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Seurat metadata granularity #224

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9 changes: 7 additions & 2 deletions R/AbstractAnnData.R
Original file line number Diff line number Diff line change
Expand Up @@ -207,18 +207,23 @@ AbstractAnnData <- R6::R6Class("AbstractAnnData", # nolint
#'
#' @param assay_name The name of the assay to use as the main data
#' @param layers_mapping A named list mapping Seurat layers to AnnData layers
#' @param object_metadata_mapping A named list mapping Seurat object metadata to AnnData obs
#' @param assay_metadata_mapping A named list mapping Seurat assay metadata to AnnData var
#' @param reduction_mapping A named list mapping Seurat reductions to AnnData obsm/varm
#' @param graph_mapping A named list mapping Seurat graphs to AnnData obsp/varp
#' @param misc_mapping A named list mapping Seurat misc to AnnData uns
#' @return A Seurat object
to_Seurat = function(
assay_name = "RNA", layers_mapping = NULL, reduction_mapping = NULL,
graph_mapping = NULL, misc_mapping = NULL
assay_name = "RNA", layers_mapping = NULL,
object_metadata_mapping = NULL, assay_metadata_mapping = NULL,
reduction_mapping = NULL, graph_mapping = NULL, misc_mapping = NULL
) {
to_Seurat(
self,
assay_name = assay_name,
layers_mapping = layers_mapping,
object_metadata_mapping = object_metadata_mapping,
assay_metadata_mapping = assay_metadata_mapping,
reduction_mapping = reduction_mapping,
graph_mapping = graph_mapping,
misc_mapping = misc_mapping
Expand Down
83 changes: 81 additions & 2 deletions R/Seurat.R
Original file line number Diff line number Diff line change
Expand Up @@ -9,6 +9,11 @@
#' @param assay_name Name of the assay to be created (default: "RNA").
#' @param layers_mapping A named list to map AnnData layers to Seurat layers. See section "Layer mapping" for more
#' details.
#' @param object_metadata_mapping A named list to map observation-level metadata to object-level metadata in the Seurat
#' object. See section "Metadata mapping" for more details.
#' @param assay_metadata_mapping A named list to map variable-level metadata to assay-level metadata in the Seurat
#' object.
#' See section "Metadata mapping" for more details.
#' @param reduction_mapping A named list to map AnnData reductions to Seurat reductions. Each item in the list must be a
#' named list with keys 'key', 'obsm', and 'varm'. See section "Reduction mapping" for more details.
#' @param graph_mapping A named list to map AnnData graphs to Seurat graphs. Each item in the list must be a character
Expand All @@ -28,6 +33,25 @@
#'
#' * All AnnData layers are copied to Seurat layers by name.
#'
#' @section Metadata mapping:
#'
#' A named list to map observation-level and feature-level metadata to object-level and assay-level metadata in the
#' Seurat object.
#'
#' Each item in the `object_metadata_mapping` list must be a character vector of length 1, where the values
#' correspond to the names of the `obs` slot in the AnnData object, and the names correspond to the names of the
#' metadata in the resulting Seurat object.
#'
#' Example: `object_metadata_mapping = list(cellType = "cell_type")`.
#'
#' Each item in the `assay_metadata_mapping` list must be a character vector of length 1,
#' where the values correspond to the names of the `var` slot in the AnnData object, and the names correspond to the
#' names of the metadata in the resulting Seurat object.
#'
#' Example: `assay_metadata_mapping = list(geneInfo = "gene_info")`.
#'
#' By default, all metadata in the `obs` and `var` slots will be copied to the Seurat object.
#'
#' @section Reduction mapping:
#'
#' A named list to map AnnData `$obsm` and `$varm` to Seurat reductions. Each item in the list must be a named list
Expand Down Expand Up @@ -84,6 +108,8 @@ to_Seurat <- function(
adata,
assay_name = "RNA",
layers_mapping = NULL,
object_metadata_mapping = NULL,
assay_metadata_mapping = NULL,
reduction_mapping = NULL,
graph_mapping = NULL,
misc_mapping = NULL) {
Expand All @@ -92,9 +118,15 @@ to_Seurat <- function(

stopifnot(inherits(adata, "AbstractAnnData"))

if (is.null(object_metadata_mapping)) {
object_metadata_mapping <- to_Seurat_guess_object_metadata(adata)
}
if (is.null(layers_mapping)) {
layers_mapping <- to_Seurat_guess_layers(adata)
}
if (is.null(assay_metadata_mapping)) {
assay_metadata_mapping <- to_Seurat_guess_assay_metadata(adata)
}
if (is.null(reduction_mapping)) {
reduction_mapping <- to_Seurat_guess_reductions(adata)
}
Expand Down Expand Up @@ -135,18 +167,20 @@ to_Seurat <- function(
if (!is.null(data)) {
dimnames(data) <- list(adata$var_names, adata$obs_names)
}
object_metadata <- to_Seurat_process_metadata(adata, object_metadata_mapping, "obs")
obj <- SeuratObject::CreateSeuratObject(
meta.data = adata$obs,
meta.data = object_metadata,
assay = assay_name,
counts = counts,
data = data
)

# trackstatus: class=Seurat, feature=get_var, status=done
assay_metadata <- to_Seurat_process_metadata(adata, assay_metadata_mapping, "var")
if (!is.null(adata$var)) {
obj@assays[[assay_name]] <- SeuratObject::AddMetaData(
obj@assays[[assay_name]],
metadata = adata$var
metadata = assay_metadata
)
}

Expand Down Expand Up @@ -412,6 +446,51 @@ to_Seurat_guess_misc <- function(adata) { # nolint
misc_mapping
}

to_Seurat_guess_object_metadata <- function(adata) { # nolint
if (!inherits(adata, "AbstractAnnData")) {
stop("adata must be an object inheriting from AbstractAnnData")
}

object_metadata_mapping <- list()

if (!is.null(adata$obs)) {
for (key in names(adata$obs)) {
object_metadata_mapping[[key]] <- key
}
}

object_metadata_mapping
}

to_Seurat_guess_assay_metadata <- function(adata) { # nolint
if (!inherits(adata, "AbstractAnnData")) {
stop("adata must be an object inheriting from AbstractAnnData")
}

assay_metadata_mapping <- list()

if (!is.null(adata$var)) {
for (key in names(adata$var)) {
assay_metadata_mapping[[key]] <- key
}
}

assay_metadata_mapping
}

to_Seurat_process_metadata <- function(adata, mapping, slot) { # nolint
# check if mapping contains all columns of slot
if (length(setdiff(names(adata[[slot]]), names(mapping))) == 0) {
adata[[slot]]
} else {
mapped <- lapply(seq_along(mapping), function(i) {
adata[[slot]][[mapping[[i]]]]
})
names(mapped) <- names(mapping)
as.data.frame(mapped)
}
}

#' Convert a Seurat object to an AnnData object
#'
#' `from_Seurat()` converts a Seurat object to an AnnData object.
Expand Down
6 changes: 6 additions & 0 deletions man/AbstractAnnData.Rd

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30 changes: 30 additions & 0 deletions man/to_Seurat.Rd

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