메뉴 건너뛰기




Volumn 9, Issue 6, 2014, Pages

GWAS in a box: Statistical and visual analytics of structured associations via GenAMap

Author keywords

[No Author keywords available]

Indexed keywords

ARTICLE; AUTOMATION; CONTROLLED STUDY; GENE EXPRESSION; GENE STRUCTURE; GENETIC ANALYSIS; GENETIC ASSOCIATION; GENOME ANALYSIS; GENOTYPE; INTERNET; MACHINE LEARNING; MOUSE; NONHUMAN; QUANTITATIVE TRAIT LOCUS MAPPING; TRANSCRIPTOMICS; WEB BROWSER;

EID: 84902596890     PISSN: None     EISSN: 19326203     Source Type: Journal    
DOI: 10.1371/journal.pone.0097524     Document Type: Article
Times cited : (7)

References (88)
  • 1
    • 77951439152 scopus 로고    scopus 로고
    • Trait-associated SNPs are more likely to be eQTLs: Annotation to enhance discovery from GWAS
    • Nicolae DL, Gamazon E, Zhang W, Duan S, Dolan ED, et al. (2010) Trait-associated SNPs are more likely to be eQTLs: Annotation to enhance discovery from GWAS. PLoS Genetics 6: e1000888.
    • (2010) PLoS Genetics , vol.6
    • Nicolae, D.L.1    Gamazon, E.2    Zhang, W.3    Duan, S.4    Dolan, E.D.5
  • 2
    • 45149108420 scopus 로고    scopus 로고
    • Mapping the genetic architecture of gene expression in human liver
    • Schadt E, Molony C, Chudin E, Hao K, Yang X, et al. (2008) Mapping the genetic architecture of gene expression in human liver. PLoS Biology 6: e107.
    • (2008) PLoS Biology , vol.6
    • Schadt, E.1    Molony, C.2    Chudin, E.3    Hao, K.4    Yang, X.5
  • 3
    • 58149347486 scopus 로고    scopus 로고
    • Genome-wide association studies: Potential next steps on a genetic journey
    • McCarthy MI, Hirschorn JN (2008) Genome-wide association studies: potential next steps on a genetic journey. Hum Mol Genet 17: R156-R165.
    • (2008) Hum Mol Genet , vol.17
    • McCarthy, M.I.1    Hirschorn, J.N.2
  • 4
    • 47249142778 scopus 로고    scopus 로고
    • Revealing the architecture of gene regulation: The promise of eQTL studies
    • Gilad Y, Rifkin SA, Pritchard JK (2008) Revealing the architecture of gene regulation: the promise of eQTL studies. Treds Genet 24: 408-415.
    • (2008) Treds Genet , vol.24 , pp. 408-415
    • Gilad, Y.1    Rifkin, S.A.2    Pritchard, J.K.3
  • 6
    • 77954157408 scopus 로고    scopus 로고
    • An integration of genomewide association study and gene expression profiling to prioritize the discovery of novel susceptibility loci for osteoporosis-related traits
    • Hsu Y, Zillikens MC, Wilson SG, Farber CR, Demissie S, et al. (2010) An integration of genomewide association study and gene expression profiling to prioritize the discovery of novel susceptibility loci for osteoporosis-related traits. PLoS Genetics 6: e1000977.
    • (2010) PLoS Genetics , vol.6
    • Hsu, Y.1    Zillikens, M.C.2    Wilson, S.G.3    Farber, C.R.4    Demissie, S.5
  • 7
    • 77950542695 scopus 로고    scopus 로고
    • Convergence of linkage, gene expression and association data demonstrates the inuence of the rar-related orphan receptor alpha (RORA) gene on neovascular AMD: A systems biology based approach
    • Silveira AC, Morrison MA, Ji F, Xu H, Reinecke JB, et al. (2010) Convergence of linkage, gene expression and association data demonstrates the inuence of the rar-related orphan receptor alpha (RORA) gene on neovascular AMD: A systems biology based approach. Vision Research 50: 698-715.
    • (2010) Vision Research , vol.50 , pp. 698-715
    • Silveira, A.C.1    Morrison, M.A.2    Ji, F.3    Xu, H.4    Reinecke, J.B.5
  • 9
    • 55449120805 scopus 로고    scopus 로고
    • Genetic mapping in human disease
    • Altshuler D, Daly MJ, Lander ES (2008) Genetic mapping in human disease. Science 322: 881-8.
