Extract ENSEMBL IDs from processed Seurat object instead of gene symbols
Hi Biostars,
I have some prefiltered scRNAseq count data and want to extract counts for cells belonging to a specific cluster.
The following code retrieves the counts with gene symbols by default:
cluster01 <- subset(data_integrated,idents = c("Cluster 1"))
cluster01_counts <- cluster01@assays$RNA@counts
The output looks like this (column names truncated):
X1 AAAC.. AAAC.. AAAC..
A1BG 0 0 3
A1CF 0 0 0
Column X1 contains gene symbols.
Is there a way to extract ENSEMBL IDs directly instead of gene symbols?
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1 answer
This is what I would do in your situation.
# generate a table with ensemble and symbol for each gene in your data (good to keep it as a reference)
library(org.Hs.eg.db)
master_gene_table <- mapIds(org.Hs.eg.db, keys = cluster01_counts$X1, keytype = "SYMBOL", column="ENSEMBL")
master_gene_table <- as.data.frame(master_gene_table)
master_gene_table$ensembl <- cluster01_counts$ensembleID
Note that you need to make sure to remove duplicated genes if you want to transfer the ensemble names to rownames(cluster01_counts)
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