[Bioc-devel] chromosome lengths (seqinfo) for supported BSgenome builds into GenomeInfoDb?

Hervé Pagès hpages at fredhutch.org
Fri Jun 5 22:14:37 CEST 2015


Hi Gabe,

I wouldn't say "wrong" but "not normalized". So maybe for example
everything is ok with their seqinfo but the seqlevels are not in
canonical order, and, for whatever reason, they want to keep them
that way (the actual order of the seqlevels impacts the sorting of
the ranges in the GRanges object). If it turns out that the genome
column is empty and they want to set it, then they would be left
with no way to do so.

Another concern I have is that genome<- has been the low-level setter
for the genome column for a while and changing its behavior now might
break some existing code. It's fixable, but we can avoid that.

H.

On 06/05/2015 11:51 AM, Gabe Becker wrote:
> Herve,
>
> This is probably a naive question, but what usecases are there for
> creating an object with the wrong seqinfo for its genome?
>
> ~G
>
> On Fri, Jun 5, 2015 at 11:43 AM, Michael Lawrence
> <lawrence.michael at gene.com <mailto:lawrence.michael at gene.com>> wrote:
>
>     On Thu, Jun 4, 2015 at 11:48 PM, Hervé Pagès <hpages at fredhutch.org
>     <mailto:hpages at fredhutch.org>> wrote:
>      > I also think that we're heading towards something like that.
>      >
>      > So genome(gr) <- "hg19" would:
>      >
>      >   (a) Add any missing information to the seqinfo.
>      >   (b) Sort the seqlevels in "canonical" order.
>      >   (c) Change the seqlevels style to UCSC style if they are not.
>      >
>      > The 3 tasks are orthogonal. I guess most of the times people want
>      > an easy way to perform them all at once.
>      >
>      > We could easily support (a) and (b). This assumes that the current
>      > seqlevels are already valid hg19 seqlevels:
>      >
>      >   si1 <- Seqinfo(c("chrX", "chrUn_gl000249", "chr2",
>     "chr6_cox_hap2"))
>      >   gr1 <- GRanges(seqinfo=si1)
>      >   hg19_si <- Seqinfo(genome="hg19")
>      >
>      >   ## (a):
>      >   seqinfo(gr1) <- merge(seqinfo(gr1), hg19_si)[seqlevels(gr1)]
>      >   seqinfo(gr1)
>      >   # Seqinfo object with 4 sequences (1 circular) from hg19 genome:
>      >   #   seqnames       seqlengths isCircular genome
>      >   #   chrX            155270560      FALSE   hg19
>      >   #   chrUn_gl000249      38502      FALSE   hg19
>      >   #   chr2            243199373      FALSE   hg19
>      >   #   chr6_cox_hap2     4795371      FALSE   hg19
>      >
>      >   ## (b):
>      >   seqlevels(gr1) <- intersect(seqlevels(hg19_si), seqlevels(gr1))
>      >   seqinfo(gr1)
>      >   # Seqinfo object with 4 sequences (1 circular) from hg19 genome:
>      >   #   seqnames       seqlengths isCircular genome
>      >   #   chr2            243199373      FALSE   hg19
>      >   #   chrX            155270560      FALSE   hg19
>      >   #   chr6_cox_hap2     4795371      FALSE   hg19
>      >   #   chrUn_gl000249      38502      FALSE   hg19
>      >
>      > (c) is harder because seqlevelsStyle() doesn't know how to rename
>      > scaffolds yet:
>      >
>      >   si2 <- Seqinfo(c("X", "HSCHRUN_RANDOM_CTG42", "2",
>     "HSCHR6_MHC_COX_CTG1"))
>      >   gr2 <- GRanges(seqinfo=si2)
>      >
>      >   seqlevelsStyle(gr2)
>      >   # [1] "NCBI"
>      >
>      >   seqlevelsStyle(gr2) <- "UCSC"
>      >   seqlevels(gr2)
>      >   # [1] "chrX"                 "HSCHRUN_RANDOM_CTG42" "chr2"
>      >   # [4] "HSCHR6_MHC_COX_CTG1"
>      >
>      > So we need to work on this.
