메뉴 건너뛰기




Volumn 277, Issue 1691, 2010, Pages 2139-2148

Brain transcriptomic analysis in paper wasps identifies genes associated with behaviour across social insect lineages

Author keywords

Division of labour; Foraging behaviour; Gene expression; Honeybee; Microarray; Paper wasp

Indexed keywords

ADAPTATION; BEHAVIORAL RESPONSE; BRAIN; EUSOCIALITY; EVOLUTIONARY BIOLOGY; GENE EXPRESSION; GENETIC ANALYSIS; HONEYBEE; LABOR DIVISION; LIPID; MOLECULAR ANALYSIS; SOCIAL BEHAVIOR; SOCIAL INSECT; WASP;

EID: 77955389048     PISSN: 09628452     EISSN: 14712970     Source Type: Journal    
DOI: 10.1098/rspb.2010.0090     Document Type: Article
Times cited : (106)

References (47)
  • 3
    • 3843125168 scopus 로고    scopus 로고
    • Reproductive ground plan may mediate colonylevel selection effects on individual foraging behavior in honey bees
    • doi:10.1073/pnas.0403073101
    • Amdam, G. V., Norberg, K., Fondrk, M. K. & Page, R. E. 2004 Reproductive ground plan may mediate colonylevel selection effects on individual foraging behavior in honey bees. Proc. Nad Acad. Sci. USA 101, 11 350-11 355. (doi:10.1073/pnas.0403073101)
    • (2004) Proc. Nad Acad. Sci. USA , vol.101 , pp. 11350-11355
    • Amdam, G.V.1    Norberg, K.2    Fondrk, M.K.3    Page, R.E.4
  • 5
    • 79952115883 scopus 로고    scopus 로고
    • Nutritional regulation of division of labor in honey bees: Toward a systems biology perspective
    • In press. doi:10.1002/wsbm.73
    • Ament, S. A., Wang, Y. & Robinson, G. E. In press. Nutritional regulation of division of labor in honey bees: toward a systems biology perspective. Wiley Interdisciplinary Rev.: Syst. Biol. Med. (doi:10.1002/wsbm. 73)
    • Wiley Interdisciplinary Rev.: Syst. Biol. Med.
    • Ament, S.A.1    Wang, Y.2    Robinson, G.E.3
  • 6
    • 34447648744 scopus 로고    scopus 로고
    • Molecular determinants of caste differentiation in the highly eusocial honeybee Apis mellifera
    • DOI 10.1186/1471-213X-7-70
    • Barchuk, A. R., Cristino, A. S., Kucharski, R., Costa, L. F., Simoes, Z. L. P. & Maleszka, R. 2007 Molecular determinants of caste differentiation in the highly eusocial honeybee Apis mellifera. BMC Dev. Biol. 7, 70. (doi:10. 1186/1471-213X-7-70) (Pubitemid 47091755)
    • (2007) BMC Developmental Biology , vol.7 , pp. 70
    • Barchuk, A.R.1    Cristino, A.S.2    Kucharski, R.3    Costa, L.F.4    Simoes, Z.L.P.5    Maleszka, R.6
  • 7
    • 58149335079 scopus 로고    scopus 로고
    • Effects of cocaine on honey bee dance behaviour
    • doi:10.1242/jeb. 025361
    • Barron, A. B., Maleszka, R., Helliwell, P. G. & Robinson, G. E. 2009 Effects of cocaine on honey bee dance behaviour. J. Exp. Biol. 212, 163-168. (doi:10.1242/jeb. 025361)
    • (2009) J. Exp. Biol. , vol.212 , pp. 163-168
    • Barron, A.B.1    Maleszka, R.2    Helliwell, P.G.3    Robinson, G.E.4
  • 8
    • 0037177622 scopus 로고    scopus 로고
    • Influence of gene action across different time scales on behavior
    • DOI 10.1126/science.1069911
    • Ben-Shahar, Y, Robichon, A., Sokolowski, M. B. & Robinson, G. E. 2002 Influence of gene action across different time scales on behavior. Science 296, 741-744. (doi:10.1126/science.1069911) (Pubitemid 34442003)
    • (2002) Science , vol.296 , Issue.5568 , pp. 741-744
    • Ben-Shahar, Y.1    Robichon, A.2    Sokolowski, M.B.3    Robinson, G.E.4
  • 9
    • 0008968222 scopus 로고
    • Effects of environment and juvenile hormone on ovaries of the wasp, Polistes metricus
    • doi:10.1016/00221910(72)90158-8
    • Böhm, M. K. 1972 Effects of environment and juvenile hormone on ovaries of the wasp, Polistes metricus. J. Insect Physiol. 18, 1875-1883. (doi:10.1016/00221910(72)90158-8)
    • (1972) J. Insect Physiol. , vol.18 , pp. 1875-1883
    • Böhm, M.K.1
  • 11
