Contents
Introduction
We introduce Cepo, a method to determine genes governing cell identity from scRNA-seq data. We propose a biologically motivated metric—differential stability (DS)—to define cell identity. Our motivation is driven by the hypothesis that stable gene expression is a key component of cell identity. This hypothesis implies that genes marking a cell type should be (i) expressed and (ii) stable in its expression relative to other cell types. We translate these criteria into a computational framework where, using predefined cell-type labels, we compute a cell-type-specific score to prioritise genes that are differential stably expressed against other cell types between all cell-type pair comparisons.
Cepo is therefore distinct from most methods for differential analysis (e.g., differential expression) that prioritise differences in the mean abundance between cell types. Cepo is able to capture subtle variations in distribution that does not necessarily involve changes in mean. Cepo is particularly suitable for large atlas data as it is computationally efficient and fast. Moreover, Cepo can perform differential stability analysis for multi-group comparisons in single-cell data.
To access the R code used in the vignettes, type:
browseVignettes("Cepo")
Questions relating to Cepo should be reported as a new issue at BugReports.
To cite Cepo, type:
citation("Cepo")
Package installation
The development version of Cepo can be installed with the following command:
if (!requireNamespace("BiocManager", quietly = TRUE))
install.packages("BiocManager")
BiocManager::install("Cepo")
Differential stability analysis using Cepo
The differential stability analysis in Cepo aims to investigate differential stability patterns between cells of different cell types. To use Cepo one needs data with cell type labels (or cluster labels). If no cell-type labels are provided, cells first need to be clustered and classified in groups via some form of clustering algorithms. Cepo can then be applied to identify differentially stable genes between cell types.
Example data
Load the example dataset, a small and randomly sampled subset of the Cellbench dataset consisting of 3 cell types 895 cells and 894 genes.
library(Cepo)
library(SingleCellExperiment)
data("cellbench", package = "Cepo")
cellbench
## class: SingleCellExperiment
## dim: 894 895
## metadata(3): scPipe Biomart log.exprs.offset
## assays(2): counts logcounts
## rownames(894): AP000902.1 TNNI3 ... SCMH1 IGF2BP2
## rowData names(0):
## colnames(895): CELL_000001 CELL_000003 ... CELL_000955 CELL_000965
## colData names(17): unaligned aligned_unmapped ... sizeFactor celltype
## reducedDimNames(0):
## mainExpName: NULL
## altExpNames(0):
cellbench = cellbench[!duplicated(rownames(cellbench)),]
Columns of the colData
indicate the individual id and various metadata for each cell. colData
contains celltype
labels, which will be required to run Cepo. Differential stability analysis performed on the entire cell type repertoire.
colData(cellbench)[1:5,]
## DataFrame with 5 rows and 17 columns
## unaligned aligned_unmapped mapped_to_exon mapped_to_intron
## <integer> <integer> <integer> <integer>
## CELL_000001 167234 8341 526950 40991
## CELL_000003 174510 8608 513021 42270
## CELL_000004 158346 7796 504676 39684
## CELL_000005 159070 6968 486645 38252
## CELL_000006 144914 8610 465126 33435
## ambiguous_mapping mapped_to_ERCC mapped_to_MT number_of_genes
## <integer> <integer> <integer> <numeric>
## CELL_000001 21392 0 22342 11237
## CELL_000003 20170 0 20943 11203
## CELL_000004 18628 0 14021 11237
## CELL_000005 20029 0 14100 10920
## CELL_000006 21732 0 11855 11157
## total_count_per_cell non_mt_percent non_ribo_percent outliers
## <numeric> <numeric> <numeric> <factor>
## CELL_000001 266880 0.823985 0.797096 FALSE
## CELL_000003 251204 0.828956 0.801715 FALSE
## CELL_000004 250040 0.839618 0.816149 FALSE
## CELL_000005 244441 0.838746 0.798577 FALSE
## CELL_000006 235288 0.817904 0.788378 FALSE
## cell_line cell_line_demuxlet demuxlet_cls sizeFactor celltype
## <character> <character> <character> <numeric> <character>
## CELL_000001 HCC827 HCC827 SNG 2.15032 HCC827
## CELL_000003 HCC827 HCC827 SNG 2.00889 HCC827
## CELL_000004 HCC827 HCC827 SNG 2.06447 HCC827
## CELL_000005 HCC827 HCC827 SNG 1.92110 HCC827
## CELL_000006 H1975 H1975 SNG 1.92716 H1975
Note that, if cell-type labels are unknown, we would need to cluster cells into groups via some clustering algorithm. In the example dataset, we have 3 cell types, H1975, H2228 and HCC827, all of which are commonly used cell lines of lung adenocarcinomas.
