D.A.R. Magalhães et al. / Molecular Immunology 42 (2005) 1043–1048 1047mice, encompassing a previous analysis of the <strong>gene</strong>s whichwere only differentially expressed (Cluster and Tree-Viewmethod), and a second analysis clustering only those <strong>gene</strong>swhich were differentially and significantly expressed (SAMand Cluster and Tree-View methods).By exploring a large set of <strong>gene</strong>s, we intended to identifynovel differentially expressed <strong>gene</strong>s that could be used asmarkers for the individual stages of thymus ontogeny.However, the clustering of raw expression data using theset of 1,261 <strong>gene</strong>s caused a shuffling among RNA samples(cDNA probes) from each day of gestation (Fig. 2).Considering the possibility that the similarity betweensamples from two distant days of gestation, such as 14 and 17days p.c., as seen in the dendrogram of Fig. 2, might not bestatistically significant, we applied a second round of clustering,now using the differentially and significantly expressed<strong>gene</strong>s. Using this approach, it was possible to distinguish thedays of gestation (Fig. 3), demonstrating the importance, inthis study, of a previous statistical treatment instead of usingonly raw normalized microarray data to run the Cluster andTree-View method.Reclustering showed that the constitution of the <strong>gene</strong> clusterdiverged for each stage of thymus development, i.e. eachcluster harbored different <strong>gene</strong>s with different expression patterns.The 14th day p.c. RNA sample was considered to be thetest sample for comparisons with the subsequent days of gestation(14 versus 15, 14 versus 16 and 14 versus 17 days p.c.);however, in a given cluster, the repressed <strong>gene</strong>s in a given dayof gestation presented as induced on the following day. Thisis evidence that the <strong>gene</strong>s used for data reclustering may playa role in thymus ontogeny and may represent novel candidate<strong>gene</strong>s participating in the control of T-cell maturation.It was possible to point out seven <strong>gene</strong>s implicated incell signaling. The hematopoietic cell signal transducer <strong>gene</strong>,Hcst, (accession number NM011827, ID 640698) was inducedin the early stages of thymus development (14–16 daysp.c.) and repressed at 17 days p.c. The Hcst protein is locate<strong>do</strong>utside the plasma membrane and is implicated in thecoupling of receptor stimulation to <strong>do</strong>wnstream activation ofGTPases. As the maturation of the thymocytes within the thymusdepends on the participation of other cell types, such asstroma (Gill et al., 2003), this could represent evidence for arole of the Hcst <strong>gene</strong> in cellular communication via molecularsignaling in the early thymus.Genes implicated in the calcium signaling pathwaywere also modulated, such as the proline-rich Gla (Gcarboxyglutamicacid) polypeptide 2 <strong>gene</strong>, Prrg2, (accessionnumber NM022999, ID 640686), the Down syndromecritical region homolog 1 <strong>gene</strong>, Dscr1, (accession numberNM019466, ID 640638), and the syntaxin binding protein 3<strong>gene</strong>, Stxbp3, (accession number NM011504, ID 640484),whose proteins have a role in the inhibition of the calciuminflux pathway via calcineurin. These <strong>gene</strong>s were repressedin the early (15 days p.c.) and late (17 days p.c.) thymus. Thecasein kinase 1,alpha 1 <strong>gene</strong>, Csnk1a1 (accession numberTable 2Number of ESTs differentially expressed during thymus development of(Balb-c × C57Bl/6) F 1 hybrid mice as reported by the SAM program aThymus development(in days p.c.)Significant ESTsInducedRepressedFDR14–15 20 49 4814–16 10 30 2214–17 10 14 64a Complete file of ESTs available online (http://www.rge.fmrp.usp.br/passos/TRBV81/SAM/table2), FDR = false discovery rate (median).NM146087, ID 640022) whose protein is an inhibitor of calcineurin,was induced at 16 days p.c. These data, suggest thatthe calcium influx pathway could be activated in the thymuswith 15 and 17 days p.c. and <strong>do</strong>wn-regulated with 16 daysp.c.All these <strong>gene</strong>s above mentioned participates in the controlof calcium influx pathway mediated by calcineurin, which isimportant in the activation of the nuclear factor of activatedT-cells (NFAT), an transcription factor of T-cells.As calcium signaling is implicated in the induction of T-cell anergy mediated through calcineurin and NFAT, our resultscould be useful to know the <strong>gene</strong>s that induce tolerance(Feske et al., 2001, 2003; Heissmeyer