>      >
>      > I'm not sure about using genome(gr) <- "hg19" for this. Right now
>      > it sets the genome column of the seqinfo with the supplied string
>      > and nothing else. Aren't there valid use cases for this?
>
>     Not sure. People would almost always want the seqname style and order
>     to be consistent with the given genome.
>
>     > What about
>     > using seqinfo(gr) <- "hg19" instead? It kind of suggests that the
>     > whole seqinfo component actually gets filled.
>     >
>
>     Yea, but "genome" is so intuitive compared to "seqinfo".
>
>
>
>      > H.
>      >
>      > On 06/04/2015 06:30 PM, Tim Triche, Jr. wrote:
>      >>
>      >> that's kind of always been my goal...
>      >>
>      >>
>      >> Statistics is the grammar of science.
>      >> Karl Pearson <http://en.wikipedia.org/wiki/The_Grammar_of_Science>
>      >>
>      >> On Thu, Jun 4, 2015 at 6:29 PM, Michael Lawrence
>      >> <lawrence.michael at gene.com <mailto:lawrence.michael at gene.com>
>     <mailto:lawrence.michael at gene.com
>     <mailto:lawrence.michael at gene.com>>> wrote:
>      >>
>      >>     Maybe this could eventually support setting the seqinfo with:
>      >>
>      >>     genome(gr) <- "hg19"
>      >>
>      >>     Or is that being too clever?
>      >>
>      >>     On Thu, Jun 4, 2015 at 4:28 PM, Hervé Pagès
>     <hpages at fredhutch.org <mailto:hpages at fredhutch.org>
>      >>     <mailto:hpages at fredhutch.org <mailto:hpages at fredhutch.org>>>
>     wrote:
>      >>      > Hi,
>      >>      >
>      >>      > FWIW I started to work on supporting quick generation of a
>      >> standalone
>      >>      > Seqinfo object via Seqinfo(genome="hg38") in GenomeInfoDb.
>      >>      >
>      >>      > It already supports hg38, hg19, hg18, panTro4, panTro3,
>     panTro2,
>      >>      > bosTau8, bosTau7, bosTau6, canFam3, canFam2, canFam1,
>     musFur1,
>      >> mm10,
>      >>      > mm9, mm8, susScr3, susScr2, rn6, rheMac3, rheMac2, galGal4,
>      >> galGal3,
>      >>      > gasAcu1, danRer7, apiMel2, dm6, dm3, ce10, ce6, ce4, ce2,
>     sacCer3,
>      >>      > and sacCer2. I'll add more.
>      >>      >
>      >>      > See ?Seqinfo for some examples.
>      >>      >
>      >>      > Right now it fetches the information from internet every
>     time you
>      >>      > call it but maybe we should just store that information
>     in the
>      >>      > GenomeInfoDb package as Tim suggested?
>      >>      >
>      >>      > H.
>      >>      >
>      >>      >
>      >>      > On 06/03/2015 12:54 PM, Tim Triche, Jr. wrote:
>      >>      >>
>      >>      >> That would be perfect actually.  And it would radically
>     reduce &
>      >>      >> modularize maintenance.  Maybe that's the best way to go
>     after
>      >>     all.  Quite
>      >>      >> sensible.
>      >>      >>
>      >>      >> --t
>      >>      >>
>      >>      >>> On Jun 3, 2015, at 12:46 PM, Vincent Carey
>      >>     <stvjc at channing.harvard.edu
>     <mailto:stvjc at channing.harvard.edu>
>     <mailto:stvjc at channing.harvard.edu <mailto:stvjc at channing.harvard.edu>>>
>      >>      >>> wrote:
>      >>      >>>
>      >>      >>> It really isn't hard to have multiple OrganismDb
>     packages in
>      >>     place -- the
>      >>      >>> process of making new ones is documented and was given
>     as an
>      >>     exercise in
>      >>      >>> the EdX course.  I don't know if we want to
>     institutionalize it
>      >> and
>      >>      >>> distribute such -- I think we might, so that there would be
>      >>     Hs19, Hs38,
>      >>      >>> mm9, etc. packages.  They have very little content,
>     they just
>      >>     coordinate
>      >>      >>> interactions with packages that you'll already have.