unique(cellbench$celltype)
## [1] "HCC827" "H1975" "H2228"
Run Cepo to generate list of cell identity genes
Main arguments of Cepo
There are two main arguments to Cepo:
1) exprsMat
is the input data, which should be normalized data, such as counts per million (CPM) or log2-CPM (e.g., logcounts
as created via scater::logNormCounts
).
2) cellTypes
receives as input a vector of cell-type labels. Note that the cell-type labels should be equal in length and ordered the same as the column names in exprsMat
.
ds_res = Cepo(exprsMat = logcounts(cellbench),
cellType = cellbench$celltype)
The Cepo
function returns a list of two elements by default. The first element is a DataFrame
of DS statistics. In this DataFrame
, each column corresponds to the DS statistics for that celltype across all genes. A higher DS statistic value denotes a gene that is more prioritized as a differentially stable gene in that given cell type. In the output DataFrame, the columns correspond to each cell type and each row correspond to a gene.
ds_res
## $stats
## DataFrame with 889 rows and 3 columns
## H1975 H2228 HCC827
## <numeric> <numeric> <numeric>
## AC092447.7 0.852809 -0.450000 -0.402809
## CT45A3 0.834831 -0.408146 -0.426685
## AL049870.3 0.815309 -0.465169 -0.350140
## TDRD9 0.753652 -0.440871 -0.312781
## TNNI3 0.748876 -0.358848 -0.390028
## ... ... ... ...
## STK24 -0.655478 0.369663 0.285815
## CPVL -0.669382 0.136236 0.533146
## BBOX1-AS1 -0.674860 0.436657 0.238202
## COL4A2 -0.689747 0.397331 0.292416
## KCNK1 -0.700702 0.329916 0.370787
##
## $pvalues
## NULL
##
## attr(,"class")
## [1] "Cepo" "list"
Filtering
In many cases, it is beneficial to perform filtering of lowly expressed genes prior to differential analysis. The parameter exprsPct
specifies the threshold for filtering of lowly expressed genes should be performed. By default, this is set of NULL
. A value between 0 and 1 should be provided. Whilst there is no set rule to the threshold, we recommend a value between 0.05
and 0.07
, which will keep any genes that are expressed in 5-7% in at least one cell type, for microfluidic-based data.
ds_res_zprop = Cepo::Cepo(exprsMat = logcounts(cellbench),
cellTypes = cellbench$celltype,
exprsPct = 0.5)
The parameter logfc
specifies minimum log fold-change in gene expression. A value of 0.2
will keep any genes that show at least abs(0.2)
log fold change in gene expression in at least one cell type. By default, this value is NULL
.
ds_res_logfc = Cepo(exprsMat = logcounts(cellbench),
cellTypes = cellbench$celltype,
logfc = 1)
Cepo
outputs some useful stats, including the number of genes nrow
and gene names rownames
. By checking nrow
, we can see that as expected with filtering the number of genes included in the Cepo
run becomes fewer.
nrow(ds_res$stats)
## [1] 889
nrow(ds_res_zprop$stats)
## [1] 841
nrow(ds_res_logfc$stats)
## [1] 853
Computing p-values
There are two methods to compute p-values in Cepo
. The fast approach uses normal approximation of the Cepo statistics to estimate the null distribution. As this only required 100-200 sample runs of Cepo, it is much quicker, and the default approach, than the second permutation approach.
