CellScatter function Seurat not working
0
0
Entering edit mode
4.6 years ago
f.morgana • 0

Hi all,

I am trying to plot the average gene expression of two clusters within my single cell RNAseq data using the CellScatter function (Seurat). I followed the exact steps of the vignette, however my plot looks like a black square sheet of evenly distributed cells instead of a proper cell scatter. Here is the code:

#Calculate the average gene expression within clusters to plot

cluster.averages <- AverageExpression(thymus)
head(cluster.averages[["RNA"]][, 1:3])


#Return this information as a Seurat object (enables downstream plotting and analysis) First,replace spaces with underscores '_' so ggplot2 doesn't fail
orig.levels <- levels(thymus)
Idents(thymus) <- gsub(pattern = " ", replacement = "_", x = Idents(thymus))
orig.levels <- gsub(pattern = " ", replacement = "_", x = orig.levels)
levels(thymus) <- orig.levels
cluster.averages <- AverageExpression(thymus, return.seurat = TRUE)
cluster.averages

#How can I plot the average expression of cluster 1 vs. cluster 2? Pass do.hover = T for an interactive plot to identify gene outliers
CellScatter(cluster.averages, cell1 = "1", cell2 = "2")

In my data I have three clusters named 1-3. I am trying to plot the average gene expression of cluster 1 against cluster 2. Any idea what I might have done wrong? I wanted to post an image of the plot I am now getting but not sure how to. Sorry, I am still quite new!

Many thanks in advance, Florencia

seurat cellscatter scRNA-seq • 1.7k views
ADD COMMENT
0
Entering edit mode

Can you post the output of head(cluster.averages[["RNA"]][, 1:3]) and cluster.averages?

ADD REPLY
0
Entering edit mode

Hi geek_y,

Of course:

> head(cluster.averages[["RNA"]][, 1:3])
6 x 3 sparse Matrix of class "dgCMatrix"
                 1           2          3
A1BG    0.14812722 0.178343100 0.12386361
A1CF    0.02273091 0.006427456 0.06277195
A2M-AS1 0.02273091 0.073081493 .         
AAAS    0.68124170 0.480231933 0.72484221
AACSP1  .          0.065723290 0.06052527
AACS    0.05213810 0.122433900 .  

> cluster.averages
An object of class Seurat 
12013 features across 3 samples within 1 assay 
Active assay: RNA (12013 features)

Hope this brings some clarification!

Kind regards, Florencia

ADD REPLY
0
Entering edit mode

I don't see any problem with the data format. Did you see clear clusters with tSNE or UMAP before taking the average of gene expression for each cluster ? Here is a guideline on how to add images in biostars.

ADD REPLY
0
Entering edit mode

Thank you for the link to the guideline for images, geek_y!

I indeed could distinguish clear clusters to my opinion (although I only had a little more than 300 cells).

Here's my attempt to posting images then:

this is what my tSNE looks like

this is what the cell scatter plot looks like

Many cheers again for your time, Florencia

ADD REPLY

Login before adding your answer.

Traffic: 2768 users visited in the last hour
Help About
FAQ
Access RSS
API
Stats

Use of this site constitutes acceptance of our User Agreement and Privacy Policy.

Powered by the version 2.3.6