    • 20444410455 scopus 로고    scopus 로고
    • Behavior and the limits of genomic plasticity: Power and replicability in microarray analysis of honeybee brains
    • DOI 10.1111/j.1601-183X.2005.00131.x
    • Cash, A. C., Whitfield, C. W., Ismail, N. & Robinson, G. E. 2005 Behavior and the limits of genomic plasticity: power and replicability in microarray analysis of honeybee brains. Genes Brain Behav. 4, 267-271. (doi:10.1111/j. 1601-183X.2005.00131.X) (Pubitemid 40799774)
    • (2005) Genes, Brain and Behavior , vol.4 , Issue.4 , pp. 267-271
    • Cash, A.C.1    Whitfield, C.W.2    Ismail, N.3    Robinson, G.E.4
  • 12
    • 2442490866 scopus 로고    scopus 로고
    • Single-copy nuclear genes recover cretaceous-age divergences in bees
    • DOI 10.1080/10635150490423737
    • Danforth, B. N., Brady, S. G., Sipes, S. D. & Pearson, A. 2006 Single-copy nuclear genes recover Cretaceous-age divergences in bees. Syst. Biol. 53, 309-326. (doi:10. 1080/10635150490423737) (Pubitemid 38611185)
    • (2004) Systematic Biology , vol.53 , Issue.2 , pp. 309-326
    • Danforth, B.N.1    Brady, S.G.2    Sipes, S.D.3    Pearson, A.4
  • 13
    • 0038005018 scopus 로고    scopus 로고
    • DAVID: Database for annotation, visualization, and integrated discovery
    • doi:10.1186/ gb-2003-4-5-p3
    • Dennis Jr, G., Sherman, B. T., Hosack, D. A., Yang, J., Gao, W., Lane, H. C. & Lempicki, R. A. 2003 DAVID: database for annotation, visualization, and integrated discovery. Genome Biol 4, 3. (doi:10.1186/ gb-2003-4-5-p3)
    • (2003) Genome Biol , vol.4 , pp. 3
    • Dennis Jr., G.1    Sherman, B.T.2    Hosack, D.A.3    Yang, J.4    Gao, W.5    Lane, H.C.6    Lempicki, R.A.7
  • 14
    • 27644468274 scopus 로고    scopus 로고
    • Reproductive division of labor, dominance, and ecdysteroid levels in hemolymph and ovary of the bumble bee Bombus terrestris
    • DOI 10.1016/j.jinsphys.2005.03.009
    • Geva, S., Hartfelder, K. & Bloch, G. 2005 Reproductive division of labour, dominance, and ecdysteroid levels in hemolymph and ovary of the bumble bee Bombus terrestris. J. Insect Phsiol. 51, 811-823. (doi:10.1016/j.jinsphys. 2005.03.009) (Pubitemid 41557640)
    • (2005) Journal of Insect Physiology , vol.51 , Issue.7 , pp. 811-823
    • Geva, S.1    Hartfelder, K.2    Bloch, G.3
  • 15
    • 33846540339 scopus 로고    scopus 로고
    • Differential gene expression between adult queens and workers in the ant Lasius niger
    • DOI 10.1111/j.1365-294X.2007.03162.x
    • Graff, J., Jemielity, S., Parker, J. D., Parker, K. M. & Keller, L. 2007 Differential gene expression between adult queens and workers in the ant Lasius niger. Mol. Ecol. 16, 675-683. (doi:10.1111/j.1365-294X.2007.03162.x) (Pubitemid 46161088)
    • (2007) Molecular Ecology , vol.16 , Issue.3 , pp. 675-683
    • Graff, J.1    Jemielity, S.2    Parker, J.D.3    Parker, K.M.4    Keller, L.5
  • 16
    • 36249013591 scopus 로고    scopus 로고
    • Genome-wide analysis reveals differences in brain gene expression patterns associated with caste and reproductive status in honey bees (Apis mellifera)
    • DOI 10.1111/j.1365-294X.2007.03545.x
    • Grozinger, C. M., Fan, Y., Hoover, S. E. R. & Winston, M. L. 2007 Genome-wide analysis reveals differences in brain gene expression patterns associated with caste and reproductive status in honey bees (Apis mellifera). Mol. Ecol. 16, 4837-4848. (doi:10.1111/j.1365-294X.2007. 03545.x) (Pubitemid 350135217)
    • (2007) Molecular Ecology , vol.16 , Issue.22 , pp. 4837-4848
    • Grozinger, C.M.1    Fan, Y.2    Hoover, S.E.R.3    Winston, M.L.4
  • 17
    • 0036006618 scopus 로고    scopus 로고
    • Ecdysteroid titer and reproduction in queens and workers of the honey bee and of a stingless bee: Loss of ecdysteroid function at increasing levels of sociality?