et al., 2004).The Golgi SNAP receptor complex member 2 <strong>gene</strong>,Gosr2, (accession number NM019650, ID 640152) was inducedin the thymus from 15 to 17 days p.c. This <strong>gene</strong> hasa role in the intracellular transport of newly synthesized proteinsfrom the en<strong>do</strong>plasmic reticulum to their destination inthe cell. Since we showed in this study that T-cells within thethymus begin to mature from 14 days p.c., the activation ofthe Gosr2 <strong>gene</strong> in this phase is of particular importance dueto the necessity of delivering the T-cell receptors chains onthe cell surface.Finally, we have shown that the protein tyrosine phosphatase4a3 <strong>gene</strong>, Ptp4a3, (accession number NM008975,ID 640437), was induced in the thymus with 17 days p.c.There is evidence for a role of this <strong>gene</strong> in humans in colorectalcancer metastasis (Saha et al., 2001), i.e. cell migration.As the mature thymocytes should migrate from the thymus toblood stream, this may be evidence for the participation of thePtp4a3 <strong>gene</strong> in the late stages of T-cell maturation includingmigration from the thymus.The 133 EST sequences reclustered in the dendrogramsof Fig. 3, whose functions were not yet assigned,presented a differential pattern of expression andwere reclustered together with named <strong>gene</strong>s (Table 2)(www.rge.fmrp.usp.br/passos/TRBV81/SAM/table2). Thiscan be evidence for the participation of these ESTs in biologicalprocesses similar of those of the known <strong>gene</strong>s. TheseESTs are being studied by our group with the aim of associatingtheir expression profile with <strong>gene</strong> function.As the microarrays used in this study were prepared withthymus sequences, we explored their expression levels duringthe development of this organ. Although, the thymus harborsdifferent cell types including macrophages and dendritic
1048 D.A.R. Magalhães et al. / Molecular Immunology 42 (2005) 1043–1048cells, we have found statistically significant expression of<strong>gene</strong>s whose functions are associated with thymocytes.The <strong>gene</strong>s selected for discussion in this study may havea broader functions(s) during thymus development in celltypes other than thymocytes. However, these aspects are stillan open matter.Taken together, our findings demonstrate that the cDNAmicroarrays and the bioinformatics programs employed herewere useful tools to demonstrate the changes in the <strong>gene</strong>expression pattern of developing thymus which may reflectspecific organ transcriptome programs.AcknowledgementsThis research was supported by the Brazilian agenciesFundação de Amparo à Pesquisa <strong>do</strong> Esta<strong>do</strong> de São Paulo(Fapesp, 99/12135-9, 01/08278-0) and Conselho Nacionalde Desenvolvimento Científico e Tecnológico (CNPq). Wealso would like to thank Drs. Catherine Nguyen and RemiHoulgatte and Mrs Beatrice Loriod and Geneviève Victorerofrom the Unité INSERM ERM 206, Marseille, France, for thehelp and discussions and for the IMAGE MTB cDNA mouselibrary clones used in this study.ReferencesBertucci, F., Houlgatte, R., Granjeaud, S., et al., 2002. Prognosis of breastcancer and <strong>gene</strong> expression profiling using DNA arrays. Ann. N.Y.Acad. Sci. 975, 217–231.Eisen, M., Spellman, P., Brown, P., Botstein, D., 1998. Cluster analysisand display of genome-wide expression patterns. Proc. Natl. Acad.Sci. U.S.A 95, 14863–14868.Espanhol, A.R., Mace<strong>do</strong>, C., Junta, C.M., et al., 2003. Gene expressionprofiling during thymus ontogeny and its association with TRVB8-DB2.1 rearrangements of inbred mouse strains. Mol. Cell Biochem.252, 223–228.Espanhol, A.R., Car<strong>do</strong>so, R.S., Junta, C.M., et al., 2004. Large scale<strong>gene</strong> expression analysis of CBA/J mouse strain fetal thymus usingcDNA-array hybridizations. Mol. Cell. Biochem. 206, 65–68.Feske, S., Giltnane, J., Dolmestsch, R., et al., 2001. Gene regulationmediated by calcium signals in T lymphocytes. Nat. Immunol. 2,316–324.Feske, S., Okamura, H., Hogan, P.G., et al., 2003. Ca2+/calcineurin signalingin cells of the immune system. Biochem. Biophys. Res. Commun.311, 1117–1132.Fink, P.J., McMahan, C.J., 2000. Lymphocytes rearrange, edit and revisetheir antigen receptors to be useful yet safe. Immunol. Today 21,561–566.Fugmann, S.D., 2002. Breaking the seal. Nature 416, 691–694.Gill, J., Malin, M., Sutherland, J., et al., 2003. Thymic <strong>gene</strong>ration andre<strong>gene</strong>ration. Immunol. Rev. 195, 28–50.Heissmeyer, V., Macian, F., Im, S.H., et al., 2004. Calcineurin imposesT-cell unresponsiveness through targeted proteolysis of signaling proteins.Nat. Immunol. 