The output of running the p-value computation is a DataFrame
of p-values associated with the DS statistics. In this DataFrame
, each column corresponds to the p-values associated with the DS statistics.
ds_res_pvalues = Cepo(exprsMat = logcounts(cellbench),
cellType = cellbench$celltype,
computePvalue = 200,
prefilter_pzero = 0.4)
## Prefiltering 235 genes....
We can visualise the correlation between the Cepo statistics and -log10 p-values.
idx = rownames(ds_res_pvalues$stats)
par(mfrow=c(1,3))
for (i in unique(cellbench$celltype)) {
plot(rank(ds_res_pvalues$stats[[i]]),
rank(-log10(ds_res_pvalues$pvalues[idx, i])),
main = i,
xlab = "rank Cepo statistics",
ylab = "rank -log10 p-values")
}
![](data:image/png;base64,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)
par(mfrow=c(1,1))
The permutation approach requires the users to set the computePvalue
argument to a number of bootstrap runs required (we recommend this to be at least 10000). Each column of the DataFrame
corresponds to the p-values associated with the DS statistics obtained through bootstrap on the cells.
ds_res_pvalues = Cepo(exprsMat = logcounts(cellbench),
cellType = cellbench$celltype,
# we use a low value for demonstration purposes
computePvalue = 100,
computeFastPvalue = FALSE)
ds_res_pvalues
## $stats
## DataFrame with 889 rows and 3 columns
## H1975 H2228 HCC827
## <numeric> <numeric> <numeric>
## AC092447.7 0.852809 -0.450000 -0.402809
## CT45A3 0.834831 -0.408146 -0.426685
## AL049870.3 0.815309 -0.465169 -0.350140
## TDRD9 0.753652 -0.440871 -0.312781
## TNNI3 0.748876 -0.358848 -0.390028
## ... ... ... ...
## STK24 -0.655478 0.369663 0.285815
## CPVL -0.669382 0.136236 0.533146
## BBOX1-AS1 -0.674860 0.436657 0.238202
## COL4A2 -0.689747 0.397331 0.292416
## KCNK1 -0.700702 0.329916 0.370787
##
## $pvalues
## DataFrame with 889 rows and 3 columns
## H1975 H2228 HCC827
## <numeric> <numeric> <numeric>
## AC092447.7 0 1 1
## CT45A3 0 1 1
## AL049870.3 0 1 1
## TDRD9 0 1 1
## TNNI3 0 1 1
## ... ... ... ...
## STK24 1 0 0
## CPVL 1 0 0
## BBOX1-AS1 1 0 0
## COL4A2 1 0 0
## KCNK1 1 0 0
##
## attr(,"class")
## [1] "Cepo" "list"
Visualizing results
We can visualize the overlap of differential stability genes between cell types.
library(UpSetR)
res_name = topGenes(object = ds_res, n = 500)
upset(fromList(res_name), nsets = 3)
![](data:image/png;base64,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)
Density plot of two genes from each cell type.
plotDensities(x = cellbench,
cepoOutput = ds_res,
nGenes = 2,
assay = "logcounts",
celltypeColumn = "celltype")
## AC092447.7, CT45A3, HLA-DRB6, AR, CASC9, AC011632.1 will be plotted
## Warning: The dot-dot notation (`..density..`) was deprecated in ggplot2 3.4.0.
## ℹ Please use `after_stat(density)` instead.
## ℹ The deprecated feature was likely used in the Cepo package.
## Please report the issue to the authors.
## This warning is displayed once every 8 hours.
## Call `lifecycle::last_lifecycle_warnings()` to see where this warning was
## generated.
![](data:image/png;base64,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)
We can also specify the genes to be plotted.
plotDensities(x = cellbench,
cepoOutput = ds_res,
genes = c("PLTP", "CPT1C", "MEG3", "SYCE1", "MICOS10P3", "HOXB7"),
assay = "logcounts",
celltypeColumn = "celltype")
![](data:image/png;base64,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)
Running Cepo in a pipeline
Example data
We will load an example dataset, a small, randomly subsampled subset of the human pancreas datasets from the scMerge paper consisting of 3 batches, 2 cell types, 528 cells, and 1358 genes.