    • (2008) Science , vol.322 , pp. 881-888
    • Altshuler, D.1    Daly, M.J.2    Lander, E.S.3
  • 11
    • 77958522275 scopus 로고    scopus 로고
    • A genome-wide association study of red blood cell traits using the electronic medical record
    • Kullo IJ, Ding K, Jouni H, Smith CY, Chute CG (2010) A genome-wide association study of red blood cell traits using the electronic medical record. PLoS One 5: e13011.
    • (2010) PLoS One , vol.5
    • Kullo, I.J.1    Ding, K.2    Jouni, H.3    Smith, C.Y.4    Chute, C.G.5
  • 14
    • 70349956433 scopus 로고    scopus 로고
    • Finding the missing heritability of complex diseases
    • Manolio T, Collins F, Cox N, Goldstein D, Hindorff L, et al. (2009) Finding the missing heritability of complex diseases. Nature 461: 747-753.
    • (2009) Nature , vol.461 , pp. 747-753
    • Manolio, T.1    Collins, F.2    Cox, N.3    Goldstein, D.4    Hindorff, L.5
  • 16
    • 77952822074 scopus 로고    scopus 로고
    • Phewas: Demonstrating the feasibility of a phenome-wide scan to discover gene-disease associations
    • Denny JC, Ritchie MD, Basford MA, Pulley JM, Bastarache L, et al. (2010) Phewas: demonstrating the feasibility of a phenome-wide scan to discover gene-disease associations. Bioinformatics 26: 1205-1210.
    • (2010) Bioinformatics , vol.26 , pp. 1205-1210
    • Denny, J.C.1    Ritchie, M.D.2    Basford, M.A.3    Pulley, J.M.4    Bastarache, L.5
  • 17
    • 62549115747 scopus 로고    scopus 로고
    • Genome-wide association analysis by lasso penalized logistic regression
    • Wu T, Chen Y, Hastie T, Sobel E, Lange K (2009) Genome-wide association analysis by lasso penalized logistic regression. Bioinformatics 25: 714-721.
    • (2009) Bioinformatics , vol.25 , pp. 714-721
    • Wu, T.1    Chen, Y.2    Hastie, T.3    Sobel, E.4    Lange, K.5
  • 19
    • 16244378266 scopus 로고    scopus 로고
    • Identification of candidate genes in the type 2 diabetes modifier locus using expression QTL
    • DOI 10.1016/j.ygeno.2005.01.006
    • Yaguchi H, Togawa K, Moritani M, Itakura M (2005) Identification of candidate genes in the type 2 diabetes modifier locus using expression QTL. Genomics 85: 591-599. (Pubitemid 40463695)
    • (2005) Genomics , vol.85 , Issue.5 , pp. 591-599
    • Yaguchi, H.1    Togawa, K.2    Moritani, M.3    Itakura, M.4
  • 20
    • 40849093600 scopus 로고    scopus 로고
    • Genome-wide association studies in Alzheimer disease
    • DOI 10.1001/archneur.65.3.329
    • Waring SC, Rosenberg RN (2008) Genome-wide association studies in Alzheimer Disease. Arch Neurol 65: 329-334. (Pubitemid 351409357)
    • (2008) Archives of Neurology , vol.65 , Issue.3 , pp. 329-334
    • Waring, S.C.1    Rosenberg, R.N.2
  • 21
    • 70249134919 scopus 로고    scopus 로고
    • Molecular networks as sensors and drivers of common human diseases
    • Schadt EE (2009) Molecular networks as sensors and drivers of common human diseases. Nature 461: 218-223.
    • (2009) Nature , vol.461 , pp. 218-223
    • Schadt, E.E.1
  • 22
    • 70149098541 scopus 로고    scopus 로고
    • Statistical estimation of correlated genome associations to a quantitative trait network
    • Kim S, Xing E (2009) Statistical estimation of correlated genome associations to a quantitative trait network. PLoS genetics 5: e1000587.
    • (2009) PLoS Genetics , vol.5
    • Kim, S.1    Xing, E.2
  • 23
    • 77954194620 scopus 로고    scopus 로고
    • Multi-population GWA mapping via multitask regularized regression
    • Puniyani K, Kim S, Xing EP (2010) Multi-population GWA mapping via multitask regularized regression. Bioinformatics 26: i208-216.
