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from_Seurat.R
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471 lines (417 loc) · 12 KB
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#' Convert a Seurat object to an AnnData object
#'
#' @param seurat_obj See [as_AnnData()]
#' @param assay_name See [as_AnnData()]
#' @param x_mapping See [as_AnnData()]
#' @param layers_mapping See [as_AnnData()]
#' @param obs_mapping See [as_AnnData()]
#' @param var_mapping See [as_AnnData()]
#' @param obsm_mapping See [as_AnnData()]
#' @param varm_mapping See [as_AnnData()]
#' @param obsp_mapping See [as_AnnData()]
#' @param varp_mapping See [as_AnnData()]
#' @param uns_mapping See [as_AnnData()]
#' @param output_class See [as_AnnData()]
#' @param ... See [as_AnnData()]
#'
#' @return An `AnnData` object
#' @noRd
# nolint start: object_name_linter
from_Seurat <- function(
# nolint end: object_name_linter
seurat_obj,
assay_name = NULL,
x_mapping = NULL,
layers_mapping = TRUE,
obs_mapping = TRUE,
var_mapping = TRUE,
obsm_mapping = TRUE,
varm_mapping = TRUE,
obsp_mapping = TRUE,
varp_mapping = TRUE,
uns_mapping = TRUE,
output_class = c("InMemory", "HDF5AnnData"),
...
) {
check_requires("Converting Seurat to AnnData", c("SeuratObject", "Seurat"))
output_class <- match.arg(output_class)
if (!inherits(seurat_obj, "Seurat")) {
cli_abort(
"{.arg seurat_obj} must be a {.cls Seurat} object but has class {.cls {class(seurat_obj)}}"
)
}
if (is.null(assay_name)) {
assay_name <- SeuratObject::DefaultAssay(seurat_obj)
}
if (!(assay_name %in% SeuratObject::Assays(seurat_obj))) {
cli_abort(c(
"{.arg assay_name} is not an assay in {.arg seurat_obj}",
"i" = "{.code Assays(seurat_obj)}: {.val {SeuratObject::Assays(seurat_obj)}}"
))
}
# Set the default assay so we can easily get the dimensions etc.
SeuratObject::DefaultAssay(seurat_obj) <- assay_name
layers_mapping <- get_mapping(
layers_mapping,
.from_Seurat_guess_layers,
seurat_obj,
"layers_mapping",
assay_name = assay_name
)
obs_mapping <- get_mapping(
obs_mapping,
.from_Seurat_guess_obs,
seurat_obj,
"obs_mapping",
assay_name = assay_name
)
var_mapping <- get_mapping(
var_mapping,
.from_Seurat_guess_var,
seurat_obj,
"var_mapping",
assay_name = assay_name
)
obsm_mapping <- get_mapping(
obsm_mapping,
.from_Seurat_guess_obsms,
seurat_obj,
"obsm_mapping",
assay_name = assay_name
)
varm_mapping <- get_mapping(
varm_mapping,
.from_Seurat_guess_varms,
seurat_obj,
"varm_mapping",
assay_name = assay_name
)
obsp_mapping <- get_mapping(
obsp_mapping,
.from_Seurat_guess_obsps,
seurat_obj,
"obsp_mapping",
assay_name = assay_name
)
varp_mapping <- get_mapping(
varp_mapping,
.from_Seurat_guess_varps,
seurat_obj,
"varp_mapping"
)
uns_mapping <- get_mapping(
uns_mapping,
.from_Seurat_guess_uns,
seurat_obj,
"uns_mapping"
)
generator <- get_anndata_constructor(output_class)
adata <- generator$new(shape = rev(dim(seurat_obj)), ...)