data("sce_pancreas", package = "Cepo")
sce_pancreas
## class: SingleCellExperiment
## dim: 1403 528
## metadata(0):
## assays(1): counts
## rownames(1403): SCGN SCG5 ... IFITM3 ZFP36L1
## rowData names(0):
## colnames(528): human2_lib2.final_cell_0117 human1_lib3.final_cell_0318
## ... 9th_C61_S25 9th_C84_S60
## colData names(2): batch cellTypes
## reducedDimNames(0):
## mainExpName: NULL
## altExpNames(0):
Given the presences of batches, we will visualize the data for any batch effect. Clearly these is separation of the data points by batch.
library(scater)
## Loading required package: scuttle
## Loading required package: ggplot2
sce = sce_pancreas
sce = scater::logNormCounts(sce)
sce = scater::runPCA(sce)
scater::plotPCA(
sce,
colour_by = "cellTypes",
shape_by = "batch")
![](data:image/png;base64,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)
scMerge to remove batch effect
We can run the analysis on batch corrected data. For this, we can implement batch correction methods on the data suing batch correction methods such as scMerge.
library(scMerge)
data("segList", package = "scMerge")
head(segList$human$human_scSEG)
## [1] "AAR2" "AATF" "ABCF3" "ABHD2" "ABT1" "ACAP2"
corrected <- scMerge(
sce_combine = sce,
ctl = segList$human$human_scSEG,
kmeansK = c(2, 2),
assay_name = "scMerge",
cell_type = sce$cellTypes)
## Dimension of the replicates mapping matrix:
## [1] 528 2
## Step 2: Performing RUV normalisation. This will take minutes to hours.
## scMerge complete!
Let us visualise the corrected data.
corrected = runPCA(corrected,
exprs_values = "scMerge")
scater::plotPCA(
corrected,
colour_by = "cellTypes",
shape_by = "batch")
![](data:image/png;base64,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)
ds_res = Cepo::Cepo(exprsMat = assay(corrected, "scMerge"),
cellType = corrected$cellTypes)
Running Cepo by batch
Rather than running Cepo on the corrected values, we can run the differential analysis independently on individual batches using the block
argument. By default, the block
argument is set to NULL
, ignoring batch information. If batches are present and the data is not corrected for batch effect, ensure you run the analyses by block.
ds_res_batches = Cepo::Cepo(exprsMat = logcounts(sce),
cellTypes = sce$cellTypes,
block = sce$batch,
minCelltype = 2)
Note that the resulting output in a list of Cepo
class objects where each slot denotes the individual results for the three batches, as well as the averaged results saved as average
.
names(ds_res_batches)
## [1] "batch 1" "batch 4" "batch 5" "average"
We can confirm that the Cepo
statistics from across batches demonstrate a strong correlation. The clustered correlation heatmap below shows that there is high correlation between the scores of the same cell type across batches.
idx = Reduce(intersect, lapply(ds_res_batches, function(x) names(x$stats[, 1])))
combinedRes = as.data.frame(do.call(cbind, lapply(ds_res_batches, function(x)
x$stats[idx,]
)))
batches = rep(names(ds_res_batches), sapply(ds_res_batches, function(x) length(x$stats)))
cty = unlist(lapply(ds_res_batches, function(x) names(x$stats)), use.name = FALSE)
colnames(combinedRes) = gsub("[.]", "_", colnames(combinedRes))
annot = data.frame(
batch = batches,
celltype = cty
)
rownames(annot) = colnames(combinedRes)
pheatmap::pheatmap(cor(combinedRes),
annotation = annot)
![](data:image/png;base64,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)
Downstream analyses using Cepo genes
Marker gene identification and visualisation
One of the useful applications of Cepo
is to find marker genes or cell identity genes on clustered data. We can visualise the top three marker genes for beta and ductal cells on the PCA.
