goana limma- extract list of DE genes and genes in the enriched GO terms?
2
2
Entering edit mode
carl.mann ▴ 20
@carlmann-8378
Last seen 9.4 years ago
France

From the S3 object returned by the goana() function in limma, is it possible to extract the list of DE genes that are enriched for each GO term (gene lists corresponding to N and DE in the returned data.frame)?

limma goana • 6.7k views
ADD COMMENT
7
Entering edit mode
@gordon-smyth
Last seen 21 minutes ago
WEHI, Melbourne, Australia

Here's another way if you're only interested in a few GO Terms. Suppose you're interested in GO:0001516. Then

> library(org.Hs.eg.db)
> x <- org.Hs.egGO2ALLEGS
> Rkeys(x) <- "GO:0001516"
> EG <- mappedLkeys(x)
> EG
 [1] "301"    "551"    "552"    "873"    "972"    "1906"   "1907"   "3248"  
 [9] "4282"   "5601"   "5730"   "5740"   "5742"   "5743"   "6916"   "8644"  
[17] "8877"   "9536"   "10728"  "22949"  "23411"  "27306"  "50640"  "80142" 
[25] "127281" "255189"

gives you the Entrez Gene IDs corresponding to N and

> intersect(EG, your.de.list)

gives you Entrez Gene IDs corresponding to DE.

 

ADD COMMENT
6
Entering edit mode
Aaron Lun ★ 28k
@alun
Last seen 25 minutes ago
The city by the bay

No, I'm pretty sure that information isn't stored in the output. To get it, you'll have to do something like this:

# Basic set-up:
DB <- paste("org", species, "eg", "db", sep = ".")
require(DB, character.only = TRUE)
GO2ALLEGS <- paste("org", species, "egGO2ALLEGS", sep = ".")
EG.GO <- AnnotationDbi::toTable(get(GO2ALLEGS))
d <- duplicated(EG.GO[, c("gene_id", "go_id", "Ontology")])
EG.GO <- EG.GO[!d, ]

# Now choosing DE genes for each GO ID/Ontology combination:
de.by.go <- split(EG.GO$gene_id, paste(EG.GO$go_id, EG.GO$Ontology, sep="."))
de.by.go <- lapply(de.by.go, FUN=function(x) { x[x %in% de] })

I'm assuming you have some species identifier in species, and a vector of Entrez Gene IDs in de. I'm also assuming that you haven't set universe in your original call to goana.

ADD COMMENT
0
Entering edit mode

Hello Aaron- yes, species = H.s., vector of Entrez Gene IDs for de, and universe not set in call to goana. I'll give your code a try. Thanks for your prompt help! Carl.

ADD REPLY
0
Entering edit mode

Hi Aaron,

I am also trying to extract a list of DE genes from my GO term analysis. However, I am quite new to using R and I don't completely follow your code/ cannot make it work. Would it be possible to break it down a bit more?

Really hope you can help me out!

Thanks, Lotte

ADD REPLY
0
Entering edit mode
  1. This post is 3 years old. Start a new post if you have a new question.
  2. Try reading the documentation. ?duplicated, ?toTable, ?split, etc.
  3. I'm not psychic, I can't know what you don't understand if you don't mention it.
ADD REPLY
0
Entering edit mode

Hi Aaron,

Thank you for your very kind answer. 

ADD REPLY

Login before adding your answer.

Traffic: 541 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