compareProfiler - Assistance on how I can modify codes for different states
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Entering edit mode
3.9 years ago
tpm ▴ 30

My question is related to the tutorial from this link (https://yulab-smu.github.io/clusterProfiler-book/chapter11.html#formula-interface-of-comparecluster). From this code below, what needs to be modified in order to add more groups if I have “A”, “B”, “C”, “D”....when I don’t only have "A" and "B" states as like seen in this case.

mydf <- data.frame(Entrez=names(geneList), FC=geneList)
mydf <- mydf[abs(mydf$FC) > 1,]
mydf$group <- "upregulated"
mydf$group[mydf$FC < 0] <- "downregulated"
mydf$othergroup <- "A"
mydf$othergroup[abs(mydf$FC) > 2] <- "B"
formula_res <- compareCluster(Entrez~group+othergroup, data=mydf, fun="enrichKEGG")

My raw data sample may be looking like this:

gene    FC  othergroup
glnD    5.237895088 A
eutC    4.64146896  C
mscM    3.947759653 B
tatA    3.920706166 D
elaB    -3.785411053    D
fliI    3.548765407 A
sapD    -3.388648775    B
ppnP    3.345254427 C
ybhA    -3.190667532    C
ilvE    2.900593133 C
tatE    2.865852846 C
oppC    2.853396894 D
glsA1   -2.672349905    D
rnpA    2.563564924 D
ratB    2.473440589 A
ftsI    2.418999465 A
galP    -2.410974203    A
fpr 2.379620962 B
mntR    2.364759177 B
ygiS    -2.337045006    C
speC    -2.252678046    C
srlA    2.227433038 D
yqcA    2.217127294 D
fldB    2.192615021 A
clusterProfiler bioconductor assembly R • 895 views
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Entering edit mode

From this above data seems like you already have othergroup in your data. That above code tried to add group based on conditions.

The above code will generate a dataframe something like this -

mydf

Entrez  group   othergroup 
gene1   upregulated     A
gene2   downregulated   A
gene3   upregulated     B
gene4   upregulated     B
gene5   downregulated   A

So just create such a dataframe then Its matter of using those group header (group, othergroup) names in the formula.

formula_res <- compareCluster(Entrez~group+othergroup, data=mydf, fun="enrichKEGG")
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