cepo_genes = Cepo::topGenes(ds_res_batches$average, n = 3)
markersPlot = lapply(cepo_genes, function(x) {
pp = lapply(x, function(gene) {
p = scater::plotPCA(
corrected,
colour_by = gene,
shape_by = "cellTypes")
return(p)
})
pp = patchwork::wrap_plots(pp, ncol = 3) + patchwork::plot_layout(guides = "auto")
return(pp)
})
patchwork::wrap_plots(markersPlot, nrow = 2)
![](data:image/png;base64,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)
Gene set enrichment analysis
We can also perform a plethora of downstream analyses, from gene set enrichment analyses to deconvolution of bulk RNA-seq, with the cell identity gene scores generated from the Cepo
package. As an example, we will perform gene set enrichment analysis using the fgsea
and escape
package.
library(escape)
library(fgsea)
hallmarkList <- getGeneSets(species = "Homo sapiens",
library = "H")
fgseaRes <- fgsea(pathways = hallmarkList,
stats = sort(ds_res_batches[4]$average$stats[,"beta"]),
minSize = 15,
maxSize = 500)
## Warning in preparePathwaysAndStats(pathways, stats, minSize, maxSize, gseaParam, : There are ties in the preranked stats (0.93% of the list).
## The order of those tied genes will be arbitrary, which may produce unexpected results.
enriched_beta <- -log10(fgseaRes[order(pval), "padj"][[1]])
names(enriched_beta) <- fgseaRes[order(pval), "pathway"][[1]]
Note the top 5 enriched pathways for beta cells
.
enriched_beta[1:5]
## HALLMARK-PANCREAS-BETA-CELLS HALLMARK-TNFA-SIGNALING-VIA-NFKB
## 9.311214 6.844661
## HALLMARK-INTERFERON-GAMMA-RESPONSE HALLMARK-APICAL-JUNCTION
## 5.751109 2.583552
## HALLMARK-MITOTIC-SPINDLE
## 2.353955
Finally, we can visualise the enrichment using the plotEnrichment
function from the fgsea
package.
plotEnrichment(hallmarkList[["HALLMARK-PANCREAS-BETA-CELLS"]],
sort(ds_res_batches$average$stats[, "beta"])) + labs(title="HALLMARK-PANCREAS-BETA-CELLS")
![](data:image/png;base64,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)
Running out-of-memory computation with Cepo
To facilitate analysis of high-throughput atlas data consisting of millions of cells, Cepo
also enables out-of-memory and parallel computation.
The Cepo
function naturally handles matrices under the DelayedArray
wrapper. Briefly, DelayedArray
is a wrapper around many matrix classes in R
, including matrix
, sparseMatrix
and HDF5Array
. The last of which allows for out-of-memory computation, which means the computation is done outside of RAM. This will inevitably slow down the computational speed, but the major gain in doing this is that we can perform computations on data much larger than what our RAM can store at once.
library(DelayedArray)
## Loading required package: Matrix
##
## Attaching package: 'Matrix'
## The following object is masked from 'package:S4Vectors':
##
## expand
## Loading required package: S4Arrays
## Loading required package: abind
##
## Attaching package: 'S4Arrays'
## The following object is masked from 'package:abind':
##
## abind
## The following object is masked from 'package:base':
##
## rowsum
## Loading required package: SparseArray
##
## Attaching package: 'DelayedArray'
## The following objects are masked from 'package:base':
##
## apply, scale, sweep
library(HDF5Array)
## Loading required package: rhdf5
##
## Attaching package: 'HDF5Array'
## The following object is masked from 'package:rhdf5':
##
## h5ls
da_matrix = DelayedArray(realize(logcounts(cellbench), "HDF5Array"))
class(da_matrix)
## [1] "HDF5Matrix"
## attr(,"package")
## [1] "HDF5Array"
class(seed(da_matrix))
## [1] "HDF5ArraySeed"
## attr(,"package")
## [1] "HDF5Array"
da_output = Cepo(exprsMat = da_matrix, cellType = cellbench$celltype)
Even though out-of-memory computation is slow, one way that we can speed up the computation is through parallel processing. This requires some configurations of the DelayedArray
package via the setAutoBPPARAM
function. BiocParallel
package uses the MulticoreParam
parameter for Linux/Mac and SnowParam
for Windows.
