diff --git a/DESCRIPTION b/DESCRIPTION index acd110d..e0bf457 100644 --- a/DESCRIPTION +++ b/DESCRIPTION @@ -33,14 +33,14 @@ Suggests: testthat (>= 3.0.0), BiocSingular, bluster, - qs, scater, scran, Seurat, SingleCellExperiment, - BiocStyle + BiocStyle, + magick, + qs2 VignetteBuilder: knitr Config/testthat/edition: 3 URL: https://phipsonlab.github.io/SuperCellCyto/ BugReports: https://github.com/phipsonlab/SuperCellCyto/issues - diff --git a/R/runSuperCellCyto.R b/R/runSuperCellCyto.R index 80f5d1a..f075d52 100644 --- a/R/runSuperCellCyto.R +++ b/R/runSuperCellCyto.R @@ -257,7 +257,7 @@ runSuperCellCyto <- function( if (n_pc > length(markers)) { warning( sprintf( - "n_pc (%d) > number of markers (%d). Setting n_pc to %d.", + "Requested n_pc (%d) > markers (%d). Setting n_pc to %d.", n_pc, length(markers), length(markers) ) ) diff --git a/inst/README.md b/inst/README.md new file mode 100644 index 0000000..0a47da8 --- /dev/null +++ b/inst/README.md @@ -0,0 +1,21 @@ +# README + +Data in `extdata` folder are obtained from the following sources: + +* `Data23_Panel3_base_NR4_Patient9.fcs` and +`Data23_Panel3_base_R5_Patient15.fcs` are mass cytometry data from anti-PD1 + immunotherapy study by [Krieg et. al](https://doi.org/10.1038/nm.4466). + FCS files are available from + [FlowRepository]( + http://flowrepository.org/public_experiment_representations/1124). +* `Levine_32dim_H1_sub.csv` and `Levine_32dim_H2_sub.csv` are mass cytometry + data from AML study by + [Levine et. al](https://doi.org/10.1016/j.cell.2015.05.047). +* `Levine_32dim_seurat_sub.qs2` and `Levine_32dim_sce_sub.qs2` are + Seurat object and SingleCellExperiment object containing subsampled + mass cytometry data from AML study by + [Levine et. al](https://doi.org/10.1016/j.cell.2015.05.047). + +Scripts to generate the different formats of `Levine_32dim` dataset is stored +in the `inst/scripts` directory of +[SuperCellCyto](https://github.com/phipsonlab/SuperCellCyto) repo. diff --git a/inst/extdata/Levine_32dim_H1_sub.csv b/inst/extdata/Levine_32dim_H1_sub.csv index d28d7e7..10ff4f6 100644 --- a/inst/extdata/Levine_32dim_H1_sub.csv +++ b/inst/extdata/Levine_32dim_H1_sub.csv @@ -1,200 +1,201 @@ Time,Cell_length,DNA1,DNA2,CD45RA,CD133,CD19,CD22,CD11b,CD4,CD8,CD34,Flt3,CD20,CXCR4,CD235ab,CD45,CD123,CD321,CD14,CD33,CD47,CD11c,CD7,CD15,CD16,CD44,CD38,CD13,CD3,CD61,CD117,CD49d,HLA-DR,CD64,CD41,Viability,file_number,event_number 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0000000..c72bf8e Binary files /dev/null and b/inst/extdata/Levine_32dim_sce_sub.qs2 differ diff --git a/inst/extdata/Levine_32dim_seurat_sub.qs b/inst/extdata/Levine_32dim_seurat_sub.qs deleted file mode 100644 index 35bd57e..0000000 Binary files a/inst/extdata/Levine_32dim_seurat_sub.qs and /dev/null differ diff --git a/inst/extdata/Levine_32dim_seurat_sub.qs2 b/inst/extdata/Levine_32dim_seurat_sub.qs2 new file mode 100644 index 0000000..fe2fd4b Binary files /dev/null and b/inst/extdata/Levine_32dim_seurat_sub.qs2 differ diff --git a/inst/scripts/make_levine_32dim.R b/inst/scripts/make_levine_32dim.R new file mode 100644 index 0000000..d461756 --- /dev/null +++ b/inst/scripts/make_levine_32dim.R @@ -0,0 +1,66 @@ +library(HDCytoData) +library(data.table) +library(qs2) + + +sce <- Levine_32dim_SE() + +# isolate data from H1 and H2 patients +sce_H1 <- sce[rowData(sce)$patient_id == "H1", ] +sce_H2 <- sce[rowData(sce)$patient_id == "H2", ] + +# remove unassigned +sce_H1 <- sce_H1[rowData(sce_H1)$population_id != "unassigned", ] +sce_H2 <- sce_H2[rowData(sce_H2)$population_id != "unassigned", ] + +# randomly select 200 cells from each patient +set.seed(42) +sce_H1_sub <- sce_H1[sample(nrow(sce_H1), 200), ] +sce_H2_sub <- sce_H2[sample(nrow(sce_H2), 200), ] + +# convert to data.table +dt_H1_sub <- data.table(assay(sce_H1_sub, "exprs")) +dt_H2_sub <- data.table(assay(sce_H2_sub, "exprs")) + +# save them as csv files +fwrite(dt_H1_sub, "inst/extdata/Levine_32dim_H1_sub.csv") +fwrite(dt_H2_sub, "inst/extdata/Levine_32dim_H2_sub.csv") + + +# create the