5, 238–240.Junta, C.M., Passos, G.A.S., 1998. Emergence of TCR- V(D)J recombinationand transcription during thymus ontogeny of inbred mousestrains. Mol. Cell. Biochem. 187, 67–72.Lefranc, M.P., Lefranc, G., 2001. The T-Cell Receptor Facts Book, firsted. Academic Press, Suffolk.Mace<strong>do</strong>, C., Junta, C.M., Passos, G.A.S., 1999. Onset of T-cell receptorV8.1 and D2.1 V(D)J recombination during thymus developmentof inbred mouse strains. Immunol. Lett. 69, 371–373.Mak, T.W., Penninger, J.M., Ohashi, P.S., 2001. Knockout mice: aparadigm shift in modern immunology. Nat. Rev. Immunol. 1, 11–19.Muegge, K., Vila, M.P., Durum, S.K., 1993. Interleukin-7: a cofactor forV(D)J rearrangement of the T-cell receptor <strong>gene</strong>. Science 261, 93–95.Nguyen, C., Rocha, D., Granjeaud, S., et al., 1995. Differential <strong>gene</strong>expression in the murine thymus assayed by quantitative hybridizationof arrayed cDNA clones. Genomics 29, 207–215.Quackenbush, J., 2002. Microarray data normalization and transformation.Nat. Genet. Supp. 32, 496–501.Rugh, R., 1968. The Mouse. Its Reproduction and Development, first ed.Burgess Publishing Company, Edina, MN, USA.Saha, S., Bardelli, A., Buckhaults, P., et al., 2001. A phosphatase associatedwith metastasis of colorectal cancer. Science 294, 1343–1346.Shortman, K., Wu, L., 1996. Early T lymphocyte progenitors. Annu. Rev.Immunol. 14, 29–47.Sollof, R.S., Wang, T.G., Dempsey, D., et al., 1997. Interleukin-7 inducesTCR <strong>gene</strong> rearrangement in adult marrow-resident murine precursorT-cells. Mol. Immunol. 34, 453–462.Tusher, V.G., Tibshirani, R., Chu, G., 2001. Significance analysis of microarraysapplied to the ionizing radiation response. Proc. Natl. Acad.Sci. U.S.A 98, 5116–5121.Verdeil, G., Puthier, D., Nguyen, C., 2002. Gene profiling approach toestablish the molecular bases for partial versus full activation of naïveCD8 T lymphocytes. Ann. N.Y. Acad. Sci. 975, 68–76.
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Universidade de São PauloFaculdade
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Macedo, ClaudiaO papel modulador do
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Dedico Especialmente este TrabalhoM
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AgradecimentosAgradeço do fundo do
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ÍndiceRESUMO .....................
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INDICE DE FIGURASFigura 1. Desenvol
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Promiscuous gene expression in medu
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INTRODUÇÃO1. INTRODUÇÃO1.1. A m
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INTRODUÇÃORecentemente surgiram e
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INTRODUÇÃOmigram para a região s
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INTRODUÇÃOCD4 + CD8 + , e Ccl21 (
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INTRODUÇÃOos timócitos duplo-pos
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INTRODUÇÃOgrande diversidade nas
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INTRODUÇÃOAs células mTECs são
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INTRODUÇÃODerbinski (2004). Os ti
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INTRODUÇÃOinvertebrados multicelu
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INTRODUÇÃOCoraçãoLínguaEstôma
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INTRODUÇÃO1.3. O papel do gene Au
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INTRODUÇÃOdefinido pela atividade
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INTRODUÇÃOpara abordarmos nossa p
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INTRODUÇÃOesses modelos levam em
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Hipóteses
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Objetivos
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Material e Métodos
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MATERIAL E MÉTODOSFigura 6. Padrã
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MATERIAL E MÉTODOScom estes RNAs f
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MATERIAL E MÉTODOSdos complexos de
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MATERIAL E MÉTODOSAo RNA total rec
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4.5. PCRs semi-quantitativas para o
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MATERIAL E MÉTODOSminutos a 4 °C.