library(BiocParallel)
BPPARAM = if (.Platform$OS.type == "windows") {
BiocParallel::SnowParam(workers = 2)
} else {
BiocParallel::MulticoreParam(workers = 2)
}
DelayedArray::setAutoBPPARAM(BPPARAM = BPPARAM) ## Setting two cores for computation
da_output_parallel = Cepo(exprsMat = da_matrix, cellTypes = cellbench$celltype)
DelayedArray::setAutoBPPARAM(BPPARAM = SerialParam()) ## Revert back to only one core
Session info
sessionInfo()
## R version 4.4.0 RC (2024-04-16 r86468)
## Platform: x86_64-pc-linux-gnu
## Running under: Ubuntu 22.04.4 LTS
##
## Matrix products: default
## BLAS: /home/biocbuild/bbs-3.20-bioc/R/lib/libRblas.so
## LAPACK: /usr/lib/x86_64-linux-gnu/lapack/liblapack.so.3.10.0
##
## locale:
## [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C
## [3] LC_TIME=en_GB LC_COLLATE=C
## [5] LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8
## [7] LC_PAPER=en_US.UTF-8 LC_NAME=C
## [9] LC_ADDRESS=C LC_TELEPHONE=C
## [11] LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C
##
## time zone: America/New_York
## tzcode source: system (glibc)
##
## attached base packages:
## [1] stats4 stats graphics grDevices utils datasets methods
## [8] base
##
## other attached packages:
## [1] BiocParallel_1.39.0 HDF5Array_1.33.3
## [3] rhdf5_2.49.0 DelayedArray_0.31.3
## [5] SparseArray_1.5.10 S4Arrays_1.5.1
## [7] abind_1.4-5 Matrix_1.7-0
## [9] fgsea_1.31.0 escape_2.1.0
## [11] scMerge_1.21.0 scater_1.33.2
## [13] ggplot2_3.5.1 scuttle_1.15.0
## [15] UpSetR_1.4.0 SingleCellExperiment_1.27.2
## [17] SummarizedExperiment_1.35.0 GenomicRanges_1.57.1
## [19] GenomeInfoDb_1.41.1 MatrixGenerics_1.17.0
## [21] matrixStats_1.3.0 Cepo_1.11.2
## [23] GSEABase_1.67.0 graph_1.83.0
## [25] annotate_1.83.0 XML_3.99-0.17
## [27] AnnotationDbi_1.67.0 IRanges_2.39.0
## [29] S4Vectors_0.43.0 Biobase_2.65.0
## [31] BiocGenerics_0.51.0 BiocStyle_2.33.1
##
## loaded via a namespace (and not attached):
## [1] GSVA_1.53.3 bitops_1.0-7
## [3] httr_1.4.7 RColorBrewer_1.1-3
## [5] numDeriv_2016.8-1.1 tools_4.4.0
## [7] backports_1.5.0 utf8_1.2.4
## [9] R6_2.5.1 ResidualMatrix_1.15.1
## [11] ggdist_3.3.2 mgcv_1.9-1
## [13] rhdf5filters_1.17.0 withr_3.0.0
## [15] sp_2.1-4 gridExtra_2.3
## [17] progressr_0.14.0 cli_3.6.3
## [19] labeling_0.4.3 sass_0.4.9
## [21] mvtnorm_1.2-5 robustbase_0.99-2
## [23] ggridges_0.5.6 QuickJSR_1.2.2
## [25] StanHeaders_2.32.9 foreign_0.8-86
## [27] R.utils_2.12.3 parallelly_1.37.1
## [29] bbmle_1.0.25.1 limma_3.61.2
## [31] rstudioapi_0.16.0 RSQLite_2.3.7
## [33] generics_0.1.3 gtools_3.9.5
## [35] distributional_0.4.0 