# Fill in slots in the object
.from_Seurat_process_obs(
adata,
seurat_obj,
assay_name,
obs_mapping
)
.from_Seurat_process_var(
adata,
seurat_obj,
assay_name,
var_mapping
)
# trackstatus: class=Seurat, feature=set_X, status=done
if (!is.null(x_mapping)) {
adata$X <- to_py_matrix(SeuratObject::LayerData(seurat_obj, x_mapping))
}
.from_Seurat_process_layers(
adata,
seurat_obj,
assay_name,
layers_mapping
)
.from_Seurat_process_obsm(
adata,
seurat_obj,
assay_name,
obsm_mapping
)
.from_Seurat_process_varm(
adata,
seurat_obj,
assay_name,
varm_mapping
)
.from_Seurat_process_obsp(
adata,
seurat_obj,
assay_name,
obsp_mapping
)
.from_Seurat_process_varp(
adata,
seurat_obj,
assay_name,
varp_mapping
)
.from_Seurat_process_uns(
adata,
seurat_obj,
assay_name,
uns_mapping
)
adata
}
# trackstatus: class=Seurat, feature=set_obs_names, status=done
# trackstatus: class=Seurat, feature=set_obs, status=done
# nolint start: object_name_linter
.from_Seurat_process_obs <- function(
adata,
seurat_obj,
assay_name,
obs_mapping
) {
# nolint end: object_name_linter
if (!rlang::is_empty(obs_mapping)) {
if (!all(obs_mapping %in% names(seurat_obj[[]]))) {
missing <- setdiff(obs_mapping, names(seurat_obj[[]])) # nolint object_usage_linter
cli_abort(paste(
"The requested obs item(s) {.val {missing}} do not exist in the Seurat",
"object ({.code names(seurat_obj[[]])})"
))
}
adata$obs <- seurat_obj[[unlist(obs_mapping)]] |>
setNames(names(obs_mapping))
} else {
# Store an empty data.frame to keep the obs names
adata$obs <- data.frame(row.names = colnames(seurat_obj))
}
}
# trackstatus: class=Seurat, feature=set_var_names, status=done
# trackstatus: class=Seurat, feature=set_var, status=done
# nolint start: object_name_linter
.from_Seurat_process_var <- function(
adata,
seurat_obj,
assay_name,
var_mapping
) {
# nolint end: object_name_linter
if (!rlang::is_empty(var_mapping)) {
if (!all(var_mapping %in% names(seurat_obj[[assay_name]][[]]))) {
missing <- setdiff(var_mapping, names(seurat_obj[[assay_name]][[]])) # nolint object_usage_linter
cli_abort(paste(
"The requested var item(s) {.val {missing}} do not exist in the Seurat",
"object ({.code names(seurat_obj[[{.val {assay_name}}]][[]])})"
))
}
adata$var <- seurat_obj[[assay_name]][[unlist(var_mapping)]] |>
setNames(names(var_mapping))
} else {
# Store an empty data.frame to keep the var names
adata$var <- data.frame(row.names = rownames(seurat_obj))
}
}
# trackstatus: class=Seurat, feature=set_layers, status=done
# nolint start: object_name_linter
.from_Seurat_process_layers <- function(
# nolint end: object_name_linter
adata,
seurat_obj,
assay_name,
layers_mapping
) {
if (rlang::is_empty(layers_mapping)) {
return(invisible())
}
adata$layers <- purrr::map(layers_mapping, function(.layer) {
to_py_matrix(
SeuratObject::LayerData(seurat_obj, assay = assay_name, layer = .layer)
)
})
}
# trackstatus: class=Seurat, feature=set_obsm, status=done
# nolint start: object_name_linter
.from_Seurat_process_obsm <- function(
adata,
seurat_obj,
assay_name,
obsm_mapping
) {
# nolint end: object_name_linter
if (rlang::is_empty(obsm_mapping)) {
return(invisible())
}
adata$obsm <- purrr::map(obsm_mapping, function(.reduction) {
if (!(.reduction %in% SeuratObject::Reductions(seurat_obj))) {
cli_abort(c(
"Reduction {.val {.reduction}} not found in Seurat object.",
"i" = "Available reductions: {.val {SeuratObject::Reductions(seurat_obj)}}"
))
}
SeuratObject::Embeddings(seurat_obj, .reduction)
})
}
# trackstatus: class=Seurat, feature=set_varm, status=done
# nolint start: object_name_linter
.from_Seurat_process_varm <- function(
adata,
seurat_obj,
assay_name,
varm_mapping
) {
# nolint end: object_name_linter
if (rlang::is_empty(varm_mapping)) {
return(invisible())
}
adata$varm <- purrr::map(varm_mapping, function(.reduction) {
if (!(.reduction %in% SeuratObject::Reductions(seurat_obj))) {
cli_abort(c(
"Reduction {.val {.reduction}} not found in Seurat object.",
"i" = "Available reductions: {.val {SeuratObject::Reductions(seurat_obj)}}"
))
}
SeuratObject::Loadings(seurat_obj, .reduction)
})
}
# trackstatus: class=Seurat, feature=set_obsp, status=done
# nolint start: object_name_linter
.from_Seurat_process_obsp <- function(
adata,
seurat_obj,
assay_name,