>      >>      >>>
>      >>      >>> On Wed, Jun 3, 2015 at 3:26 PM, Tim Triche, Jr.
>      >>     <tim.triche at gmail.com <mailto:tim.triche at gmail.com>
>     <mailto:tim.triche at gmail.com <mailto:tim.triche at gmail.com>>>
>      >>
>      >>      >>> wrote:
>      >>      >>>
>      >>      >>>> Right, I typically do that too, and if you're working
>     on human
>      >>     data it
>      >>      >>>> isn't a big deal.  What makes things a lot more of a
>     drag is
>      >>     when you
>      >>      >>>> work
>      >>      >>>> on e.g. mouse data (mm9 vs mm10, aka GRCm37 vs GRCm38)
>     where
>      >>      >>>> Mus.musculus
>      >>      >>>> is essentially a "build ahead" of Homo.sapiens.
>      >>      >>>>
>      >>      >>>> R> seqinfo(Homo.sapiens)
>      >>      >>>> Seqinfo object with 93 sequences (1 circular) from
>     hg19 genome
>      >>      >>>>
>      >>      >>>> R> seqinfo(Mus.musculus)
>      >>      >>>> Seqinfo object with 66 sequences (1 circular) from
>     mm10 genome:
>      >>      >>>>
>      >>      >>>> It's not as explicit as directly assigning the seqinfo
>     from a
>      >>     genome
>      >>      >>>> that
>      >>      >>>> corresponds to that of your
>     annotations/results/whatever.  I
>      >>     know we
>      >>      >>>> could
>      >>      >>>> all use crossmap or liftOver or whatever, but that's not
>      >>     really the
>      >>      >>>> same,
>      >>      >>>> and it takes time, whereas assigning the proper
>     seqinfo for
>      >>      >>>> relationships
>      >>      >>>> is very fast.
>      >>      >>>>
>      >>      >>>> That's all I was getting at...
>      >>      >>>>
>      >>      >>>>
>      >>      >>>> Statistics is the grammar of science.
>      >>      >>>> Karl Pearson
>      >> <http://en.wikipedia.org/wiki/The_Grammar_of_Science>
>      >>      >>>>
>      >>      >>>> On Wed, Jun 3, 2015 at 12:17 PM, Vincent Carey
>      >>      >>>> <stvjc at channing.harvard.edu
>     <mailto:stvjc at channing.harvard.edu>
>     <mailto:stvjc at channing.harvard.edu <mailto:stvjc at channing.harvard.edu>>
>      >>      >>>>>
>      >>      >>>>> wrote:
>      >>      >>>>
>      >>      >>>>
>      >>      >>>>> I typically get this info from Homo.sapiens.  The
>     result is
>      >>     parasitic
>      >>      >>>>> on
>      >>      >>>>> the TxDb that is in there.  I don't know how easy it
>     is to swap
>      >>      >>>>> alternate
>      >>      >>>>> TxDb in to get a different build.  I think it would
>     make sense
>      >> to
>      >>      >>>>> regard
>      >>      >>>>> the OrganismDb instances as foundational for this sort of
>      >>     structural
>      >>      >>>>> data.
>      >>      >>>>>
>      >>      >>>>> On Wed, Jun 3, 2015 at 3:12 PM, Kasper Daniel Hansen <
>      >>      >>>>> kasperdanielhansen at gmail.com
>     <mailto:kasperdanielhansen at gmail.com>
>      >>     <mailto:kasperdanielhansen at gmail.com
>     <mailto:kasperdanielhansen at gmail.com>>> wrote:
>      >>      >>>>>
>      >>      >>>>>> Let me rephrase this slightly.  From one POV the
>     purpose of
>      >>      >>>>>> GenomeInfoDb
>      >>      >>>>>> is
>      >>      >>>>>> clean up the seqinfo slot.  Currently it does most
>     of the
>      >>     cleaning,
>      >>      >>>>>> but
>      >>      >>>>>> it
>      >>      >>>>>> does not add seqlengths.
