On 06/05/2015 01:39 PM, Tim Triche, Jr. wrote:
how about just

gr <- addSeqinfo(gr, "hg19")

mmh, we don't really "add" a seqinfo. We transform the existing one.
This transformation can be called "standardization", or "normalization",
or... but I wouldn't call it "addition".

H.


Statistics is the grammar of science.
Karl Pearson <http://en.wikipedia.org/wiki/The_Grammar_of_Science>

On Fri, Jun 5, 2015 at 1:36 PM, Hervé Pagès <hpa...@fredhutch.org
<mailto:hpa...@fredhutch.org>> wrote:

    On 06/05/2015 01:19 PM, Michael Lawrence wrote:

        To support the multi-genome case, one could set the genome as a
        vector, one value for each seqname, and it would fix the
        style/seqlength per seqname. It could sort by the combination of
        seqname and species. Presumably it would do nothing for unknown
        genomes.

        But I agree that a standardizeSeqinfo() that amounts to
        "genome(x) <-
        genome(x)" would make sense.

        I don't think people sort too often by seqnames (except to the
        "natural" ordering),


    That's what sort(), order(), rank() do by default: they sort by seqnames
    first, then by start, then by end, and finally by strand.

        but I could be wrong. I do sympathize though with
        the need for a low-level accessor. At least one would want a
        parameter
        for disabling the standardization.


    Ok. So the candidates are:

      (a) standardizeSeqinfo(gr) <- "hg19"

      (b) gr <- standardizeSeqinfo(gr, "hg19")

      (c) standardizeGenome(gr) <- "hg19"

      (d) gr <- standardizeGenome(gr, "hg19")

      (e) seqinfo(gr) <- "hg19"

    Is there a risk of confusion with keepStandardChromosomes where
    "standard" means a very different thing? I'll add 2 more:

      (f) normalizeSeqinfo(gr) <- "hg19"

      (g) gr <- normalizeSeqinfo(gr, "hg19")

    Anyway, we're not here yet. As pointed in an earlier post, there are
    still some missing pieces to complete the puzzle.

    Thanks,
    H.


        On Fri, Jun 5, 2015 at 12:54 PM, Kasper Daniel Hansen
        <kasperdanielhan...@gmail.com
        <mailto:kasperdanielhan...@gmail.com>> wrote:

            In WGBS we frequently sequence a human with spikein from the
            lambda genome.
            In this case, most of the chromosomes of the Granges are
            from human, except
            one.  This is a usecase where genome(GR) is not constant.  I
            suggest, partly
            for compatibility, to keep genome, but perhaps do something like
                standardizeGenome()
            or something like this.

            I would indeed love, love, love a function which just cleans
            it up.

            Kasper

            On Fri, Jun 5, 2015 at 2:51 PM, Gabe Becker
            <becker.g...@gene.com <mailto:becker.g...@gene.com>> 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.mich...@gene.com
                <mailto:lawrence.mich...@gene.com>

                    wrote:


                    On Thu, Jun 4, 2015 at 11:48 PM, Hervé Pagès
                    <hpa...@fredhutch.org <mailto:hpa...@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.mich...@gene.com
                            <mailto:lawrence.mich...@gene.com>
                            <mailto:lawrence.mich...@gene.com
                            <mailto:lawrence.mich...@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 <hpa...@fredhutch.org
                            <mailto:hpa...@fredhutch.org>
                                  <mailto:hpa...@fredhutch.org
                            <mailto:hpa...@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
                                  <st...@channing.harvard.edu
                            <mailto:st...@channing.harvard.edu>
                            <mailto:st...@channing.harvard.edu
                            <mailto:st...@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.tri...@gmail.com
                            <mailto:tim.tri...@gmail.com>
                            <mailto:tim.tri...@gmail.com
                            <mailto:tim.tri...@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
                                   >>>> <st...@channing.harvard.edu
                            <mailto:st...@channing.harvard.edu> <mailto:

                    st...@channing.harvard.edu
                    <mailto:st...@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 <
                                   >>>>> kasperdanielhan...@gmail.com
                            <mailto:kasperdanielhan...@gmail.com>
                                  <mailto:kasperdanielhan...@gmail.com
                            <mailto:kasperdanielhan...@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.tri...@gmail.com
                            <mailto:tim.tri...@gmail.com>
                            <mailto:tim.tri...@gmail.com
                            <mailto:tim.tri...@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@r-project.org
                            <mailto:Bioc-devel@r-project.org>
                            <mailto:Bioc-devel@r-project.org
                            <mailto:Bioc-devel@r-project.org>>
                                  mailing list
                                   >>>>>>
                            https://stat.ethz.ch/mailman/listinfo/bioc-devel
                                   >>>
                                   >>>
                                   >>>     [[alternative HTML version
                            deleted]]
                                   >>>
                                   >>>
                            _______________________________________________
                                   >>> Bioc-devel@r-project.org
                            <mailto:Bioc-devel@r-project.org>
                            <mailto:Bioc-devel@r-project.org
                            <mailto:Bioc-devel@r-project.org>>
                                  mailing list
                                   >>>
                            https://stat.ethz.ch/mailman/listinfo/bioc-devel
                                   >>
                                   >>
                                   >>
                            _______________________________________________
                                   >> Bioc-devel@r-project.org
                            <mailto:Bioc-devel@r-project.org>
                            <mailto:Bioc-devel@r-project.org
                            <mailto:Bioc-devel@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: hpa...@fredhutch.org
                            <mailto:hpa...@fredhutch.org>
                            <mailto:hpa...@fredhutch.org
                            <mailto:hpa...@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@r-project.org
                            <mailto:Bioc-devel@r-project.org>
                            <mailto:Bioc-devel@r-project.org
                            <mailto:Bioc-devel@r-project.org>>
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                        --
                        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: hpa...@fredhutch.org
                        <mailto:hpa...@fredhutch.org>
                        Phone: (206) 667-5791 <tel:%28206%29%20667-5791>
                        Fax: (206) 667-1319 <tel:%28206%29%20667-1319>


                    _______________________________________________
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                Computational Biologist
                Genentech Research

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    --
    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: hpa...@fredhutch.org <mailto:hpa...@fredhutch.org>
    Phone: (206) 667-5791 <tel:%28206%29%20667-5791>
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--
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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: hpa...@fredhutch.org
Phone:  (206) 667-5791
Fax:    (206) 667-1319

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