    • DOI 10.1016/S0965-1748(01)00100-X, PII S096517480100100X
    • Hartfelder, K., Bitondi, M. M. G., Santana, W. C. & Simões, Z. L. P. 2001 Ecdysteroid titer and reproduction in queens and workers of the honey bee and of a stingless bee: loss of ecdysteroid function at increasing levels of sociality? Insect Biochem. Mol.. Biol. 32, 211-216. (doi:10.1016/S0965- 1748(01)00100-X) (Pubitemid 34076085)
    • (2002) Insect Biochemistry and Molecular Biology , vol.32 , Issue.2 , pp. 211-216
    • Hartfelder, K.1    Bitondi, M.M.G.2    Santana, W.C.3    Simoes, Z.L.P.4
  • 18
    • 1642330880 scopus 로고    scopus 로고
    • Queen number, queen cycling and queen loss: The evolution of complex multiple queen societies in the social wasp genus Ropalidia
    • doi:10.1007/s00265-003-0725-x
    • Henshaw, M. T., Robson, S. K. A. & Crozier, R. H. 2004 Queen number, queen cycling and queen loss: The evolution of complex multiple queen societies in the social wasp genus Ropalidia. Behav. Ecol. Sodobwl 55, 469-476. (doi:10.1007/s00265-003-0725-x)
    • (2004) Behav. Ecol. Sodobwl , vol.55 , pp. 469-476
    • Henshaw, M.T.1    Robson, S.K.A.2    Crozier, R.H.3
  • 19
    • 34249907545 scopus 로고    scopus 로고
    • Gene expression and the evolution of phenotypic diversity in social wasps
    • doi:10.1186/1741-7007-5-23
    • Hoffman, E. A. & Goodisman, M. A. D. 2007 Gene expression and the evolution of phenotypic diversity in social wasps. BMC Biol. 5, 23. (doi:10.1186/1741-7007-5-23)
    • (2007) BMC Biol. , vol.5 , pp. 23
    • Hoffman, E.A.1    Goodisman, M.A.D.2
  • 20
    • 33750460281 scopus 로고    scopus 로고
    • Insights into social insects from the genome of the honey bee Apis melliera
    • HoneyBee Genome Sequencing Consortium doi:10.1038/ nature05260
    • HoneyBee Genome Sequencing Consortium 2006 Insights into social insects from the genome of the honey bee Apis melliera. Nature 443, 931-948. (doi:10.1038/ nature05260)
    • (2006) Nature , vol.443 , pp. 931-948
  • 21
    • 61449172037 scopus 로고    scopus 로고
    • Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources
    • doi:10.1038/nprot.2008.211
    • Huang, D. W., Sherman, B. T & Lempicki, R. A. 2009 Systematic and integrative analysis of large gene lists using DAVID bioinformatics resources. Nat. Protoc. 4, 44-57. (doi:10.1038/nprot.2008.211)
    • (2009) Nat. Protoc. , vol.4 , pp. 44-57
    • Huang, D.W.1    Sherman, B.T.2    Lempicki, R.A.3
  • 22
    • 16444385977 scopus 로고    scopus 로고
    • Bivoltinism as an antecedent to eusociality in the paper wasp genus Polistes
    • doi:10.1126/science. 1109724
    • Hunt, J. H. & Amdam, G. V. 2005 Bivoltinism as an antecedent to eusociality in the paper wasp genus Polistes. Science 308, 264-267. (doi:10.1126/science. 1109724)
    • (2005) Science , vol.308 , pp. 264-267
    • Hunt, J.H.1    Amdam, G.V.2
  • 23
    • 35348837830 scopus 로고    scopus 로고
    • A diapause pathway underlies the gyne phenotype in Polistes wasps, revealing an evolutionary route to caste-containing insect societies
    • Hunt, J. H. et al 2007 A diapause pathway underlies the gyne phenotype in Polistes wasps, revealing an evolutionary route to caste-containing insect societies. Proc. Natl Acad. Sci. USA 104, 14 020-14 025.