>      >>      >>>>>>
>      >>      >>>>>> It is clear that seqlengths depends on the version
>     of the
>      >>     genome, but
>      >>      >>>>>> I
>      >>      >>>>>> will argue so does the seqnames.  Of course, for human,
>      >>     chr22 will not
>      >>      >>>>>> change.  But what about the names of all the random
>      >>     contigs?  Or for
>      >>      >>>>>> other
>      >>      >>>>>> organisms, what about going from a draft genome with 10k
>      >>     contigs to a
>      >>      >>>>>> more
>      >>      >>>>>> completely genome assembled into fewer, larger
>     chromosomes.
>      >>      >>>>>>
>      >>      >>>>>> I acknowledge that this information is present in
>     the BSgenome
>      >>      >>>>>> packages,
>      >>      >>>>>> but it seems (to me) to be very appropriate to have them
>      >>     around for
>      >>      >>>>>> cleaning up the seqinfo slot.  For some situations
>     it is not
>      >>     great to
>      >>      >>>>>> depend on 1 GB> download for something that is a few
>     bytes.
>      >>      >>>>>>
>      >>      >>>>>> Best,
>      >>      >>>>>> Kasper
>      >>      >>>>>>
>      >>      >>>>>> On Wed, Jun 3, 2015 at 3:00 PM, Tim Triche, Jr.
>      >>     <tim.triche at gmail.com <mailto:tim.triche at gmail.com>
>     <mailto:tim.triche at gmail.com <mailto:tim.triche at gmail.com>>>
>      >>
>      >>      >>>>>> wrote:
>      >>      >>>>>>
>      >>      >>>>>>> It would be nice (for a number of reasons) to have
>      >>     chromosome lengths
>      >>      >>>>>>> readily available in a foundational package like
>      >>     GenomeInfoDb, so
>      >>      >>>>>>> that,
>      >>      >>>>>>> say,
>      >>      >>>>>>>
>      >>      >>>>>>> data(seqinfo.hg19)
>      >>      >>>>>>> seqinfo(myResults) <- seqinfo.hg19[
>     seqlevels(myResults) ]
>      >>      >>>>>>>
>      >>      >>>>>>> would work without issues.  Is there any particular
>     reason
>      >> this
>      >>      >>>>>>
>      >>      >>>>>> couldn't
>      >>      >>>>>>>
>      >>      >>>>>>> happen for the supported/available BSgenomes?  It would
>      >>     seem like a
>      >>      >>>>>>
>      >>      >>>>>> simple
>      >>      >>>>>>>
>      >>      >>>>>>> matter to do
>      >>      >>>>>>>
>      >>      >>>>>>> R> library(BSgenome.Hsapiens.UCSC.hg19)
>      >>      >>>>>>> R> seqinfo.hg19 <- seqinfo(Hsapiens)
>      >>      >>>>>>> R> save(seqinfo.hg19,
>      >>      >>>>>>> file="~/bioc-devel/GenomeInfoDb/data/seqinfo.hg19.rda")
>      >>      >>>>>>>
>      >>      >>>>>>> and be done with it until (say) the next release or
>     next
>      >>     released
>      >>      >>>>>>> BSgenome.  I considered looping through the following
>      >> BSgenomes
>      >>      >>>>>>
>      >>      >>>>>> myself...
>      >>      >>>>>>>
>      >>      >>>>>>> and if it isn't strongly opposed by (everyone) I
>     may still
>      >>     do exactly
>      >>      >>>>>>> that.  Seems useful, no?
