How to get gene symbol after deseq?
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@fabrice-tourre-4394
Last seen 10.2 years ago
Dear experts, After I have run deseq, I got a list of genes. They are something like as follow. > resSig[,1] [1] "ENSMUSG00000022150+ENSMUSG00000079102:009" [2] "ENSMUSG00000026727:016" [3] "ENSMUSG00000026727:004" [4] "ENSMUSG00000022150+ENSMUSG00000079102:015" [5] "ENSMUSG00000025730:010" [6] "ENSMUSG00000005836:007" [7] "ENSMUSG00000073139:001" How can I get back the gene symbol for each ID? Thank you very much in advance.
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@james-w-macdonald-5106
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Hi Fabrice, On 2/7/2014 4:08 PM, Fabrice Tourre wrote: > Dear experts, > > After I have run deseq, I got a list of genes. They are something like > as follow. > >> resSig[,1] > [1] "ENSMUSG00000022150+ENSMUSG00000079102:009" > [2] "ENSMUSG00000026727:016" > [3] "ENSMUSG00000026727:004" > [4] "ENSMUSG00000022150+ENSMUSG00000079102:015" > [5] "ENSMUSG00000025730:010" > [6] "ENSMUSG00000005836:007" > [7] "ENSMUSG00000073139:001" > > How can I get back the gene symbol for each ID? > gns [1] "ENSMUSG00000022150+ENSMUSG00000079102:009" [2] "ENSMUSG00000026727:016" [3] "ENSMUSG00000026727:004" [4] "ENSMUSG00000022150+ENSMUSG00000079102:015" [5] "ENSMUSG00000025730:010" [6] "ENSMUSG00000005836:007" [7] "ENSMUSG00000073139:001" > gns2 <- sapply(strsplit(gns, "\\+|:"), "[", 1) > gns2 [1] "ENSMUSG00000022150" "ENSMUSG00000026727" "ENSMUSG00000026727" [4] "ENSMUSG00000022150" "ENSMUSG00000025730" "ENSMUSG00000005836" [7] "ENSMUSG00000073139" > select(Mus.musculus, gns2, "SYMBOL", "ENSEMBL") ENSEMBL SYMBOL 1 ENSMUSG00000022150 Dab2 2 ENSMUSG00000026727 Rsu1 5 ENSMUSG00000025730 Rab40c 6 ENSMUSG00000005836 Gata6 7 ENSMUSG00000073139 BC023829 Note that I am discarding the second Ensembl Gene ID. You could do something more sophisticated to capture duplicated IDs, but I'll leave that for you to figure out. Best, Jim > > Thank you very much in advance. > > _______________________________________________ > Bioconductor mailing list > Bioconductor at r-project.org > https://stat.ethz.ch/mailman/listinfo/bioconductor > Search the archives: http://news.gmane.org/gmane.science.biology.informatics.conductor -- James W. MacDonald, M.S. Biostatistician University of Washington Environmental and Occupational Health Sciences 4225 Roosevelt Way NE, # 100 Seattle WA 98105-6099
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Jim, Thank you very much. It makes sense to me. One small question, why ENSMUSG00000082538 is given NA. but it is given a symbol Gm14704 on ENSEMBL. http://useast.ensembl.org/Mus_musculus/Gene/Summary?db=core;g=ENSMUSG0 0000082538;r=X:70403181-70404054;t=ENSMUST00000120300 On Fri, Feb 7, 2014 at 4:52 PM, James W. MacDonald <jmacdon at="" uw.edu=""> wrote: > Hi Fabrice, > > > > On 2/7/2014 4:08 PM, Fabrice Tourre wrote: >> >> Dear experts, >> >> After I have run deseq, I got a list of genes. They are something like >> as follow. >> >>> resSig[,1] >> >> [1] "ENSMUSG00000022150+ENSMUSG00000079102:009" >> [2] "ENSMUSG00000026727:016" >> [3] "ENSMUSG00000026727:004" >> [4] "ENSMUSG00000022150+ENSMUSG00000079102:015" >> [5] "ENSMUSG00000025730:010" >> [6] "ENSMUSG00000005836:007" >> [7] "ENSMUSG00000073139:001" >> >> How