
Add ADT counts to SingleCellsMultiModal
add_adt_counts_sc.RdThis method allows you to add ADT counts to a SingleCellsMultiModal.
Assumes the transcriptomics data has already been ingested and the cells
to keep are known. The method subsets the ADT counts to the kept cells,
applies the requested normalisation (CLR or DSB), populates the "var_adt"
table in the DuckDB, and attaches an ADTCounts to the class.
Usage
add_adt_counts_sc(object, adt_counts, method = c("clr", "dsb"), ...)Arguments
- object
SingleCellsMultiModalclass.- adt_counts
Numeric matrix. Cells x features matrix of raw ADT counts.
- method
String. One of
c("clr", "dsb"). Normalisation method.- ...
Additional arguments forwarded to the normalisation constructor. For
method = "clr":seurat_clr,clean_clr_counts,percentile. Formethod = "dsb":empty_drops,isotype_names,dsb_params,scale_factor,seed,verbose. Seenew_adt_counts_clr()andnew_adt_counts_dsb().
Examples
# a CLR-normalised ADT layer on top of an ingested RNA modality
rna <- generate_single_cell_test_data()
adt <- generate_single_cell_test_data_adt()
dir <- tempfile("bixverse_mm")
dir.create(dir)
object <- load_r_data(
SingleCellsMultiModal(dir_data = dir),
counts = rna$counts,
obs = rna$obs,
var = rna$var,
sc_qc_param = params_sc_min_quality(min_unique_genes = 5L),
.verbose = FALSE
)
object <- add_adt_counts_sc(object, adt_counts = adt$counts, method = "clr")
get_adt_names(object)
#> [1] "protein_01" "protein_02" "protein_03" "protein_04" "protein_05"
#> [6] "protein_06" "protein_07" "protein_08" "protein_09" "protein_10"
#> [11] "protein_11" "protein_12" "protein_13" "protein_14" "protein_15"
unlink(dir, recursive = TRUE, force = TRUE)