRDS(system.file('extdata',
'worm_embryo/worm_embryo_coldata.rds',
package='monocle3'))
gene_metadata <- readRDS(system.file('extdata',
'worm_embryo/worm_embryo_rowdata.rds',
package='monocle3'))
expression_matrix <- readRDS(system.file('extdata',
'worm_embryo/worm_embryo_expression_matrix.rds',
package='monocle3'))
cds <- new_cell_data_set(expression_data=expression_matrix,
cell_metadata=cell_metadata,
gene_metadata=gene_metadata)
cds <- preprocess_cds(cds, num_dim=50)
cds <- align_cds(cds, alignment_group = "batch",
residual_model_formula_str = "~ bg.300.loading + bg.400.loading +
bg.500.1.loading + bg.500.2.loading + bg.r17.loading + bg.b01.loading +
bg.b02.loading")
cds <- reduce_dimension(cds)
ciliated_genes <- c("che-1", "hlh-17", "nhr-6", "dmd-6", "ceh-36", "ham-1")
cds <- cluster_cells(cds)
cds <- learn_graph(cds)
cds <- order_cells(cds,root_pr_nodes='Y_27')
ps_tim <- pseudotime(cds)
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