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MATERIAL E MÉTODOS(Merck), soluç
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MATERIAL E MÉTODOSEnsaios de co-hi
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MATERIAL E MÉTODOSRNA TotalANELAME
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MATERIAL E MÉTODOSa) Preparação
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MATERIAL E MÉTODOScentrifugação
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MATERIAL E MÉTODOScanais (Cy3 e Cy
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MATERIAL E MÉTODOSSpotfinderQuanti
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MATERIAL E MÉTODOSOnde Xp(i) e Xc(
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MATERIAL E MÉTODOSO programa SAM p
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MATERIAL E MÉTODOSextrair automati
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DELINEAMENTO EXPERIMENTAL5. DELINEA
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RESULTADOS6. RESULTADOS6.1. Inibiç
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RESULTADOSPCR semiquantitativa gene
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RESULTADOS6.3. RT-PCRs semi-quantit
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RESULTADOS11.00%6,50%AdequadaNão A
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RESULTADOS6.6. Quantificação e no
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RESULTADOSPara um melhor entendimen
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RESULTADOSFigura 25. Agrupamento hi
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RESULTADOSFigura 26. Gráfico ilust
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RESULTADOS6.8. Influência do silen
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Discussão
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DISCUSSÃOA tolerância do repertó
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DISCUSSÃOCom relação à técnica
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DISCUSSÃOgene AIRE (do inglês aut
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DISCUSSÃOdesse modo a tolerância
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DISCUSSÃOPML (leucemia promielocit
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DISCUSSÃOBoehm et al. (2003) afirm
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DISCUSSÃOprograma Genenetwork (Wu
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Conclusões
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Referências Bibliográficas
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REFERÊNCIAS BIBLIOGRÁFICASBarthlo
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REFERÊNCIAS BIBLIOGRÁFICASDissert
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REFERÊNCIAS BIBLIOGRÁFICASGotter
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REFERÊNCIAS BIBLIOGRÁFICASMatsumo
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REFERÊNCIAS BIBLIOGRÁFICASby mito
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REFERÊNCIAS BIBLIOGRÁFICASRossi S
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REFERÊNCIAS BIBLIOGRÁFICASof thym
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Anexo I123
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ANEXO IEST IMAGE:582370 Expressed s
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ANEXO IDhps IMAGE:583332 Deoxyhypus
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ANEXO IMapkapk2 IMAGE:572979 MAP ki
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ANEXO IGm608 IMAGE:583350 Gene mode
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ANEXO ICcdc72 IMAGE:640628 Coiled-c
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ANEXO ITranscribed locusTranscribed
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ANEXO IEST IMAGE:583221 Expressed s
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ANEXO ITranscribed locusTranscribed
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ANEXO Irepair deficiency, complemen
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ANEXO Imember 1EST IMAGE:583824 Exp
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ANEXO ITranscribed locus IMAGE:5830
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ANEXO ITfdp1 IMAGE:640119 Transcrib
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ANEXO IEST IMAGE:583902 Expressed s
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ANEXO I2410022M11Rik IMAGE:640727 R
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ANEXO Icontaining 1Kif14 IMAGE:5836
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ANEXO Imember 3In multiple clusters
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ANEXO IEST IMAGE:639632 Expressed s
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ANEXO IAnkrd10 IMAGE:583740 Ankyrin
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ANEXO IEST IMAGE:641035 Expressed s
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ANEXO IVcam1 IMAGE:576563 Vascular
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ANEXO ITegt IMAGE:639877 Testis enh
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ANEXO I3Ehmt2Euchromatic histone ly
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ANEXO IEST IMAGE:583217 Expressed s
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ANEXO IEST IMAGE:640851 Expressed s
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ANEXO I20 homolog (yeast)Ube1c IMAG
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ANEXO IRasa3 IMAGE:582174 RAS p21 p
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ANEXO IEST IMAGE:640642 Expressed s
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ANEXO I4930566A11Rik IMAGE:583433 R
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ANEXO IEST IMAGE:640824 Expressed s
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ANEXO IEST IMAGE:582998 Expressed s
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Anexo II
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ANEXO II1500002B03RikIMAGE:1330385
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ANEXO IIEST IMAGE:640173 Expressed
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ANEXO IICnot10 IMAGE:576406 CCR4-NO
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ANEXO IIEST IMAGE:576142 Expressed
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Anexo III
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ANEXO III197Ifit1RelaIMAGE:575632Gr
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ANEXO III199Nde1Nol5aIMAGE:640341Rp
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Manuscrito da Tese
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MANUSCRITOAbstractThe expression of
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MANUSCRITOdominated the scenario in
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MANUSCRITOserum autoantibodies, all
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MANUSCRITOwere transfected with 10
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MANUSCRITOwere analyzed using the M
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MANUSCRITOpurified from ex vivo mou
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MANUSCRITOinformation theory as ARA
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MANUSCRITOKyewski B, Derbinski J, G
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MANUSCRITOBruno R, Sabater L, Tolos
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MANUSCRITOFigure 3. The gene expres
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MANUSCRITOABFigure 5. Genetics netw
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SÚMULACURRICULUM VITAE (Janeiro 20
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ESTÁGIO NO EXTERIORSÚMULA• Labo
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- Page 298 and 299: 225Table 1. Target cDNA sequences a
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