Entering edit mode
Anna Esteve Codina
▴
20
@anna-esteve-codina-5876
Last seen 10.2 years ago
Dear Peter,
I successfully run the WGCNA software with RNAseq data after TMM
normalization and log-transformation. But I have some questions:
1.- Is it necessary to clean the input dataset of genes before running
the
analysis? I have around 20,000 expressed genes, whereas in the
Tutorial
there are only ~3000 genes. Should I take only the most variable ones?
2.- I correlated the modules with two continuous traits but I did not
obtain
any significant at the module level, but I did at the gene level. Is
it
possible to have significant genes associated with a trait and other
not
significant within the same module?
3.- I have modules with up to 4000 genes, how can it be?
Thanks for the explanations,
Anna Esteve Codina, PhD
Functional Bioinformatics Team
Centre Nacional d?An?lisi Gen?mica (Parc Cient?fic de Barcelona)
Baldiri Reixac 4-6, Torre I
www.cnag.cat
aesteve at pcb.ub.cat
-----Mensaje original-----
De: bioconductor-bounces at r-project.org
[mailto:bioconductor-bounces at r-project.org] En nombre de Peter
Langfelder
Enviado el: lunes, 17 de febrero de 2014 4:02
Para: Martin Morgan
CC: bioconductor at r-project.org
Asunto: Re: [BioC] WGCNA
Hi Martin,
if you simply run pickSoftThreshold without calling enableWGCNAThreads
before, the function is run in a single-worker mode. To reproduce the
error,
you have to call enableWGCNAThreads with an argument of 2 or more.
For a reproducible example, you can run the first two sections of
WGCNA
Tutorial I at
http://labs.genetics.ucla.edu/horvath/htdocs/CoexpressionNetwork/Rpack
ages/W
GCNA/Tutorials/index.html.
Sorry, I don't have a quick simulated example ready but could cook one
up.
I am actually not sure whether this problem also occurs on Windows,
since
the cluster parallelization is very different from the forking on
linux. I
am only aware of it through bug reports of WGCNA users (who usually
email me
directly).
Peter
On Sun, Feb 16, 2014 at 6:30 PM, Martin Morgan <mtmorgan at="" fhcrc.org="">
wrote:
>
> but from my original mail pickSoftThreshold 'worked for me' under
> Rstudio on Windows (output below, again); maybe I didn't invoke it
in
> a way that would trigger the error, so a reproducible illustration
> would help (me). Also on Windows (platform of the original post) the
> parallel package doesn't fork, e.g., from ?mcfork
>
> These are low-level functions, not available on Windows, and
not
> exported from the namespace.
>
> or ?mclapply
>
> It relies on forking and hence is not available on Windows
unless
> 'mc.cores = 1'.
>
> Do you mean something less literally forking, like spawning a new
process?
> Maybe from
>
> http://stackoverflow.com/questions/20704235
>
> the solution is as simple as adding .packages="WGCNA" to your
foreach
calls?
>
>
>> x = pickSoftThreshold(data)
> trace: .C("checkAvailableMemoryForR", size = as.double(size),
PACKAGE
> =
> "WGCNA")
> trace: .C("corFast", x = as.double(x), nrow = as.integer(nrow(x)),
> ncolx = as.integer(ncol(x)),
> y = as.double(y), ncoly = as.integer(ncol(y)), quick =
as.double(quick),
> cosineX = as.integer(cosineX), cosineY = as.integer(cosineY),
> res = as.double(bi), nNA = as.integer(nNA), err =
as.integer(err),
> nThreads = as.integer(nThreads), verbose = as.integer(verbose),
> indent = as.integer(indent), DUP = FALSE, NAOK = TRUE, PACKAGE =
> "WGCNA")
> trace: .C("corFast", x = as.double(x), nrow = as.integer(nrow(x)),
> ncolx = as.integer(ncol(x)),
> y = as.double(y), ncoly = as.integer(ncol(y)), quick =
as.double(quick),
> cosineX = as.integer(cosineX), cosineY = as.integer(cosineY),
> res = as.double(bi), nNA = as.integer(nNA), err =
as.integer(err),
> nThreads = as.integer(nThreads), verbose = as.integer(verbose),
> indent = as.integer(indent), DUP = FALSE, NAOK = TRUE, PACKAGE =
> "WGCNA")
> Power SFT.R.sq slope truncated.R.sq mean.k. median.k. max.k.
> 1 1 0.173 -11.00 0.98400 4.02e+01 4.02e+01 4.45e+01
> 2 2 0.326 -8.45 0.95700 5.04e+00 5.04e+00 6.12e+00
> 3 3 0.241 -4.30 0.95300 8.01e-01 8.02e-01 1.05e+00
> 4 4 0.348 -4.04 0.95000 1.49e-01 1.49e-01 2.25e-01
> 5 5 0.513 -3.74 0.90400 3.15e-02 3.09e-02 5.77e-02
> 6 6 0.697 -3.72 0.92600 7.32e-03 6.99e-03 1.70e-02
> 7 7 0.811 -3.26 0.93300 1.85e-03 1.70e-03 5.55e-03
> 8 8 0.893 -2.92 0.95700 4.99e-04 4.32e-04 1.97e-03
> 9 9 0.923 -2.67 0.94400 1.43e-04 1.15e-04 7.35e-04
> 10 10 0.958 -2.38 0.96500 4.34e-05 3.15e-05 2.85e-04
> 11 12 0.910 -2.07 0.88600 4.50e-06 2.59e-06 4.55e-05
> 12 14 0.325 -3.02 0.21800 5.31e-07 2.29e-07 7.58e-06
> 13 16 0.219 -3.01 0.00942 6.88e-08 2.06e-08 1.29e-06
> 14 18 0.206 -3.06 0.03550 9.53e-09 1.93e-09 2.29e-07
> 15 20 0.227 -2.97 0.02620 1.39e-09 1.85e-10 4.11e-08
>
>
>
>
>>
>> Hope this clears up any lingering confusion.
>>
>> Also see inline below
>>
>> On Sun, Feb 16, 2014 at 12:26 PM, Martin Morgan <mtmorgan at="" fhcrc.org="">
>> wrote:
>>
>>>
>>>
>>> Also I don't see where the error message is coming from (who is
>>> printing "task 1 failed - " ?)
>>
>>
>>
>> I believe this is printed by foreach/doParallel but here I could be
wrong.
>>
>>
>>
>> HTH,
>>
>> Peter
>>
>>>
>>> I have a vague recollection that the x[["Version"]] (which comes
>>> from
>>> getAnywhere("print.sessionInfo")) has to do with multiple
installed
>>> versions of a package, but again it would be good to get to the
>>> bottom of this problem.
>>>
>>> Martin
>
>
>
> --
> Computational Biology / Fred Hutchinson Cancer Research Center
>
> 1100 Fairview Ave. N.
> PO Box 19024 Seattle, WA 98109
>
> Location: Arnold Building M1 B861
> Phone: (206) 667-2793
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