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snamjoshi87
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@snamjoshi87-11184
Last seen 7.8 years ago
I am running code that I have run many times over the last two months and suddenly it stopped working. I checked my older backup copies to ensure I hadn't accidentally deleted something. Everything is exactly as it has been but it now throws an error.
Import my raw count data/processing:
countData <- read.csv(file = "countData.csv", header = T) rownames(countData) <- countData[ ,1] countData[ ,1] <- NULL rownames(metaTable) <- metaTable[ ,1] # Set first column to row names metaTable[ ,1] <- NULL
Create DESeq object (note: my metaTable is not shown in this post):
dd <- DESeqDataSetFromMatrix(countData = countData, colData = metaTable, design = ~ condition)
This produces (sample names altered):
class: DESeqDataSet dim: 47729 42 metadata(1): version assays(1): counts rownames(47729): ENSMUSG00000102693 ENSMUSG00000064842 ... ENSMUSG00000096730 ENSMUSG00000095742 rowData names(0): colnames(42): SAMPLE1 SAMPLE1 ... SAMPLE41 SAMPLE42 colData names(5): LibraryLayout fastq condition technical Counts
Collapse technical replicates:
dd$technical <- gsub("_T1|_T2", "", row.names(metaTable)) ddRep <- collapseReplicates(dd, groupby = dd$technical)
This produces (sample names altered):
class: DESeqDataSet dim: 47729 21 metadata(1): version assays(1): counts rownames(47729): ENSMUSG00000102693 ENSMUSG00000064842 ... ENSMUSG00000096730 ENSMUSG00000095742 rowData names(0): colnames(21): SAMPLE1 SAMPLE2 ... SAMPLE20 SAMPLE21 colData names(6): LibraryLayout fastq ... Counts sizeFactor
Normalize:
ddRep <- estimateSizeFactors(ddRep) normCounts <- as.data.frame(counts(ddRep, normalize = T))
Then I get this error:
Error in (function (classes, fdef, mtable) unable to find an inherited method for function 'counts' for signature '"DESeqDataSet"'
Session info:
R version 3.3.1 (2016-06-21) Platform: x86_64-pc-linux-gnu (64-bit) Running under: Ubuntu 16.04.1 LTS locale: [1] LC_CTYPE=en_US.UTF-8 LC_NUMERIC=C LC_TIME=en_US.UTF-8 [4] LC_COLLATE=en_US.UTF-8 LC_MONETARY=en_US.UTF-8 LC_MESSAGES=en_US.UTF-8 [7] LC_PAPER=en_US.UTF-8 LC_NAME=C LC_ADDRESS=C [10] LC_TELEPHONE=C LC_MEASUREMENT=en_US.UTF-8 LC_IDENTIFICATION=C attached base packages: [1] parallel stats4 stats graphics grDevices utils datasets methods [9] base other attached packages: [1] BiocInstaller_1.22.3 RDAVIDWebService_1.10.0 GOstats_2.38.1 [4] Category_2.38.0 Matrix_1.2-7.1 graph_1.50.0 [7] RColorBrewer_1.1-2 pheatmap_1.0.8 reshape2_1.4.1 [10] ggplot2_2.1.0 org.Mm.eg.db_3.3.0 AnnotationDbi_1.34.4 [13] DESeq2_1.12.4 SummarizedExperiment_1.2.3 Biobase_2.32.0 [16] GenomicRanges_1.24.3 GenomeInfoDb_1.8.7 IRanges_2.6.1 [19] S4Vectors_0.10.3 BiocGenerics_0.18.0 loaded via a namespace (and not attached): [1] genefilter_1.54.2 locfit_1.5-9.1 splines_3.3.1 [4] rJava_0.9-8 lattice_0.20-34 colorspace_1.2-6 [7] chron_2.3-47 survival_2.39-5 RBGL_1.48.1 [10] XML_3.98-1.4 foreign_0.8-67 DBI_0.5-1 [13] BiocParallel_1.6.6 plyr_1.8.4 stringr_1.1.0 [16] zlibbioc_1.18.0 munsell_0.4.3 gtable_0.2.0 [19] latticeExtra_0.6-28 geneplotter_1.50.0 GSEABase_1.34.1 [22] Rcpp_0.12.7 acepack_1.3-3.3 xtable_1.8-2 [25] scales_0.4.0 Hmisc_3.17-4 annotate_1.50.1 [28] XVector_0.12.1 gridExtra_2.2.1 stringi_1.1.2 [31] grid_3.3.1 tools_3.3.1 bitops_1.0-6 [34] magrittr_1.5 RCurl_1.95-4.8 RSQLite_1.0.0 [37] Formula_1.2-1 cluster_2.0.5 GO.db_3.3.0 [40] data.table_1.9.6 AnnotationForge_1.14.2 rpart_4.1-10 [43] nnet_7.3-12
Running the code above produces the same error.
And I assume you are all up to date on Bioc packages?
What do you get with:
library(BiocInstaller) biocValid()
Running
biocValid()
I see the only out of date packages are evaluate (0.9), rggobi (2.1.20), rgl (0.95.1441), RGtk2 (2.20.31), and rJava (0.9-8). I had tried to update these earlier but I got non-zero exit status, probably because of some missing core libraries and I guess I never ended up updating after that. That was quite a while ago and everything has worked fine since then.However, I just discovered that I am able to replicate the error by loading the Bioconductor package RDAVIDWebService. If this package is not loaded, both my original code and the sample code you posted work. When I add the package, I can no longer run the code!
And, I noticed that when you load the RDAVIDWebService, the messages printed during package loading include: "The following object is masked from 'package:DESeq2' : counts".
So it would appear that is the issue, but why is this happening?
Sorry, for all the posting but I think I figured it out. Both DESeq2 and RDAVIDWebService have a function called
counts()
. Since RDAVIDWebService is loaded after DESeq2 in my code, it take precedence for thecounts()
function and DESeq2 cannot access it unless I use the double colon operator (i.e.DESeq2::counts()
). I'm new to all this so if someone could confirm that this is the proper way to handle this situation if I want both packages loaded, I would appreciate it.Yes that is correct. You can get around it with ::
This message that was printed: "The following object is masked from 'package:DESeq2' : counts"
...tells you that whatever package you just loaded took over the counts() function in a way that you won't be able to use DESeq2's count function.
The way we usually handle this in Bioconductor is to define methods for different classes of objects, so that lots of packages can all have functions with the same name. RDAVIDWebService should not set a generic for 'counts' because this is already in BiocGenerics:
https://github.com/Bioconductor-mirror/RDAVIDWebService/blob/dcf73870d68e6fd7306f7cdc04cd45ebe104a527/R/DAVIDGODag-methods.R#L259
https://github.com/Bioconductor-mirror/BiocGenerics/blob/master/R/dge.R#L3