    • (2010) Bioinformatics , vol.26
    • Puniyani, K.1    Kim, S.2    Xing, E.P.3
  • 24
    • 61449224751 scopus 로고    scopus 로고
    • A resource for the simultaneous high-resolution mapping of multiple quantitative trait loci in rats: The nih heterogeneous stock
    • Johannesson M, Lopez-Aumatell R, Diez M, Tuncel J, Blazquez G, et al. (2008) A resource for the simultaneous high-resolution mapping of multiple quantitative trait loci in rats: The nih heterogeneous stock. Genome Res 19: 150-158.
    • (2008) Genome Res , vol.19 , pp. 150-158
    • Johannesson, M.1    Lopez-Aumatell, R.2    Diez, M.3    Tuncel, J.4    Blazquez, G.5
  • 25
    • 0003878575 scopus 로고
    • London - New York: Chapman & Hall, 4 edition
    • Lindgren BW (1993) Statistical Theory. London - New York: Chapman & Hall, 633p, 4 edition.
    • (1993) Statistical Theory , pp. 633
    • Lindgren, B.W.1
  • 28
    • 37249080278 scopus 로고    scopus 로고
    • Penalized logistic regression for detecting gene interactions
    • DOI 10.1093/biostatistics/kxm010
    • Park MY, Hastie T (2008) Penalized logistic regression for detecting gene interactions. Biostatistics 9: 30-50. (Pubitemid 350274580)
    • (2008) Biostatistics , vol.9 , Issue.1 , pp. 30-50
    • Park, M.Y.1    Hastie, T.2
  • 29
    • 0028899938 scopus 로고
    • A nonparametric approach for mapping quantitative trait loci
    • Kruglyak L, Lander ES (1995) A nonparametric approach for mapping quantitative trait loci. Genetics 139: 1421-1428.
    • (1995) Genetics , vol.139 , pp. 1421-1428
    • Kruglyak, L.1    Lander, E.S.2
  • 30
    • 84863505275 scopus 로고    scopus 로고
    • Leveraging input and output structures for joint mapping of epistatic and marginal eQTLs
    • Lee S, Xing E (2012) Leveraging input and output structures for joint mapping of epistatic and marginal eQTLs. Bioinformatics 28: i137-i146.
    • (2012) Bioinformatics , vol.28
    • Lee, S.1    Xing, E.2
  • 36
    • 77950537175 scopus 로고    scopus 로고
    • Regularization paths for generalized linear models via coordinate descent
    • Friedman J, Hastie T, Tibshirani R (2010) Regularization paths for generalized linear models via coordinate descent. Journal of statistical software 33: 1-22.
    • (2010) Journal of Statistical Software , vol.33 , pp. 1-22
    • Friedman, J.1    Hastie, T.2    Tibshirani, R.3
  • 37
    • 46749146509 scopus 로고    scopus 로고
    • A coordinate gradient descent method for nonsmooth separable minimization
    • Tseng P, Yun S (2009) A coordinate gradient descent method for nonsmooth separable minimization. Math Program 117: 387-423.
    • (2009) Math Program , vol.117 , pp. 387-423
    • Tseng, P.1    Yun, S.2
  • 39
    • 80051762104 scopus 로고    scopus 로고
    • Distributed optimization and statistical learning via the alternating direction method of multipliers
    • Boyd S, Parikh N, Chu E, Peleato B, Eckstein J (2011) Distributed optimization and statistical learning via the alternating direction method of multipliers. Found Trends Mach Learn 3: 1-122.
    • (2011) Found Trends Mach Learn , vol.3 , pp. 1-122
    • Boyd, S.1    Parikh, N.2    Chu, E.3    Peleato, B.4    Eckstein, J.5
  • 40
    • 85014561619 scopus 로고    scopus 로고
    • A fast iterative shrinkage-thresholding algorithm for linear inverse problems
    • Beck A, Teboulle M (2009) A fast iterative shrinkage-thresholding algorithm for linear inverse problems. SIAM Journal on Imaging Sciences 2: 183-202.
    • (2009) SIAM Journal on Imaging Sciences , vol.2 , pp. 183-202
    • Beck, A.1    Teboulle, M.2
  • 41
    • 17444406259 scopus 로고    scopus 로고
    • Smooth minimization of non-smooth functions
    • Nesterov Y (2005) Smooth minimization of non-smooth functions. Mathematical Programming 103: 127-152.