obsp_mapping
) {
# nolint end: object_name_linter
if (rlang::is_empty(obsp_mapping)) {
return(invisible())
}
adata$obsp <- purrr::map(obsp_mapping, function(.graph) {
if (!(.graph %in% SeuratObject::Graphs(seurat_obj))) {
cli_abort(c(
"Graph {.val {graph_name}} not found in Seurat object.",
"i" = "Available graphs: {.val {SeuratObject::Graphs(seurat_obj)}}"
))
}
as(seurat_obj[[.graph]], "sparseMatrix")
})
}
# trackstatus: class=Seurat, feature=set_varp, status=done
# nolint start: object_name_linter
.from_Seurat_process_varp <- function(
adata,
seurat_obj,
assay_name,
varp_mapping
) {
# nolint end: object_name_linter
if (rlang::is_empty(varp_mapping)) {
return(invisible())
}
adata$varp <- purrr::map(varp_mapping, function(.varp) {
# Check if the misc data exists
if (!(.varp %in% names(SeuratObject::Misc(seurat_obj)))) {
cli_abort(c(
"Misc data {.val {.varp}} not found in Seurat object.",
"i" = "Available misc data: {.val {names(SeuratObject::Misc(seurat_obj))}}"
))
}
SeuratObject::Misc(seurat_obj, .varp)
})
}
# trackstatus: class=Seurat, feature=set_uns, status=done
# nolint start: object_name_linter
.from_Seurat_process_uns <- function(
adata,
seurat_obj,
assay_name,
uns_mapping
) {
# nolint end: object_name_linter
if (rlang::is_empty(uns_mapping)) {
return(invisible())
}
adata$uns <- purrr::map(uns_mapping, function(.misc) {
if (!(.misc %in% names(SeuratObject::Misc(seurat_obj)))) {
cli_abort(c(
"Misc data {.val {.misc}} not found in Seurat object.",
"i" = "Available misc data: {.val {names(SeuratObject::Misc(seurat_obj))}}"
))
}
SeuratObject::Misc(seurat_obj, .misc)
})
}
# nolint start: object_name_linter object_length_linter
.from_Seurat_guess_layers <- function(seurat_obj, assay_name) {
# nolint end: object_name_linter object_length_linter
seurat_assay <- Seurat::GetAssay(seurat_obj, assay = assay_name)
layers <- SeuratObject::Layers(seurat_assay)
setNames(layers, layers)
}
# nolint start: object_name_linter
.from_Seurat_guess_obs <- function(seurat_obj, assay_name) {
# nolint end: object_name_linter
setNames(names(seurat_obj[[]]), names(seurat_obj[[]]))
}
# nolint start: object_name_linter
.from_Seurat_guess_var <- function(seurat_obj, assay_name) {
# nolint end: object_name_linter
assay <- seurat_obj[[assay_name]]
setNames(names(assay[[]]), names(assay[[]]))
}
# nolint start: object_name_linter object_length_linter
.from_Seurat_guess_obsms <- function(seurat_obj, assay_name) {
# nolint end: object_name_linter object_length_linter
obsm_mapping <- c()
for (reduction_name in SeuratObject::Reductions(seurat_obj)) {
# Check if the dimreduc was calculated by the selected assay
reduction <- seurat_obj[[reduction_name]]
if (SeuratObject::DefaultAssay(reduction) != assay_name) {
next
}
obsm_mapping[reduction_name] <- reduction_name
}
obsm_mapping
}
# nolint start: object_name_linter object_length_linter
.from_Seurat_guess_varms <- function(seurat_obj, assay_name) {
# nolint end: object_name_linter object_length_linter
varm_mapping <- c()
for (reduction_name in SeuratObject::Reductions(seurat_obj)) {
reduction <- seurat_obj[[reduction_name]]
loadings <- SeuratObject::Loadings(seurat_obj, reduction_name)
if (
!SeuratObject::IsMatrixEmpty(loadings) &&
nrow(loadings) == nrow(seurat_obj) &&
SeuratObject::DefaultAssay(reduction) == assay_name
) {
varm_mapping[reduction_name] <- reduction_name
}
}
varm_mapping
}
# nolint start: object_name_linter object_length_linter
.from_Seurat_guess_obsps <- function(seurat_obj, assay_name) {
# nolint end: object_name_linter object_length_linter
obsp_mapping <- c()
for (graph_name in SeuratObject::Graphs(seurat_obj)) {
graph <- seurat_obj[[graph_name]]
if (SeuratObject::DefaultAssay(graph) != assay_name) {
next
}
dest_name <- gsub(paste0(assay_name, "_"), "", graph_name)
obsp_mapping[dest_name] <- graph_name
}
obsp_mapping
}
# nolint start: object_name_linter object_length_linter
.from_Seurat_guess_varps <- function(seurat_obj) {
# nolint end: object_name_linter object_length_linter
c()
}
# nolint start: object_name_linter object_length_linter
.from_Seurat_guess_uns <- function(seurat_obj) {
# nolint end: object_name_linter object_length_linter
uns_names <- names(SeuratObject::Misc(seurat_obj))
setNames(uns_names, uns_names)
}