dplyr_1.1.4
## [37] inline_0.3.19 loo_2.7.0
## [39] ggbeeswarm_0.7.2 fansi_1.0.6
## [41] distr_2.9.3 R.methodsS3_1.8.2
## [43] lifecycle_1.0.4 yaml_2.3.8
## [45] edgeR_4.3.4 cvTools_0.3.3
## [47] gplots_3.1.3.1 grid_4.4.0
## [49] blob_1.2.4 dqrng_0.4.1
## [51] crayon_1.5.3 bdsmatrix_1.3-7
## [53] reldist_1.7-2 densEstBayes_1.0-2.2
## [55] lattice_0.22-6 msigdbr_7.5.1
## [57] beachmat_2.21.3 cowplot_1.1.3
## [59] KEGGREST_1.45.1 magick_2.8.3
## [61] pillar_1.9.0 knitr_1.47
## [63] metapod_1.13.0 rjson_0.2.21
## [65] future.apply_1.11.2 codetools_0.2-20
## [67] fastmatch_1.1-4 glue_1.7.0
## [69] V8_4.4.2 data.table_1.15.4
## [71] vctrs_0.6.5 png_0.1-8
## [73] spam_2.10-0 gtable_0.3.5
## [75] cachem_1.1.0 xfun_0.45
## [77] pheatmap_1.0.12 statmod_1.5.0
## [79] bluster_1.15.0 nlme_3.1-165
## [81] bit64_4.0.5 rstan_2.32.6
## [83] bslib_0.7.0 irlba_2.3.5.1
## [85] vipor_0.4.7 KernSmooth_2.23-24
## [87] rpart_4.1.23 colorspace_2.1-0
## [89] DBI_1.2.3 Hmisc_5.1-3
## [91] nnet_7.3-19 UCell_2.9.0
## [93] tidyselect_1.2.1 proxyC_0.4.1
## [95] bit_4.0.5 compiler_4.4.0
## [97] curl_5.2.1 AUCell_1.27.0
## [99] htmlTable_2.4.2 BiocNeighbors_1.23.0
## [101] bookdown_0.39 checkmate_2.3.1
## [103] scales_1.3.0 caTools_1.18.2
## [105] sfsmisc_1.1-18 DEoptimR_1.1-3
## [107] stringr_1.5.1 SpatialExperiment_1.15.1
## [109] digest_0.6.36 rmarkdown_2.27
## [111] XVector_0.45.0 htmltools_0.5.8.1
## [113] pkgconfig_2.0.3 base64enc_0.1-3
## [115] sparseMatrixStats_1.17.2 highr_0.11
## [117] ruv_0.9.7.1 fastmap_1.2.0
## [119] rlang_1.1.4 htmlwidgets_1.6.4
## [121] UCSC.utils_1.1.0 DelayedMatrixStats_1.27.1
## [123] farver_2.1.2 jquerylib_0.1.4
## [125] jsonlite_1.8.8 R.oo_1.26.0
## [127] BiocSingular_1.21.1 magrittr_2.0.3
## [129] Formula_1.2-5 GenomeInfoDbData_1.2.12
## [131] dotCall64_1.1-1 patchwork_1.2.0
## [133] Rhdf5lib_1.27.0 munsell_0.5.1
## [135] Rcpp_1.0.12 babelgene_22.9
## [137] viridis_0.6.5 stringi_1.8.4
## [139] zlibbioc_1.51.1 MASS_7.3-61
## [141] plyr_1.8.9 pkgbuild_1.4.4
## [143] parallel_4.4.0 M3Drop_1.31.0
## [145] listenv_0.9.1 ggrepel_0.9.5
## [147] Biostrings_2.73.1 splines_4.4.0
## [149] startupmsg_0.9.6.1 locfit_1.5-9.10
## [151] igraph_2.0.3 reshape2_1.4.4
## [153] ScaledMatrix_1.13.0 rstantools_2.4.0
## [155] evaluate_0.24.0 SeuratObject_5.0.2
## [157] RcppParallel_5.1.7 scran_1.33.0
## [159] BiocManager_1.30.23 batchelor_1.21.0
## [161] purrr_1.0.2 future_1.33.2
## [163] rsvd_1.0.5 xtable_1.8-4
## [165] ggpointdensity_0.1.0 viridisLite_0.4.2
## [167] tibble_3.2.1 memoise_2.0.1
## [169] beeswarm_0.4.0 cluster_2.1.6
## [171] globals_0.16.3