    • (2005) Mathematical Programming , vol.103 , pp. 127-152
    • Nesterov, Y.1
  • 43
    • 70349600872 scopus 로고    scopus 로고
    • Dual augmented lagrangian method for efficient sparse reconstruction
    • Tomioka R, Sugiyama M (2009) Dual augmented lagrangian method for efficient sparse reconstruction. IEEE Signal Proccesing Letters 16: 1067-1070.
    • (2009) IEEE Signal Proccesing Letters , vol.16 , pp. 1067-1070
    • Tomioka, R.1    Sugiyama, M.2
  • 45
    • 69049091975 scopus 로고    scopus 로고
    • High dimensional variable selection
    • Wasserman L, Roeder K (2009) High dimensional variable selection. Annals of statistics 37: 2178-2201.
    • (2009) Annals of Statistics , vol.37 , pp. 2178-2201
    • Wasserman, L.1    Roeder, K.2
  • 46
    • 77949865384 scopus 로고    scopus 로고
    • Screen and clean: A tool for identifying interactions in genome-wide association studies
    • Wu J, Devlin B, Ringquist S, Trucco M, Roeder K (2010) Screen and clean: a tool for identifying interactions in genome-wide association studies. Genetic epidemiology 34: 275-285.
    • (2010) Genetic Epidemiology , vol.34 , pp. 275-285
    • Wu, J.1    Devlin, B.2    Ringquist, S.3    Trucco, M.4    Roeder, K.5
  • 47
    • 84859185929 scopus 로고    scopus 로고
    • Enhancing the usability and performance of structured association mapping algorithms using automation, parallelization, and visualization in the GenAMap software system
    • Curtis RE, Goyal A, Xing EP (2012) Enhancing the usability and performance of structured association mapping algorithms using automation, parallelization, and visualization in the GenAMap software system. BMC genetics 13: 24+.
    • (2012) BMC Genetics , vol.13 , pp. 24
    • Curtis, R.E.1    Goyal, A.2    Xing, E.P.3
  • 48
    • 84863304598 scopus 로고    scopus 로고
    • R Development Core Team R Foundation for Statistical Computing, Vienna, Austria
    • R Development Core Team (2009) R: A Language and Environment for Statistical Computing. R Foundation for Statistical Computing, Vienna, Austria.
    • (2009) R: A Language and Environment for Statistical Computing
  • 49
    • 45849134070 scopus 로고    scopus 로고
    • Sparse inverse covariance estimation with the graphical lasso
    • Friedman J, Hastie T, Tibshirani R (2008) Sparse inverse covariance estimation with the graphical lasso. Biostatistics 9: 432.
    • (2008) Biostatistics , vol.9 , pp. 432
    • Friedman, J.1    Hastie, T.2    Tibshirani, R.3
  • 50
    • 28744458859 scopus 로고    scopus 로고
    • Bioconductor: Open software development for computational biology and bioinformatics
    • Gentleman RC, Carey VJ, Bates DM, Bolstad B, Dettling M, et al. (2004) Bioconductor: open software development for computational biology and bioinformatics. Genome biology 5: R80+.
    • (2004) Genome Biology , vol.5
    • Gentleman, R.C.1    Carey, V.J.2    Bates, D.M.3    Bolstad, B.4    Dettling, M.5
  • 51
    • 50549096133 scopus 로고    scopus 로고
    • The value of information visualization
    • Kerren A, Stasko JT, Fekete JD, North C, editors, Berlin/Heidelberg: Springer
    • Fekete JD, van Wijk J, Stasko J, North C (2008) The value of information visualization. In: Kerren A, Stasko JT, Fekete JD, North C, editors, Information Visualization, Berlin/Heidelberg: Springer, volume 4950. 1-18.
    • (2008) Information Visualization , vol.4950 , pp. 1-18
    • Fekete, J.D.1    Van Wijk, J.2    Stasko, J.3    North, C.4
  • 55
    • 78149272198 scopus 로고    scopus 로고
    • MulteeSum: A tool for comparative spatial and temporal gene expression data
    • Meyer M, Munzner T, DePace A, Pfister H (2010) MulteeSum: A tool for comparative spatial and temporal gene expression data. IEEE Trans Vis Comput Graph 16: 908-917.
