enhanced volcano , different -log10pvalue of the same gene
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@d4a334e3
Last seen 10 months ago
Germany

I have the an annotated dataframe which contain the results of my Differential gene expression using Deseq2: I used this data frame for volcano plot where I got the gene that I have activated with -log10p-value = 200, I had to do some specification and coloring for some genes and so I have filtered my targeted genes from the same dataframe extracting the whole rows and I have plotted them again to get the same gene plotted in -log10P-value =40, Y axis was listed from FDR I looked up the FDR value of the same gene it was 0.0000000000, I tried to export the dataframe to excel it was 0.000000000000e+00 here I list the code

volcanoplot of all results from shrink.tab dataframe all genes of DGE

EnhancedVolcano(shrink.tab, x='logFC', lab = shrink.tab$Symbol,
                y= 'FDR', title = 'TG Vs WT wnt1 Volcano plot', 
                subtitle = 'differentially expressed genes',
                pCutoff = 0.05,
                FCcutoff = 1)

here I got a results where -log10Pvalue = 200

Sigsymb <- shrink.tab %>% dplyr::filter(grepl('Wnt|Dvl|Dkk1|Dkk2|Dkk3|Fzd|Lrp5|Lrp6|Axin|Ctnnb1', Symbol))
Sigsymb.l <- shrink.tab %>% dplyr::filter(grepl('Wnt|Dkk1|Dkk2|Dkk3', Symbol))%>% pull(Symbol)
Sigsymb.r <- shrink.tab %>% dplyr::filter(grepl('Fzd|Lrp5|Lrp6', Symbol))%>% pull(Symbol)
Sigsymb.s <- shrink.tab %>% dplyr::filter(grepl('Dvl|Axin|Ctnnb1', Symbol))%>% pull(Symbol)

keyvals.colour <- ifelse(Sigsymb$Symbol %in% Sigsymb.l , 'royalblue',
                         ifelse(Sigsymb$Symbol %in% Sigsymb.r, 'gold',
                                'darkred'))

keyvals.colour[is.na(keyvals.colour)] <- 'darkred'
names(keyvals.colour)[keyvals.colour == 'gold'] <-'receptors'
names(keyvals.colour)[keyvals.colour == 'darkred'] <- 'signaling protein'
names(keyvals.colour)[keyvals.colour == 'royalblue'] <-  'ligands'

EnhancedVolcano(Sigsymb, x='logFC', 
                lab = Sigsymb$Symbol[which(names(keyvals.colour) %in% c('receptors', 'ligands','signaling protein'))], 
                labSize = 6.0, colCustom = keyvals.colour,
                colAlpha = 1,
                legendPosition = 'right',
                legendLabSize = 16,
                legendIconSize = 4.0,
                drawConnectors = TRUE,
                y= 'FDR', title = 'TG Vs WT wnt1 Volcano plot', 
                subtitle = 'differentially expressed genes',
                pCutoff = 0.05, FCcutoff = 0) 

here I got the results where -log10Pvalue = 40

Could you please explain if there's any error during coding and if not what might be an explanation to what happened?

thank you in advance!

EnhancedVolcano RNASeqData DifferentialExpression • 1.6k views
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I don't fully understand your question, but it seems that during the processing of your output (using the dplyr functions) somehow the value 1e-200 is converted into all zero's (0.000000000000e+00).

EnhancedVolcano transforms p-values of zero to 10^-1 lower than lowest non-zero p-value.

See: https://github.com/kevinblighe/EnhancedVolcano/blob/7abca284367c4146524397e0bb056fc231a095df/R/EnhancedVolcano.R#L314-L335

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yes now it's clear thank you!

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Kevin Blighe ★ 4.0k
@kevin
Last seen 9 days ago
Republic of Ireland

Hi,

It's likely related to the following fact: some differential expression analysis programs in the R framework output p-values of 0, but these cannot be converted via -log10. Therefore, in EnhancedVolcano, I programmed it so that these p-values are converted to 10^-1 x the lowest non-zero p-value. Thus, if we have this situation:

  • EGFR, p=0

  • BRCA1, p=0.0001

, EGFR's p-value will be converted to 0.0001 * 10^-1 = 0.00001, prior to plotting.

The code in question is here: https://github.com/kevinblighe/EnhancedVolcano/blob/master/R/EnhancedVolcano.R#L321-L334

Kevin

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Yes perfect got it thank you!

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