>      >>      >>>>>>>
>      >>      >>>>>>> e.g. for the following 42 builds,
>      >>      >>>>>>>
>      >>      >>>>>>> grep("(UCSC|NCBI)", unique(gsub(".masked", "",
>      >>     available.genomes())),
>      >>      >>>>>>> value=TRUE)
>      >>      >>>>>>> [1] "BSgenome.Amellifera.UCSC.apiMel2"
>      >>      >>>>>>
>      >>      >>>>>> "BSgenome.Btaurus.UCSC.bosTau3"
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>> [3] "BSgenome.Btaurus.UCSC.bosTau4"
>      >>      >>>>>>
>      >>      >>>>>> "BSgenome.Btaurus.UCSC.bosTau6"
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>> [5] "BSgenome.Btaurus.UCSC.bosTau8"
>      >>      >>>>>>> "BSgenome.Celegans.UCSC.ce10"
>      >>      >>>>>>>
>      >>      >>>>>>> [7] "BSgenome.Celegans.UCSC.ce2"
>      >>       "BSgenome.Celegans.UCSC.ce6"
>      >>      >>>>>>>
>      >>      >>>>>>> [9] "BSgenome.Cfamiliaris.UCSC.canFam2"
>      >>      >>>>>>> "BSgenome.Cfamiliaris.UCSC.canFam3"
>      >>      >>>>>>> [11] "BSgenome.Dmelanogaster.UCSC.dm2"
>      >>      >>>>>>> "BSgenome.Dmelanogaster.UCSC.dm3"
>      >>      >>>>>>> [13] "BSgenome.Dmelanogaster.UCSC.dm6"
>      >>      >>>>>>
>      >>      >>>>>> "BSgenome.Drerio.UCSC.danRer5"
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>> [15] "BSgenome.Drerio.UCSC.danRer6"
>      >>      >>>>>>
>      >>      >>>>>> "BSgenome.Drerio.UCSC.danRer7"
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>> [17] "BSgenome.Ecoli.NCBI.20080805"
>      >>      >>>>>>> "BSgenome.Gaculeatus.UCSC.gasAcu1"
>      >>      >>>>>>> [19] "BSgenome.Ggallus.UCSC.galGal3"
>      >>      >>>>>>
>      >>      >>>>>> "BSgenome.Ggallus.UCSC.galGal4"
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>> [21] "BSgenome.Hsapiens.NCBI.GRCh38"
>      >>      >>>>>>> "BSgenome.Hsapiens.UCSC.hg17"
>      >>      >>>>>>>
>      >>      >>>>>>> [23] "BSgenome.Hsapiens.UCSC.hg18"
>      >>      >>>>>>> "BSgenome.Hsapiens.UCSC.hg19"
>      >>      >>>>>>>
>      >>      >>>>>>> [25] "BSgenome.Hsapiens.UCSC.hg38"
>      >>      >>>>>>> "BSgenome.Mfascicularis.NCBI.5.0"
>      >>      >>>>>>> [27] "BSgenome.Mfuro.UCSC.musFur1"
>      >>      >>>>>>
>      >>      >>>>>> "BSgenome.Mmulatta.UCSC.rheMac2"
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>> [29] "BSgenome.Mmulatta.UCSC.rheMac3"
>      >>      >>>>>>
>      >>      >>>>>> "BSgenome.Mmusculus.UCSC.mm10"
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>> [31] "BSgenome.Mmusculus.UCSC.mm8"
>      >>      >>>>>>> "BSgenome.Mmusculus.UCSC.mm9"
>      >>      >>>>>>>
>      >>      >>>>>>> [33] "BSgenome.Ptroglodytes.UCSC.panTro2"
>      >>      >>>>>>> "BSgenome.Ptroglodytes.UCSC.panTro3"
>      >>      >>>>>>> [35] "BSgenome.Rnorvegicus.UCSC.rn4"
>      >>      >>>>>>
>      >>      >>>>>> "BSgenome.Rnorvegicus.UCSC.rn5"
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>> [37] "BSgenome.Rnorvegicus.UCSC.rn6"
>      >>      >>>>>>> "BSgenome.Scerevisiae.UCSC.sacCer1"
>      >>      >>>>>>> [39] "BSgenome.Scerevisiae.UCSC.sacCer2"
>      >>      >>>>>>> "BSgenome.Scerevisiae.UCSC.sacCer3"
>      >>      >>>>>>> [41] "BSgenome.Sscrofa.UCSC.susScr3"
>      >>      >>>>>>
>      >>      >>>>>> "BSgenome.Tguttata.UCSC.taeGut1"
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>> Am I insane for suggesting this?  It would make
>     things a
>      >> little
>      >>      >>>>>>> easier
>      >>      >>>>>>
>      >>      >>>>>> for
>      >>      >>>>>>>
>      >>      >>>>>>> rtracklayer, most SummarizedExperiment and SE-derived
>      >>     objects, blah,
>      >>      >>>>>>
>      >>      >>>>>> blah,
>      >>      >>>>>>>
>      >>      >>>>>>> blah...
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>> Best,
>      >>      >>>>>>>
>      >>      >>>>>>> --t
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>>
>      >>      >>>>>>> Statistics is the grammar of science.