    • (2007) Proc. Natl Acad. Sci. USA , vol.104 , pp. 14020-14025
    • Hunt, J.H.1
  • 24
    • 14844333272 scopus 로고    scopus 로고
    • Task-specific expression of the foraging gene in harvester ants
    • DOI 10.1111/j.1365-294X.2005.02450.x
    • Ingram, K. K., Oefner, P. & Gordon, D. M. 2005 Taskspecific expression of the foraging gene in harvester ants. Mol. Ecol. 14, 813-818. (doi:10.1111/j.1365-294X.2005.02450.X) (Pubitemid 40346472)
    • (2005) Molecular Ecology , vol.14 , Issue.3 , pp. 813-818
    • Ingram, K.K.1    Oefner, P.2    Gordon, D.M.3
  • 25
    • 13444251367 scopus 로고    scopus 로고
    • Evolutionary significance of gene expression divergence
    • doi:10.1016/j.gene.2004. 11.034
    • Jordan, I. K., Marino-Ramirez, L. & Koonin, E. V. 2005 Evolutionary significance of gene expression divergence. Gene 345, 119-126. (doi:10.1016/j.gene.2004. 11.034)
    • (2005) Gene , vol.345 , pp. 119-126
    • Jordan, I.K.1    Marino-Ramirez, L.2    Koonin, E.V.3
  • 26
    • 44849095886 scopus 로고    scopus 로고
    • Genomic analysis of post-mating changes in the honey bee queen Apis meüifera
    • doi:10.1186/1471-2164-9-232
    • Kocher, S. D., Richard, F., Tarpy, D. R. & Grozinger, C. M. 2008 Genomic analysis of post-mating changes in the honey bee queen Apis meüifera. BMC Genomics 9, 232. (doi:10.1186/1471-2164-9-232)
    • (2008) BMC Genomics , vol.9 , pp. 232
    • Kocher, S.D.1    Richard, F.2    Tarpy, D.R.3    Grozinger, C.M.4
  • 27
    • 65549100077 scopus 로고    scopus 로고
    • Molecular basis for changes in behavioural state in ant social behaviours
    • doi:10. 1073/pnas.0809463106
    • Lucas, C. & Sokolowski, M. B. 2009 Molecular basis for changes in behavioural state in ant social behaviours. Proc. Nad Acad. Sci. USA 106, 6351-6356. (doi:10. 1073/pnas.0809463106)
    • (2009) Proc. Nad Acad. Sci. USA , vol.106 , pp. 6351-6356
    • Lucas, C.1    Sokolowski, M.B.2
  • 28
    • 84954952769 scopus 로고
    • Dominance order in Polistes wasps
    • Pardi, L. 1948 Dominance order in Polistes wasps. Physiol. Zool. 21, 1-13.
    • (1948) Physiol. Zool. , vol.21 , pp. 1-13
    • Pardi, L.1
  • 29
    • 0038173811 scopus 로고    scopus 로고
    • Social behavior and comparative genomics: New genes or new gene regulation?
    • DOI 10.1034/j.1601-183X.2002.10401.x
    • Robinson, G. E. & Ben-Shahar, Y. 2002 Social behavior and comparative genomics: new genes or new gene regulation? Genes Brain Behav. 1, 197-203. (doi:10.1034/j.l601-183X.2002.10401.x) (Pubitemid 36717665)
    • (2002) Genes, Brain and Behavior , vol.1 , Issue.4 , pp. 197-203
    • Robinson, G.E.1    Ben-Shahar, Y.2
  • 30
    • 12644286499 scopus 로고
    • Role of ovaries and ecdysteroids in dominance hierarchy establishment among foundresses of the primitively social wasp
    • Roseler, P. F., Roseler, I. & Strambi, A. 1985 Role of ovaries and ecdysteroids in dominance hierarchy establishment among foundresses of the primitively social wasp Polistes gallicus. Behav. Ecol. Sociobiol 18, 9-13.
