Help with Volcano plot
0
0
Entering edit mode
3.4 years ago
mshubham • 0

Hi, I am having difficulty in plotting the volcano plot. I used ggplot to plot the graph, but my graph is blank at the center across Log2Fc=0. I am not able to understand why there is no dots at centre whereI do have some genes being expressed in this region. Please do help.

enter image description here

threshold_OE <- As.response$p_val < 0.05
As.response$threshold <- threshold_OE
P24 <- ggplot(As.response) +
  geom_point(aes(x=avg_log2FC, y=-log10(p_val), color = threshold)) +
  ggtitle("Astrocyte response") +
  xlab("log2 fold change") + 
  ylab("-log10 p-value") +
  #scale_y_continuous(limits = c(0,50)) +
  theme(legend.position = "none",
        plot.title = element_text(size = rel(1.5), hjust = 0.5),
        axis.title = element_text(size = rel(1.25))) 
P25 <- LabelPoints(plot = P24, points = genes.to.label.As.new, xnudge = 0, ynudge = 0, repel = TRUE)
Volcano r plot ggplot • 3.6k views
ADD COMMENT
1
Entering edit mode

what code did you use to generate As.response? It looks like genes with a |log2 fold change| < 0.25 were potentially filtered out of the data.

ADD REPLY
0
Entering edit mode

Yes, probably used the Seurat default

ADD REPLY
0
Entering edit mode

Hi, Yes, possibly due to As.response was generated by using FindMarker() with 0.25 as a cutoff. Please let me know if there is a better way to plot the differential expression data generated by Seurat.

ADD REPLY
0
Entering edit mode

Please change the threshold to 0.0. This will mean, however, that FindMarkers() takes longer to complete.

ADD REPLY
0
Entering edit mode

enter image description hereTried. However, the plot does not look well volcanic.

ADD REPLY
0
Entering edit mode

That looks like a normal volcano plot. What problem do you see with it?

ADD REPLY
0
Entering edit mode

I thought it's too much merged at the center and in a proper volcano shape. This is my first experience with these plots.

ADD REPLY
0
Entering edit mode

How can I annotate the pathways associated with the genes labeled above? Since they are very small set of genes, I only want to annotate the pathway, not perform enrichment analysis.

ADD REPLY
0
Entering edit mode

Please use KEGGprofile (I just posted an answer here: https://support.bioconductor.org/p/9138854/), or some other pathway analysis program. Anyway, this is a new question that is very much unrelated to the original [question].

ADD REPLY

Login before adding your answer.

Traffic: 1530 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