MuSiC
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Too few common genes!
Hi there,
I am trying to use MuSiC method but keep getting "Too few common genes!" error. I would appreciate if someone can help me to figure it out.
> bulk.matrix <- as.matrix(read.table(...)
> bulk.eset <- Biobase::ExpressionSet(assayData = bulk.matrix)
> # load the single cell study
> exprs.edited <- read.csv(...)
> pData <- read.csv("...) header = TRUE, sep = ",")
> i <- which(colnames(exprs.edited) %in% pData$X)
> subsetexpr <- exprs.edited[,i]
> m <- match(pData$X, colnames(subsetexpr))
> subsetexpr <- na.omit (subsetexpr)
> rownames(subsetexpr) <- make.names(exprs.edited[,1], unique = TRUE)
> rownames(subsetexpr) <- exprs.edited[,1]
> subsetexpr <- na.omit (subsetexpr)
> subsetexpr <- exprs.edited[,i]
> subsetexpr <- na.omit (subsetexpr)
> dim (subsetexpr)
> rownames(subsetexpr) <- make.names(exprs.edited[,1], unique = TRUE)
> subsetexpr_mtx <-as.matrix(subsetexpr[,m])
> sce <- SingleCellExperiment(assays = list(counts = subsetexpr_sc), colData=DataFrame(label=pData))
> metadata <- data.frame(labelDescription=c('cell id', 'number of genes', 'number of UMI', 'origin identity', 'percent mito', 'cell type', 'clusters'))
> phenoData <- AnnotatedDataFrame(data=pData,
+ varMetadata=metadata,)
>
> rownames(phenoData)<-phenoData@data$X
>
> identical(rownames(phenoData),colnames(subsetexpr_sc))
[1] TRUE
>
> assemb.expSet <- ExpressionSet(assayData=subsetexpr_sc,
+ phenoData=phenoData)
>
> bulk.eset <- new("ExpressionSet", exprs=as.matrix(bulk.eset))
> bulk <- exprs(bulk.eset)
> Est.prop = music_prop(bulk.mtx = bulk, sc.sce = sce, clusters = 'label.cell_type', samples = 'label.X', select.ct = NULL, verbose = F)
Error in music_prop(bulk.mtx = bulk, sc.sce = sce, clusters = "label.cell_type", :
**Too few common genes!**
@xuranw