    • (1985) Polistes Gallicus. Behav. Ecol. Sociobiol , vol.18 , pp. 9-13
    • Roseler, P.F.1    Roseler, I.2    Strambi, A.3
  • 31
    • 1642568727 scopus 로고    scopus 로고
    • Variation in cuticular hydrocarbon signatures, hormonal correlates and establishment of reproductive dominance in a polistine wasp
    • DOI 10.1016/j.jinsphys.2003.10.001
    • Sledge, M. F., Trinca, I., Massolo, A., Boscaro, R. & Turillazzi, S. 2004 Variation in cuticular hydrocarbon signatures, hormonal correlates and establishment of reproductive dominance in a Polistine wasp. J. Insect Physiol. 50, 73-83. (doi:10.1016/j.jinsphys.2003.10.001) (Pubitemid 38106106)
    • (2004) Journal of Insect Physiology , vol.50 , Issue.1 , pp. 73-83
    • Sledge, M.F.1    Trinca, I.2    Massolo, A.3    Boscaro, F.4    Turillazzi, S.5
  • 32
    • 52149099478 scopus 로고    scopus 로고
    • Genetic and genomic analyses of the division of labour in insect societies
    • doi:10.1038/nrg2429
    • Smith, C. R., Toth, A. L., Suarez, A. V. & Robinson, G. E. 2008 Genetic and genomic analyses of the division of labour in insect societies. Nat. Rev. Genet. 9, 735-748. (doi:10.1038/nrg2429)
    • (2008) Nat. Rev. Genet. , vol.9 , pp. 735-748
    • Smith, C.R.1    Toth, A.L.2    Suarez, A.V.3    Robinson, G.E.4
  • 33
    • 0036169031 scopus 로고    scopus 로고
    • Genesis: Cluster analysis of microarray data
    • Sturn, A., Quackenbush, J. & Trajanoski, Z. 2002 GENESIS: cluster analysis of microarray data. Bioinformatics 18, 207-208. (doi:10.1093/ bioinformatics/18.1.207) (Pubitemid 34145055)
    • (2002) Bioinformatics , vol.18 , Issue.1 , pp. 207-208
    • Sturn, A.1    Quackenbush, J.2    Trajanoski, Z.3
  • 34
    • 33846872793 scopus 로고    scopus 로고
    • Determining the molecular basis of sociality in insects: Progress, prospects and potential in sociogenomics
    • Sumner, S. 2006 Determining the molecular basis of sociality in insects: progress, prospects and potential in sociogenomics. Ann. Zool. Fenn. 43, 423-442. (Pubitemid 46224575)
    • (2006) Annales Zoologici Fennici , vol.43 , Issue.5-6 , pp. 423-442
    • Sumner, S.1
  • 35
    • 33645293215 scopus 로고    scopus 로고
    • Differential gene expression and phenotypic plasticity in behavioural castes of the primitively eusocial wasp, Polistes canadensis
    • DOI 10.1098/rspb.2005.3291
    • Sumner, S., Pereboom, J. J. M. & Jordan, W C. 2006 Differential gene expression and phenotypic plasticity in behavioural castes of the primitively eusocial wasp, Polistes canadensis. Proc. R. Soc. B273, 19-26. (doi:10.1098/rspb. 2005.3291) (Pubitemid 46768039)
    • (2006) Proceedings of the Royal Society B: Biological Sciences , vol.273 , Issue.1582 , pp. 19-26
    • Sumner, S.1    Pereboom, J.J.M.2    Jordan, W.C.3
  • 36
    • 66849137830 scopus 로고    scopus 로고
    • Cloning and expression of PKG, a candidate foraging regulating gene in Vespula vulgaris
    • doi:10. 1163/157075608X383665
    • Tobback, J., Heylen, K., Gobin, B., Wenseleers, T., Billen, J., Arckens, L. & Huybrechts, R. 2008 Cloning and expression of PKG, a candidate foraging regulating gene in Vespula vulgaris. Anim. Biol. 58, 341-351. (doi:10. 1163/157075608X383665)
    • (2008) Anim. Biol. , vol.58 , pp. 341-351
    • Tobback, J.1    Heylen, K.2    Gobin, B.3    Wenseleers, T.4    Billen, J.5    Arckens, L.6    Huybrechts, R.7
  • 37
    • 34250761279 scopus 로고    scopus 로고
    • Evo-devo and the evolution of social behavior
    • doi:10.1016/j.tig.2007.05.001
    • Toth, A. L. & Robinson, G. E. 2007 Evo-devo and the evolution of social behavior. Trends Genet. 23, 334-341. (doi:10.1016/j.tig.2007.05.001)