sce object +dt <- data.table(assay(sce, "exprs")) +dt[, population_id := rowData(sce)$population_id] +dt[, sample := rowData(sce)$patient_id] + +# get 50 cells from each population and sample +set.seed(42) +n_cells <- 50 +sampled_dt <- dt[, .SD[sample(.N, min(.N, n_cells))], by = c("population_id", "sample")] + +# assign cell id +sampled_dt[, cell_id := paste0("cell_", .I)] + +# create SCE object +exprs_mat <- t(as.matrix(sampled_dt[, !c("population_id", "sample", "cell_id"), with = FALSE])) +sce_sampled <- SingleCellExperiment::SingleCellExperiment(assays = list(counts = exprs_mat)) +SummarizedExperiment::colData(sce_sampled)$population <- sampled_dt$population_id +SummarizedExperiment::colData(sce_sampled)$sample <- sampled_dt$sample +SummarizedExperiment::colData(sce_sampled)$cell_id <- sampled_dt$cell_id +colnames(sce_sampled) <- sampled_dt$cell_id + +qs_save(sce_sampled, "inst/extdata/Levine_32dim_sce_sub.qs2") + + +# create Seurat object +seurat_obj <- Seurat::CreateSeuratObject( + counts = exprs_mat, + assay = "originalexp", +) +seurat_obj <- Seurat::AddMetaData(seurat_obj, metadata = sampled_dt[, .(population_id, sample, cell_id)]) +# rename patient_id to sample + + +qs_save(seurat_obj, "inst/extdata/Levine_32dim_seurat_sub.qs2") + + + diff --git a/vignettes/how_to_create_supercells.Rmd b/vignettes/SuperCellCyto.Rmd similarity index 93% rename from vignettes/how_to_create_supercells.Rmd rename to vignettes/SuperCellCyto.Rmd index b37cc47..fc577ce 100644 --- a/vignettes/how_to_create_supercells.Rmd +++ b/vignettes/SuperCellCyto.Rmd @@ -27,6 +27,42 @@ library(BiocParallel) This vignette describes the steps to generate supercells for cytometry data using SuperCellCyto R package. +Briefly, supercells are "mini" clusters of cells that are similar in their +marker expressions. +The motivation behind supercells is that instead of analysing millions of +individual cells, you can analyse thousands of supercells, +making downstream analysis much faster while maintaining +biological interpretability. + + +See other vignettes for how to: + +* [Prepare your data for SuperCellCyto](how_to_prepare_data.html) +* [Use SuperCellCyto for downsampling]( + using_supercellcyto_for_stratified_summarising.html) +* [Integrate SuperCellCyto output with SingleCellExperiment objects]( + interoperability_with_sce.html) +* [Integrate SuperCellCyto output with Seurat objects]( + interoperability_with_seurat.html) + +## Installation + +You can install stable version of SuperCellCyto from Bioconductor using: + +```{r, eval=FALSE} +if (!requireNamespace("BiocManager", quietly = TRUE)) + install.packages("BiocManager") +BiocManager::install("SuperCellCyto") +``` + +For the latest development version, you can install it from GitHub using `pak`: + +```{r, eval=FALSE} +if (!requireNamespace("pak", quietly = TRUE)) + install.packages("pak") +pak::install_github("phipsonlab/SuperCellCyto") +``` + ## Preparing your dataset The function which creates supercells is called `runSuperCellCyto`, and it diff --git a/vignettes/how_to_prepare_data.Rmd b/vignettes/how_to_prepare_data.Rmd index 8697c01..00913b0 100644 --- a/vignettes/how_to_prepare_data.Rmd +++ b/vignettes/how_to_prepare_data.Rmd @@ -129,12 +129,6 @@ create supercells. Loading CSV files into a `data.table` object is straightforward. We can use the `fread` function from the `data.table` package. -Here's how to install it: - -```{r install_datatable, eval=FALSE} -install.packages("data.table") -``` - For this example, let's load two CSV files containing subsampled data from the `Levine_32dim` dataset we used in SuperCellCyto manuscript. Each file represents a sample (H1 and H2), with the sample name appended @@ -143,13 +137,10 @@ to the file name: ```{r load_csv_data} library(data.table) -csv_files <- c( - system.file( - "extdata", "Levine_32dim_H1_sub.csv", package = "SuperCellCyto" - ), - system.file( - "extdata", "Levine_32dim_H2_sub.csv", package = "SuperCellCyto" - ) +csv_files <- system.file( + "extdata", + c("Levine_32dim_H1_sub.csv", "Levine_32dim_H2_sub.csv"), + package = "SuperCellCyto" ) samples <- c("H1", "H2") @@ -207,7 +198,8 @@ library(data.table) fs <- read.flowSet( path = system.file( - "extdata", package = "SuperCellCyto" + "extdata", + package = "SuperCellCyto" ), pattern = "\\.fcs$" ) @@ -309,10 +301,14 @@ dat[, (new_cols) := lapply(.SD, function(x) asinh(x / cf)), .SDcols = markers] After transformation, new columns with "_asinh" appended indicate the transformed markers. +```{r} +head(dat) +``` + With your data now transformed, you're ready to create supercells using SuperCellCyto. Please refer to -[How to create supercells](how_to_create_supercells.html) vignette +[How to create supercells](SuperCellCyto.html) vignette for detailed instructions. ## Session information diff --git a/vignettes/interoperability_with_sce.Rmd b/vignettes/interoperability_with_sce.Rmd index a419404..5a98ce5 100644 --- a/vignettes/interoperability_with_sce.Rmd +++ b/vignettes/interoperability_with_sce.Rmd @@ -27,7 +27,7 @@ illustrate how to create supercells and conduct downstream analyses. ```{r setup, message=FALSE, warning=FALSE} library(SuperCellCyto) -library(qs) +library(qs2) library(scran) library(BiocSingular) library(scater) @@ -38,13 +38,17 @@ library(data.table) ## Preparing SCE object We first load the subsampled Levine_32dim data, stored as a -[qs](https://cran.r-project.org/web/packages/qs/index.html) -using the `qread` function. - -```{r load_sce_object} -sce <- qread(system.file( - "extdata", "Levine_32dim_sce_sub.qs", package = "SuperCellCyto" -)) +[qs2](https://cran.r-project.org/web/packages/qs2/index.html) +using the `qs_read` function. + +```{r load_sce_obj} +sce <- qs_read( + system.file( + "extdata", + "Levine_32dim_sce_sub.qs2", + package = "SuperCellCyto" + ) +) sce ``` The data is stored in the `counts` assay. diff --git a/vignettes/interoperability_with_seurat.Rmd b/vignettes/interoperability_with_seurat.Rmd index 96db94b..891610a 100644 --- a/vignettes/interoperability_with_seurat.Rmd +++ b/vignettes/interoperability_with_seurat.Rmd @@ -29,7 +29,7 @@ We will show how to create supercells from this data and analyse them using [Seurat](https://satijalab.org/seurat/). ```{r setup, message=FALSE, warning=FALSE} -library(qs) +library(qs2) library(Seurat) library(data.table) library(SuperCellCyto) @@ -39,15 +39,18 @@ set.seed(42) ## Preparing Seurat object -The subsampled Levine_32dim data is stored as a -[qs](https://cran.r-project.org/web/packages/qs/index.html) object. -We begin by loading this data using the `qread` function from the qs package. - +We first load the subsampled Levine_32dim data, stored as a +[qs2](https://cran.r-project.org/web/packages/qs2/index.html) +using the `qs_read` function. ```{r load_seurat_obj} -seurat_obj <- qread(system.file( - "extdata", "Levine_32dim_seurat_sub.qs", package = "SuperCellCyto" -)) +seurat_obj <- qs_read( + system.file( + "extdata", + "Levine_32dim_seurat_sub.qs2", + package = "SuperCellCyto" + ) + ) seurat_obj ``` The data is stored in the `originalexp` assay, with both counts and data @@ -57,7 +60,7 @@ Before running SuperCellCyto, we will first: 1. Subset this data to retain only the markers we need to perform downstream analysis. -2. Perform arcsinh transformation, and store the transformed data in +1. Perform arcsinh transformation, and store the transformed data in the `data` slot of the `originalexp` assay. ```{r subset_and_transform} diff --git a/vignettes/using_supercellcyto_for_stratified_summarising.Rmd b/vignettes/using_supercellcyto_for_stratified_summarising.Rmd index 5fcb530..ba0bb11 100644 --- a/vignettes/using_supercellcyto_for_stratified_summarising.Rmd +++ b/vignettes/using_supercellcyto_for_stratified_summarising.Rmd @@ -16,7 +16,7 @@ knitr::opts_chunk$set( ``` Have you been following the vignette on -[how to create supercells](how_to_create_supercells.html), +[how to create supercells](SuperCellCyto.html), and wonder whether it is possible to use `SuperCellCyto` as a replacement for stratified sampling to avoid overcrowding UMAP/tSNE plot?