can I get back the gene symbol for each ID? > > >> gns > > [1] "ENSMUSG00000022150+ENSMUSG00000079102:009" > [2] "ENSMUSG00000026727:016" > [3] "ENSMUSG00000026727:004" > [4] "ENSMUSG00000022150+ENSMUSG00000079102:015" > [5] "ENSMUSG00000025730:010" > [6] "ENSMUSG00000005836:007" > [7] "ENSMUSG00000073139:001" > >> gns2 <- sapply(strsplit(gns, "\\+|:"), "[", 1) >> gns2 > [1] "ENSMUSG00000022150" "ENSMUSG00000026727" "ENSMUSG00000026727" > [4] "ENSMUSG00000022150" "ENSMUSG00000025730" "ENSMUSG00000005836" > [7] "ENSMUSG00000073139" >> select(Mus.musculus, gns2, "SYMBOL", "ENSEMBL") > ENSEMBL SYMBOL > 1 ENSMUSG00000022150 Dab2 > 2 ENSMUSG00000026727 Rsu1 > 5 ENSMUSG00000025730 Rab40c > 6 ENSMUSG00000005836 Gata6 > 7 ENSMUSG00000073139 BC023829 > > Note that I am discarding the second Ensembl Gene ID. You could do something > more sophisticated to capture duplicated IDs, but I'll leave that for you to > figure out. > > Best, > > Jim > > >> >> Thank you very much in advance. >> >> _______________________________________________ >> Bioconductor mailing list >> Bioconductor at r-project.org >> https://stat.ethz.ch/mailman/listinfo/bioconductor >> Search the archives: >> http://news.gmane.org/gmane.science.biology.informatics.conductor > > > -- > James W. MacDonald, M.S. > Biostatistician > University of Washington > Environmental and Occupational Health Sciences > 4225 Roosevelt Way NE, # 100 > Seattle WA 98105-6099 >
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Hi Fabrice, I don't know. It might have something to do with that gene being a predicted gene. Perhaps we don't annotate such things? Or it may have been placed in Ensembl between now and when we build the org.Mm.eg.db package. If you require the most recent data, you can always build your own package using makeOrgPackageFromNCBI() in the AnnotationForge package, or use biomaRt. Best, Jim On Friday, February 07, 2014 5:41:13 PM, Fabrice Tourre wrote: > Jim, > > Thank you very much. It makes sense to me. > > One small question, why ENSMUSG00000082538 is given NA. but it is > given a symbol Gm14704 on ENSEMBL. > > http://useast.ensembl.org/Mus_musculus/Gene/Summary?db=core;g=ENSMUS G00000082538;r=X:70403181-70404054;t=ENSMUST00000120300 > > > > On Fri, Feb 7, 2014 at 4:52 PM, James W. MacDonald <jmacdon at="" uw.edu=""> wrote: >> Hi Fabrice, >> >> >> >> On 2/7/2014 4:08 PM, Fabrice Tourre wrote: >>> >>> Dear experts, >>> >>> After I have run deseq, I got a list of genes. They are something like >>> as follow. >>> >>>> resSig[,1] >>> >>> [1] "ENSMUSG00000022150+ENSMUSG00000079102:009" >>> [2] "ENSMUSG00000026727:016" >>> [3] "ENSMUSG00000026727:004" >>> [4] "ENSMUSG00000022150+ENSMUSG00000079102:015" >>> [5] "ENSMUSG00000025730:010" >>> [6] "ENSMUSG00000005836:007" >>> [7] "ENSMUSG00000073139:001" >>> >>> How can I get back the gene symbol for each ID? >> >> >>> gns >> >> [1] "ENSMUSG00000022150+ENSMUSG00000079102:009" >> [2] "ENSMUSG00000026727:016" >> [3] "ENSMUSG00000026727:004" >> [4] "ENSMUSG00000022150+ENSMUSG00000079102:015" >> [5] "ENSMUSG00000025730:010" >> [6] "ENSMUSG00000005836:007" >> [7] "ENSMUSG00000073139:001" >> >>> gns2 <- sapply(strsplit(gns, "\\+|:"), "[", 1) >>> gns2 >> [1] "ENSMUSG00000022150" "ENSMUSG00000026727" "ENSMUSG00000026727" >> [4] "ENSMUSG00000022150" "ENSMUSG00000025730" "ENSMUSG00000005836" >> [7] "ENSMUSG00000073139" >>> select(Mus.musculus, gns2, "SYMBOL", "ENSEMBL") >> ENSEMBL SYMBOL >> 1 ENSMUSG00000022150 Dab2 >> 2 ENSMUSG00000026727 Rsu1 >> 5 ENSMUSG00000025730 Rab40c >> 6 ENSMUSG00000005836 Gata6 >> 7 ENSMUSG00000073139 BC023829 >> >> Note that I am discarding the second Ensembl Gene ID. You could do something >> more sophisticated to capture duplicated IDs, but I'll leave that for you to >> figure out. >> >> Best, >> >> Jim >> >> >>> >>> Thank you very much in advance. >>> >>> _______________________________________________ >>> Bioconductor mailing list >>> Bioconductor at r-project.org >>> https://stat.ethz.ch/mailman/listinfo/bioconductor >>> Search the archives: >>> http://news.gmane.org/gmane.science.biology.informatics.conductor >> >> >> -- >> James W. MacDonald, M.S. >> Biostatistician >> University of Washington >> Environmental and Occupational Health Sciences >> 4225 Roosevelt Way NE, # 100 >> Seattle WA 98105-6099 >> -- James W. MacDonald, M.S. Biostatistician University of Washington Environmental and Occupational Health Sciences 4225 Roosevelt Way NE, # 100 Seattle WA 98105-6099
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Jim, I see. Thank you very much. On Fri, Feb 7, 2014 at 5:50 PM, James W. MacDonald <jmacdon at="" uw.edu=""> wrote: > Hi Fabrice, > > I don't know. It might have something to do with that gene being a predicted > gene. Perhaps we don't annotate such things? Or it may have been placed in > Ensembl between now and when we build the org.Mm.eg.db package. > > If you require the most recent data, you can always build your own package > using makeOrgPackageFromNCBI() in the AnnotationForge package, or use > biomaRt. > > Best, > > Jim > > > > > On Friday, February 07, 2014 5:41:13 PM, Fabrice Tourre wrote: >> >> Jim, >> >> Thank you very much. It makes sense to me. >> >> One small question, why ENSMUSG00000082538 is given NA. but it is >> given a symbol Gm14704 on ENSEMBL. >> >> >> http://useast.ensembl.org/Mus_musculus/Gene/Summary?db=core;g=ENSMU SG00000082538;r=X:70403181-70404054;t=ENSMUST00000120300 >> >> >> >> On Fri, Feb 7, 2014 at 4:52 PM, James W. MacDonald <jmacdon at="" uw.edu=""> wrote: >>> >>> Hi Fabrice, >>> >>> >>> >>> On 2/7/2014 4:08 PM, Fabrice Tourre wrote: >>>> >>>> >>>> Dear experts, >>>> >>>> After I have run deseq, I got a list of genes. They are something like >>>> as follow. >>>> >>>>> resSig[,1] >>>> >>>> >>>> [1] "ENSMUSG00000022150+ENSMUSG00000079102:009" >>>> [2] "ENSMUSG00000026727:016" >>>> [3] "ENSMUSG00000026727:004" >>>> [4] "ENSMUSG00000022150+ENSMUSG00000079102:015" >>>> [5] "ENSMUSG00000025730:010" >>>> [6] "ENSMUSG00000005836:007" >>>> [7] "ENSMUSG00000073139:001" >>>> >>>> How can I get back the gene symbol for each ID? >>> >>> >>> >>>> gns >>> >>> >>> [1] "ENSMUSG00000022150+ENSMUSG00000079102:009" >>> [2] "ENSMUSG00000026727:016" >>> [3] "ENSMUSG00000026727:004" >>> [4] "ENSMUSG00000022150+ENSMUSG00000079102:015" >>> [5] "ENSMUSG00000025730:010" >>> [6] "ENSMUSG00000005836:007" >>> [7] "ENSMUSG00000073139:001" >>> >>>> gns2 <- sapply(strsplit(gns, "\\+|:"), "[", 1) >>>> gns2 >>> >>> [1] "ENSMUSG00000022150" "ENSMUSG00000026727" "ENSMUSG00000026727" >>> [4] "ENSMUSG00000022150" "ENSMUSG00000025730" "ENSMUSG00000005836" >>> [7] "ENSMUSG00000073139" >>>> >>>> select(Mus.musculus, gns2, "SYMBOL", "ENSEMBL") >>> >>> ENSEMBL SYMBOL >>> 1 ENSMUSG00000022150 Dab2 >>> 2 ENSMUSG00000026727 Rsu1 >>> 5 ENSMUSG00000025730 Rab40c >>> 6 ENSMUSG00000005836 Gata6 >>> 7 ENSMUSG00000073139 BC023829 >>> >>> Note that I am discarding the second Ensembl Gene ID. You could do >>> something >>> more sophisticated to capture duplicated IDs, but I'll leave that for you >>> to >>> figure out. >>> >>> Best, >>> >>> Jim >>> >>> >>>> >>>> Thank you very much in advance. >>>> >>>> _______________________________________________ >>>> Bioconductor mailing list >>>> Bioconductor at r-project.org >>>> https://stat.ethz.ch/mailman/listinfo/bioconductor >>>> Search the archives: >>>> http://news.gmane.org/gmane.science.biology.informatics.conductor >>> >>> >>> >>> -- >>> James W. MacDonald, M.S. >>> Biostatistician >>> University of Washington >>> Environmental and Occupational Health Sciences >>> 4225 Roosevelt Way NE, # 100 >>> Seattle WA 98105-6099 >>> > > -- > James W. MacDonald, M.S. > Biostatistician > University of Washington > Environmental and Occupational Health Sciences > 4225 Roosevelt Way NE, # 100 > Seattle WA 98105-6099
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Hi, Don't forget that you can always query the ensembl biomart directly from within R using the biomaRt package: http://bioconductor.org/packages/release/bioc/html/biomaRt.html The user's guide has many examples: http://bioconductor.org/packages/release/bioc/vignettes/biomaRt/inst/d oc/biomaRt.pdf HTH, -steve On Fri, Feb 7, 2014 at 3:24 PM, Fabrice Tourre <fabrice.ciup at="" gmail.com=""> wrote: > Jim, > > I see. Thank you very much. > > On Fri, Feb 7, 2014 at 5:50 PM, James W. MacDonald <jmacdon at="" uw.edu=""> wrote: >> Hi Fabrice, >> >> I don't know. It might have something to do with that gene being a predicted >> gene. Perhaps we don't annotate such things? Or it may have been placed in >> Ensembl between now and when we build the org.Mm.eg.db package. >> >> If you require the most recent data, you can always build your own package >> using makeOrgPackageFromNCBI() in the AnnotationForge package, or use >> biomaRt. >> >> Best, >> >> Jim >> >> >> >> >> On Friday, February 07, 2014 5:41:13 PM, Fabrice Tourre wrote: >>> >>> Jim, >>> >>> Thank you very much. It makes sense to me. >>> >>> One small question, why ENSMUSG00000082538 is given NA. but it is >>> given a symbol Gm14704 on ENSEMBL. >>> >>> >>> http://useast.ensembl.org/Mus_musculus/Gene/Summary?db=core;g=ENSM USG00000082538;r=X:70403181-70404054;t=ENSMUST00000120300 >>> >>> >>> >>> On Fri, Feb 7, 2014 at 4:52 PM, James W. MacDonald <jmacdon at="" uw.edu=""> wrote: >>>> >>>> Hi Fabrice, >>>> >>>> >>>> >>>> On 2/7/2014 4:08 PM, Fabrice Tourre wrote: >>>>> >>>>> >>>>> Dear experts, >>>>> >>>>> After I have run deseq, I got a list of genes. They are something like >>>>> as follow. >>>>> >>>>>> resSig[,1] >>>>> >>>>> >>>>> [1] "ENSMUSG00000022150+ENSMUSG00000079102:009" >>>>> [2] "ENSMUSG00000026727:016" >>>>> [3] "ENSMUSG00000026727:004" >>>>> [4] "ENSMUSG00000022150+ENSMUSG00000079102:015" >>>>> [5] "ENSMUSG00000025730:010" >>>>> [6] "ENSMUSG00000005836:007" >>>>> [7] "ENSMUSG00000073139:001" >>>>> >>>>> How can I get back the gene symbol