    • (2007) Trends Genet. , vol.23 , pp. 334-341
    • Toth, A.L.1    Robinson, G.E.2
  • 38
    • 35348932160 scopus 로고    scopus 로고
    • Wasp gene expression supports an evolutionary link between maternal behaviour and eusociality
    • doi:10.1126/science. 1146647
    • Toth, A. L. et al. 2007 Wasp gene expression supports an evolutionary link between maternal behaviour and eusociality. Science 318, 441-444. (doi:10.1126/science. 1146647)
    • (2007) Science , vol.318 , pp. 441-444
    • Toth, A.L.1
  • 39
    • 60149100342 scopus 로고    scopus 로고
    • Lipid stores, ovary development, and brain gene expression in Polistes metricus females
    • doi:10.1007/s00040-008-1041-2
    • Toth, A. L., Bilof, K. B. J., Henshaw, M. T., Hunt, J. H. & Robinson, G. E. 2009 Lipid stores, ovary development, and brain gene expression in Polistes metricus females. Insectes Sociaux 56, 77-84. (doi:10.1007/s00040-008- 1041-2)
    • (2009) Insectes Sociaux , vol.56 , pp. 77-84
    • Toth, A.L.1    Bilof, K.B.J.2    Henshaw, M.T.3    Hunt, J.H.4    Robinson, G.E.5
  • 40
    • 58149199579 scopus 로고    scopus 로고
    • FLYBASE: Enhancing drosophila gene ontology annotations
    • doi:10.1093/nar/gkn788
    • Tweedie, S. et al. 2009 FLYBASE: enhancing Drosophila gene ontology annotations. Nucleic Adds Res. 37, D555-D559. (doi:10.1093/nar/gkn788)
    • (2009) Nucleic Adds Res. , vol.37
    • Tweedie, S.1
  • 41
    • 67749110055 scopus 로고    scopus 로고
    • Comparison of queenspecific gene expression in related lower termite species
    • doi:10.1093/molbev/ msp095
    • Weil, T., Korb, J. & Rehli, M. 2009 Comparison of queenspecific gene expression in related lower termite species. Mol. Biol. Evol. 26, 1841-1850. (doi:10.1093/molbev/ msp095)
    • (2009) Mol. Biol. Evol. , vol.26 , pp. 1841-1850
    • Weil, T.1    Korb, J.2    Rehli, M.3
  • 42
    • 0000446143 scopus 로고    scopus 로고
    • Wasp societies as microcosms for the study of development and evolution
    • (eds S. Turillazzi M. J. West-Eberhard), New York, NY: Oxford University Press.
    • West-Eberhard, M. J. 1996 Wasp societies as microcosms for the study of development and evolution. In Natural history and evolution of paper wasps (eds S. Turillazzi & M. J. West-Eberhard), pp. 290-317. New York, NY: Oxford University Press.
    • (1996) Natural History and Evolution of Paper Wasps , pp. 290-317
    • West-Eberhard, M.J.1
  • 44
    • 0141958956 scopus 로고    scopus 로고
    • Gene expression profiles in the brain predict behaviour in individual honey bees
    • doi:10. 1126/science.1086807
    • Whitfield, C. W., Cziko, A. M. & Robinson, G. E. 2003 Gene expression profiles in the brain predict behaviour in individual honey bees. Science 302, 296-299. (doi:10. 1126/science.1086807)
    • (2003) Science , vol.302 , pp. 296-299
    • Whitfield, C.W.1    Cziko, A.M.2    Robinson, G.E.3
  • 47
    • 1342294092 scopus 로고    scopus 로고
    • Normalization for cDNA microarray data: A robust composite method addressing single and multiple systemic variation
    • doi:10.1093/nar/30.4.e15
    • Yang, Y. H., Dudoit, S., Luu, P., Lin, D. M., Peng, V., Ngai, J. & Speed, T. P. 2002 Normalization for cDNA microarray data: a robust composite method addressing single and multiple systemic variation. Nucleic Acids Res. 30, e15. (doi:10.1093/nar/30.4.e15)
    • (2002) Nucleic Acids Res. , vol.30
    • Yang, Y.H.1    Dudoit, S.2    Luu, P.3    Lin, D.M.4    Peng, V.5    Ngai, J.6    Speed, T.P.7


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.