    • (2010) IEEE Trans Vis Comput Graph , vol.16 , pp. 908-917
    • Meyer, M.1    Munzner, T.2    DePace, A.3    Pfister, H.4
  • 56
    • 77956586071 scopus 로고    scopus 로고
    • LocusZoom: Regional visualization of genome-wide association scan results
    • Pruim RJ, Welch RP, Sanna S, Teslovich TM, Chines PS, et al. (2010) LocusZoom: regional visualization of genome-wide association scan results. Bioinformatics 26: 2336-2337.
    • (2010) Bioinformatics , vol.26 , pp. 2336-2337
    • Pruim, R.J.1    Welch, R.P.2    Sanna, S.3    Teslovich, T.M.4    Chines, P.S.5
  • 60
    • 84902591200 scopus 로고    scopus 로고
    • Available: Accessed 2014 Apr 27
    • Castle T (2009). Jheatchart. Available: http://freshmeat.net/projects/ jheatchart. Accessed 2014 Apr 27.
    • (2009) Jheatchart
    • Castle, T.1
  • 61
    • 84855600585 scopus 로고    scopus 로고
    • Available: Accessed 2014 Apr 27
    • Gilbert D (2010). Jfreechart open source library. Available: http://www.jfree.org/jfreechart/index.html. Accessed 2014 Apr 27.
    • (2010) Jfreechart Open Source Library
    • Gilbert, D.1
  • 62
    • 14244258507 scopus 로고    scopus 로고
    • Distributed computing in practice: The Condor experience
    • DOI 10.1002/cpe.938, Grid Performance and Grids and Web Services for E-Science
    • Thain D, Tannenbaum T, Livny M (2005) Distributed computing in practice: the condor experience. Concurrency and Computation: Practice and Experience 17: 323-356. (Pubitemid 40285781)
    • (2005) Concurrency Computation Practice and Experience , vol.17 , Issue.2-4 , pp. 323-356
    • Thain, D.1    Tannenbaum, T.2    Livny, M.3
  • 63
    • 13444306165 scopus 로고    scopus 로고
    • The landscape of genetic complexity across 5,700 gene expression traits in yeast
    • Brem R, Kruglyak L (2005) The landscape of genetic complexity across 5,700 gene expression traits in yeast. PNAS 102: 1572.
    • (2005) PNAS , vol.102 , pp. 1572
    • Brem, R.1    Kruglyak, L.2
  • 64
    • 45149106353 scopus 로고    scopus 로고
    • Integrating large-scale functional genomic data to dissect the complexity of yeast regulatory networks
    • Zhu J, Zhang B, Smith E, Drees B, Brem R, et al. (2008) Integrating large-scale functional genomic data to dissect the complexity of yeast regulatory networks. Nature Genetics 40: 854.
    • (2008) Nature Genetics , vol.40 , pp. 854
    • Zhu, J.1    Zhang, B.2    Smith, E.3    Drees, B.4    Brem, R.5
  • 67
    • 84886754385 scopus 로고    scopus 로고
    • Available: http://yeastgenome.org. Accessed 2014 Apr 27
    • The saccaromyces genome database. Available: http://yeastgenome.org. Accessed 2014 Apr 27.
    • The Saccaromyces Genome Database
  • 68
    • 80054123822 scopus 로고    scopus 로고
    • Available: Accessed 2014 Apr 27
    • dbSNP - short genetic variations. Available: http://www.ncbi.nlm.nih.gov/ SNP/. Accessed 2014 Apr 27.
    • DbSNP - Short Genetic Variations
  • 70
    • 24044440971 scopus 로고    scopus 로고
    • BiNGO: A Cytoscape plugin to assess overrepresentation of Gene Ontology categories in Biological Networks
    • DOI 10.1093/bioinformatics/bti551
    • Maere S, Heymans K, Kuiper M (2005) Bingo: a cytoscape plugin to assess overrepresentation of gene ontology categories in biological networks. Bioinformatics 21: 3448-3449. (Pubitemid 41222459)
    • (2005) Bioinformatics , vol.21 , Issue.16 , pp. 3448-3449
    • Maere, S.1    Heymans, K.2    Kuiper, M.3
  • 72
    • 78651319979 scopus 로고    scopus 로고
    • Ongoing and future developments at the universal protein resource
    • Consortium TU
    • Consortium TU (2011) Ongoing and future developments at the universal protein resource. Nucleic acids research 39: D214-D219.