for each ID? >>>> >>>> >>>> >>>>> gns >>>> >>>> >>>> [1] "ENSMUSG00000022150+ENSMUSG00000079102:009" >>>> [2] "ENSMUSG00000026727:016" >>>> [3] "ENSMUSG00000026727:004" >>>> [4] "ENSMUSG00000022150+ENSMUSG00000079102:015" >>>> [5] "ENSMUSG00000025730:010" >>>> [6] "ENSMUSG00000005836:007" >>>> [7] "ENSMUSG00000073139:001" >>>> >>>>> gns2 <- sapply(strsplit(gns, "\\+|:"), "[", 1) >>>>> gns2 >>>> >>>> [1] "ENSMUSG00000022150" "ENSMUSG00000026727" "ENSMUSG00000026727" >>>> [4] "ENSMUSG00000022150" "ENSMUSG00000025730" "ENSMUSG00000005836" >>>> [7] "ENSMUSG00000073139" >>>>> >>>>> select(Mus.musculus, gns2, "SYMBOL", "ENSEMBL") >>>> >>>> ENSEMBL SYMBOL >>>> 1 ENSMUSG00000022150 Dab2 >>>> 2 ENSMUSG00000026727 Rsu1 >>>> 5 ENSMUSG00000025730 Rab40c >>>> 6 ENSMUSG00000005836 Gata6 >>>> 7 ENSMUSG00000073139 BC023829 >>>> >>>> Note that I am discarding the second Ensembl Gene ID. You could do >>>> something >>>> more sophisticated to capture duplicated IDs, but I'll leave that for you >>>> to >>>> figure out. >>>> >>>> Best, >>>> >>>> Jim >>>> >>>> >>>>> >>>>> Thank you very much in advance. >>>>> >>>>> _______________________________________________ >>>>> Bioconductor mailing list >>>>> Bioconductor at r-project.org >>>>> https://stat.ethz.ch/mailman/listinfo/bioconductor >>>>> Search the archives: >>>>> http://news.gmane.org/gmane.science.biology.informatics.conductor >>>> >>>> >>>> >>>> -- >>>> James W. MacDonald, M.S. >>>> Biostatistician >>>> University of Washington >>>> Environmental and Occupational Health Sciences >>>> 4225 Roosevelt Way NE, # 100 >>>> Seattle WA 98105-6099 >>>> >> >> -- >> James W. MacDonald, M.S. >> Biostatistician >> University of Washington >> Environmental and Occupational Health Sciences >> 4225 Roosevelt Way NE, # 100 >> Seattle WA 98105-6099 > > _______________________________________________ > Bioconductor mailing list > Bioconductor at r-project.org > https://stat.ethz.ch/mailman/listinfo/bioconductor > Search the archives: http://news.gmane.org/gmane.science.biology.informatics.conductor -- Steve Lianoglou Computational Biologist Genentech
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Great. Thank you. On Fri, Feb 7, 2014 at 6:32 PM, Steve Lianoglou <lianoglou.steve at="" gene.com=""> wrote: > Hi, > > Don't forget that you can always query the ensembl biomart directly > from within R using the biomaRt package: > http://bioconductor.org/packages/release/bioc/html/biomaRt.html > > The user's guide has many examples: > http://bioconductor.org/packages/release/bioc/vignettes/biomaRt/inst /doc/biomaRt.pdf > > HTH, > -steve > > > On Fri, Feb 7, 2014 at 3:24 PM, Fabrice Tourre <fabrice.ciup at="" gmail.com=""> wrote: >> Jim, >> >> I see. Thank you very much. >> >> On Fri, Feb 7, 2014 at 5:50 PM, James W. MacDonald <jmacdon at="" uw.edu=""> wrote: >>> Hi Fabrice, >>> >>> I don't know. It might have something to do with that gene being a predicted >>> gene. Perhaps we don't annotate such things? Or it may have been placed in >>> Ensembl between now and when we build the org.Mm.eg.db package. >>> >>> If you require the most recent data, you can always build your own package >>> using makeOrgPackageFromNCBI() in the AnnotationForge package, or use >>> biomaRt. >>> >>> Best, >>> >>> Jim >>> >>> >>> >>> >>> On Friday, February 07, 2014 