>      >>      >>>>>>> Karl Pearson
>      >>     <http://en.wikipedia.org/wiki/The_Grammar_of_Science>
>      >>      >>>>>>
>      >>      >>>>>>
>      >>      >>>>>>         [[alternative HTML version deleted]]
>      >>      >>>>>>
>      >>      >>>>>> _______________________________________________
>      >>      >>>>>> Bioc-devel at r-project.org
>     <mailto:Bioc-devel at r-project.org> <mailto:Bioc-devel at r-project.org
>     <mailto:Bioc-devel at r-project.org>>
>      >>     mailing list
>      >>      >>>>>> https://stat.ethz.ch/mailman/listinfo/bioc-devel
>      >>      >>>
>      >>      >>>
>      >>      >>>     [[alternative HTML version deleted]]
>      >>      >>>
>      >>      >>> _______________________________________________
>      >>      >>> Bioc-devel at r-project.org
>     <mailto:Bioc-devel at r-project.org> <mailto:Bioc-devel at r-project.org
>     <mailto:Bioc-devel at r-project.org>>
>      >>     mailing list
>      >>      >>> https://stat.ethz.ch/mailman/listinfo/bioc-devel
>      >>      >>
>      >>      >>
>      >>      >> _______________________________________________
>      >>      >> Bioc-devel at r-project.org
>     <mailto:Bioc-devel at r-project.org> <mailto:Bioc-devel at r-project.org
>     <mailto:Bioc-devel at r-project.org>>
>      >>     mailing list
>      >>      >> https://stat.ethz.ch/mailman/listinfo/bioc-devel
>      >>      >>
>      >>      >
>      >>      > --
>      >>      > Hervé Pagès
>      >>      >
>      >>      > Program in Computational Biology
>      >>      > Division of Public Health Sciences
>      >>      > Fred Hutchinson Cancer Research Center
>      >>      > 1100 Fairview Ave. N, M1-B514
>      >>      > P.O. Box 19024
>      >>      > Seattle, WA 98109-1024
>      >>      >
>      >>      > E-mail: hpages at fredhutch.org
>     <mailto:hpages at fredhutch.org> <mailto:hpages at fredhutch.org
>     <mailto:hpages at fredhutch.org>>
>      >>      > Phone: (206) 667-5791 <tel:%28206%29%20667-5791>
>     <tel:%28206%29%20667-5791>
>      >>      > Fax: (206) 667-1319 <tel:%28206%29%20667-1319>
>     <tel:%28206%29%20667-1319>
>      >>      >
>      >>      >
>      >>      > _______________________________________________
>      >>      > Bioc-devel at r-project.org
>     <mailto:Bioc-devel at r-project.org> <mailto:Bioc-devel at r-project.org
>     <mailto:Bioc-devel at r-project.org>>
>      >>     mailing list
>      >>      > https://stat.ethz.ch/mailman/listinfo/bioc-devel
>      >>
>      >>
>      >
>      > --
>      > Hervé Pagès
>      >
>      > Program in Computational Biology
>      > Division of Public Health Sciences
>      > Fred Hutchinson Cancer Research Center
>      > 1100 Fairview Ave. N, M1-B514
>      > P.O. Box 19024
>      > Seattle, WA 98109-1024
>      >
>      > E-mail: hpages at fredhutch.org <mailto:hpages at fredhutch.org>
>      > Phone: (206) 667-5791 <tel:%28206%29%20667-5791>
>      > Fax: (206) 667-1319 <tel:%28206%29%20667-1319>
>
>     _______________________________________________
>     Bioc-devel at r-project.org <mailto:Bioc-devel at r-project.org> mailing list
>     https://stat.ethz.ch/mailman/listinfo/bioc-devel
>
>
>
>
> --
> Gabriel Becker, Ph.D
> Computational Biologist
> Genentech Research

-- 
Hervé Pagès

Program in Computational Biology
Division of Public Health Sciences
Fred Hutchinson Cancer Research Center
1100 Fairview Ave. N, M1-B514
P.O. Box 19024
Seattle, WA 98109-1024

E-mail: hpages at fredhutch.org
Phone:  (206) 667-5791
Fax:    (206) 667-1319



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