    • (2011) Nucleic Acids Research , vol.39
  • 73
    • 84902594607 scopus 로고    scopus 로고
    • website. Available: Accessed 2014 Apr 27
    • Genamap website. Available: http://sailing.cs.cmu.edu/genamap/. Accessed 2014 Apr 27.
    • Genamap
  • 75
    • 66449134529 scopus 로고    scopus 로고
    • High resolution mapping of expression QTLs in heterogeneous stock mice in multiple tissues
    • Huang GJ, Shifman S, Valdar W, Johannesson M, Yalcin B, et al. (2009) High resolution mapping of expression QTLs in heterogeneous stock mice in multiple tissues. Genome research 19: 1133-1140.
    • (2009) Genome Research , vol.19 , pp. 1133-1140
    • Huang, G.J.1    Shifman, S.2    Valdar, W.3    Johannesson, M.4    Yalcin, B.5
  • 76
    • 46249088370 scopus 로고    scopus 로고
    • lumi: A pipeline for processing Illumina microarray
    • DOI 10.1093/bioinformatics/btn224
    • Du P, KibbeWA, Lin SM (2008) lumi: a pipeline for processing illumina microarray. Bioinformatics 24: 1547-1548. (Pubitemid 351911712)
    • (2008) Bioinformatics , vol.24 , Issue.13 , pp. 1547-1548
    • Du, P.1    Kibbe, W.A.2    Lin, S.M.3
  • 79
    • 78649763600 scopus 로고    scopus 로고
    • TTF-1 regulates alpha 5 nicotinic acetylcholine receptor (nAChR) subunits in proximal and distal lung epithelium
    • Reynolds P, Allison C, Willnauer C (2010) TTF-1 regulates alpha 5 nicotinic acetylcholine receptor (nAChR) subunits in proximal and distal lung epithelium. Respiratory Research 11: 175+.
    • (2010) Respiratory Research , vol.11 , pp. 175
    • Reynolds, P.1    Allison, C.2    Willnauer, C.3
  • 80
    • 78651286166 scopus 로고    scopus 로고
    • The mouse genome database (mgd): Premier model organism resource for mammalian genomics and genetics
    • Blake J, Bult C, Kadin J, Richardson J, Eppig J (2011) The mouse genome database (mgd): premier model organism resource for mammalian genomics and genetics. Nucleic Acids Res 39: D842-8.
    • (2011) Nucleic Acids Res , vol.39
    • Blake, J.1    Bult, C.2    Kadin, J.3    Richardson, J.4    Eppig, J.5
  • 81
    • 84867402556 scopus 로고    scopus 로고
    • Nuclear depletion of apurinic/apyrimidinic endonuclease 1 (Ape1/Ref-1) is an indicator of energy disruption in neurons
    • Singh S, Englander EW (2012) Nuclear depletion of apurinic/apyrimidinic endonuclease 1 (Ape1/Ref-1) is an indicator of energy disruption in neurons. Free Radical Biology and Medicine 53: 1782-1790.
    • (2012) Free Radical Biology and Medicine , vol.53 , pp. 1782-1790
    • Singh, S.1    Englander, E.W.2
  • 86
    • 68949216310 scopus 로고    scopus 로고
    • mStruct: Inference of population structure in light of both genetic admixing and allele mutations
    • Shringarpure S, Xing EP (2009) mStruct: Inference of population structure in light of both genetic admixing and allele mutations. Genetics 182: 575-593.
    • (2009) Genetics , vol.182 , pp. 575-593
    • Shringarpure, S.1    Xing, E.P.2
  • 87
    • 34547830853 scopus 로고    scopus 로고
    • Spectrum: Joint bayesian inference of population structure and recombination events
    • Sohn KA, Xing EP (2007) Spectrum: joint bayesian inference of population structure and recombination events. Bioinformatics 23: i479-489.
    • (2007) Bioinformatics , vol.23
    • Sohn, K.A.1    Xing, E.P.2
  • 88
    • 0034118493 scopus 로고    scopus 로고
    • Inference of population structure using multilocus genotype data
    • Pritchard J, Stephens M, Donnelly P (2000) Inference of population structure using multilocus genotype data. Genetics 155: 945-59. (Pubitemid 30397141)
    • (2000) Genetics , vol.155 , Issue.2 , pp. 945-959
    • Pritchard, J.K.1    Stephens, M.2    Donnelly, P.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.