5:41:13 PM, Fabrice Tourre wrote: >>>> >>>> Jim, >>>> >>>> Thank you very much. It makes sense to me. >>>> >>>> One small question, why ENSMUSG00000082538 is given NA. but it is >>>> given a symbol Gm14704 on ENSEMBL. >>>> >>>> >>>> http://useast.ensembl.org/Mus_musculus/Gene/Summary?db=core;g=ENS MUSG00000082538;r=X:70403181-70404054;t=ENSMUST00000120300 >>>> >>>> >>>> >>>> On Fri, Feb 7, 2014 at 4:52 PM, James W. MacDonald <jmacdon at="" uw.edu=""> wrote: >>>>> >>>>> Hi Fabrice, >>>>> >>>>> >>>>> >>>>> On 2/7/2014 4:08 PM, Fabrice Tourre wrote: >>>>>> >>>>>> >>>>>> Dear experts, >>>>>> >>>>>> After I have run deseq, I got a list of genes. They are something like >>>>>> as follow. >>>>>> >>>>>>> resSig[,1] >>>>>> >>>>>> >>>>>> [1] "ENSMUSG00000022150+ENSMUSG00000079102:009" >>>>>> [2] "ENSMUSG00000026727:016" >>>>>> [3] "ENSMUSG00000026727:004" >>>>>> [4] "ENSMUSG00000022150+ENSMUSG00000079102:015" >>>>>> [5] "ENSMUSG00000025730:010" >>>>>> [6] "ENSMUSG00000005836:007" >>>>>> [7] "ENSMUSG00000073139:001" >>>>>> >>>>>> How can I get back the gene symbol for each ID? >>>>> >>>>> >>>>> >>>>>> gns >>>>> >>>>> >>>>> [1] "ENSMUSG00000022150+ENSMUSG00000079102:009" >>>>> [2] "ENSMUSG00000026727:016" >>>>> [3] "ENSMUSG00000026727:004" >>>>> [4] "ENSMUSG00000022150+ENSMUSG00000079102:015" >>>>> [5] "ENSMUSG00000025730:010" >>>>> [6] "ENSMUSG00000005836:007" >>>>> [7] "ENSMUSG00000073139:001" >>>>> >>>>>> gns2 <- sapply(strsplit(gns, "\\+|:"), "[", 1) >>>>>> gns2 >>>>> >>>>> [1] "ENSMUSG00000022150" "ENSMUSG00000026727" "ENSMUSG00000026727" >>>>> [4] "ENSMUSG00000022150" "ENSMUSG00000025730" "ENSMUSG00000005836" >>>>> [7] "ENSMUSG00000073139" >>>>>> >>>>>> select(Mus.musculus, gns2, "SYMBOL", "ENSEMBL") >>>>> >>>>> ENSEMBL SYMBOL >>>>> 1 ENSMUSG00000022150 Dab2 >>>>> 2 ENSMUSG00000026727 Rsu1 >>>>> 5 ENSMUSG00000025730 Rab40c >>>>> 6 ENSMUSG00000005836 Gata6 >>>>> 7 ENSMUSG00000073139 BC023829 >>>>> >>>>> Note that I am discarding the second Ensembl Gene ID. You could do >>>>> something >>>>> more sophisticated to capture duplicated IDs, but I'll leave that for you >>>>> to >>>>> figure out. >>>>> >>>>> Best, >>>>> >>>>> Jim >>>>> >>>>> >>>>>> >>>>>> Thank you very much in advance. >>>>>> >>>>>> _______________________________________________ >>>>>> Bioconductor mailing list >>>>>> Bioconductor at r-project.org >>>>>> https://stat.ethz.ch/mailman/listinfo/bioconductor >>>>>> Search the archives: >>>>>> http://news.gmane.org/gmane.science.biology.informatics.conductor >>>>> >>>>> >>>>> >>>>> -- >>>>> James W. MacDonald, M.S. >>>>> Biostatistician >>>>> University of Washington >>>>> Environmental and Occupational Health Sciences >>>>> 4225 Roosevelt Way NE, # 100 >>>>> Seattle WA 98105-6099 >>>>> >>> >>> -- >>> James W. MacDonald, M.S. >>> Biostatistician >>> University of Washington >>> Environmental and Occupational Health Sciences >>> 4225 Roosevelt Way NE, # 100 >>> Seattle WA 98105-6099 >> >> _______________________________________________ >> Bioconductor mailing list >> Bioconductor at r-project.org >> https://stat.ethz.ch/mailman/listinfo/bioconductor >> Search the archives: http://news.gmane.org/gmane.science.biology.informatics.conductor > > > > -- > Steve Lianoglou > Computational Biologist > Genentech
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