全部 标题 作者
关键词 摘要

OALib Journal期刊
ISSN: 2333-9721
费用:99美元

查看量下载量

相关文章

更多...
Microarrays  2013 

Comparative Analysis of CNV Calling Algorithms: Literature Survey and a Case Study Using Bovine High-Density SNP Data

DOI: 10.3390/microarrays2030171

Keywords: copy number variation (CNV), algorithm, segmental duplication, single nucleotide polymorphism (SNP), cattle genome

Full-Text   Cite this paper   Add to My Lib

Abstract:

Copy number variations (CNVs) are gains and losses of genomic sequence between two individuals of a species when compared to a reference genome. The data from single nucleotide polymorphism (SNP) microarrays are now routinely used for genotyping, but they also can be utilized for copy number detection. Substantial progress has been made in array design and CNV calling algorithms and at least 10 comparison studies in humans have been published to assess them. In this review, we first survey the literature on existing microarray platforms and CNV calling algorithms. We then examine a number of CNV calling tools to evaluate their impacts using bovine high-density SNP data. Large incongruities in the results from different CNV calling tools highlight the need for standardizing array data collection, quality assessment and experimental validation. Only after careful experimental design and rigorous data filtering can the impacts of CNVs on both normal phenotypic variability and disease susceptibility be fully revealed.

References

[1]  Sebat, J.; Lakshmi, B.; Troge, J.; Alexander, J.; Young, J.; Lundin, P.; Maner, S.; Massa, H.; Walker, M.; Chi, M.; et al. Large-scale copy number polymorphism in the human genome. Science 2004, 305, 525–528, doi:10.1126/science.1098918.
[2]  Redon, R.; Ishikawa, S.; Fitch, K.R.; Feuk, L.; Perry, G.H.; Andrews, T.D.; Fiegler, H.; Shapero, M.H.; Carson, A.R.; Chen, W.; et al. Global variation in copy number in the human genome. Nature 2006, 444, 444–454, doi:10.1038/nature05329.
[3]  Conrad, D.F.; Pinto, D.; Redon, R.; Feuk, L.; Gokcumen, O.; Zhang, Y.; Aerts, J.; Andrews, T.D.; Barnes, C.; Campbell, P.; et al. Origins and functional impact of copy number variation in the human genome. Nature 2009, 464, 704–712.
[4]  Altshuler, D.M.; Gibbs, R.A.; Peltonen, L.; Dermitzakis, E.; Schaffner, S.F.; Yu, F.L.; Bonnen, P.E.; de Bakker, P.I.W.; Deloukas, P.; Gabriel, S.B.; et al. Integrating common and rare genetic variation in diverse human populations. Nature 2010, 467, 52–58, doi:10.1038/nature09298.
[5]  Mills, R.E.; Walter, K.; Stewart, C.; Handsaker, R.E.; Chen, K.; Alkan, C.; Abyzov, A.; Yoon, S.C.; Ye, K.; Cheetham, R.K.; et al. Mapping copy number variation by population-scale genome sequencing. Nature 2011, 470, 59–65, doi:10.1038/nature09708.
[6]  Graubert, T.A.; Cahan, P.; Edwin, D.; Selzer, R.R.; Richmond, T.A.; Eis, P.S.; Shannon, W.D.; Li, X.; McLeod, H.L.; Cheverud, J.M.; et al. A high-resolution map of segmental DNA copy number variation in the mouse genome. PLoS. Genet. 2007, 3, e3, doi:10.1371/journal.pgen. 0030003.
[7]  Guryev, V.; Saar, K.; Adamovic, T.; Verheul, M.; van Heesch, S.A.; Cook, S.; Pravenec, M.; Aitman, T.; Jacob, H.; Shull, J.D.; et al. Distribution and functional impact of DNA copy number variation in the rat. Nat. Genet. 2008, 40, 538–545, doi:10.1038/ng.141.
[8]  She, X.; Cheng, Z.; Zollner, S.; Church, D.M.; Eichler, E.E. Mouse segmental duplication and copy number variation. Nat. Genet. 2008, 40, 909–914, doi:10.1038/ng.172.
[9]  Yalcin, B.; Wong, K.; Agam, A.; Goodson, M.; Keane, T.M.; Gan, X.C.; Nellaker, C.; Goodstadt, L.; Nicod, J.; Bhomra, A.; et al. Sequence-based characterization of structural variation in the mouse genome. Nature 2011, 477, 326–329, doi:10.1038/nature10432.
[10]  Chen, W.K.; Swartz, J.D.; Rush, L.J.; Alvarez, C.E. Mapping DNA structural variation in dogs. Genome Res. 2009, 19, 500–509.
[11]  Nicholas, T.J.; Cheng, Z.; Ventura, M.; Mealey, K.; Eichler, E.E.; Akey, J.M. The genomic architecture of segmental duplications and associated copy number variants in dogs. Genome Res. 2009, 19, 491–499.
[12]  Nicholas, T.J.; Baker, C.; Eichler, E.E.; Akey, J.M. A high-resolution integrated map of copy number polymorphisms within and between breeds of the modern domesticated dog. BMC Genomics 2011, 12, 414, doi:10.1186/1471-2164-12-414.
[13]  Liu, G.E.; van Tassell, C.P.; Sonstegard, T.S.; Li, R.W.; Alexander, L.J.; Keele, J.W.; Matukumalli, L.K.; Smith, T.P.; Gasbarre, L.C. Detection of germline and somatic copy number variations in cattle. Dev. Biol. 2008, 132, 231–237.
[14]  Liu, G.E.; Hou, Y.; Zhu, B.; Cardone, M.F.; Jiang, L.; Cellamare, A.; Mitra, A.; Alexander, L.J.; Coutinho, L.L.; Dell’aquila, M.E.; et al. Analysis of copy number variations among diverse cattle breeds. Genome Res. 2010, 20, 693–703, doi:10.1101/gr.105403.110.
[15]  Volker, M.; Backstrom, N.; Skinner, B.M.; Langley, E.J.; Bunzey, S.K.; Ellegren, H.; Griffin, D.K. Copy number variation, chromosome rearrangement, and their association with recombination during avian evolution. Genome Res. 2010, 20, 503–511, doi:10.1101/gr.103663.109.
[16]  Wang, X.F.; Nahashon, S.; Feaster, T.K.; Bohannon-Stewart, A.; Adefope, N. An initial map of chromosomal segmental copy number variations in the chicken. BMC Genomics 2010, 11, 351, doi:10.1186/1471-2164-11-351.
[17]  Fadista, J.; Nygaard, M.; Holm, L.E.; Thomsen, B.; Bendixen, C. A snapshot of CNVs in the pig genome. PLoS ONE 2008, 3, e3916, doi:10.1371/journal.pone.0003916.
[18]  Ramayo-Caldas, Y.; Castelló, A.; Pena, R.N.; Alves, E.; Mercadé, A.; Souza, C.A.; Fernández, A.I.; Perez-Enciso, M.; Folch, J.M. Copy number variation in the porcine genome inferred from a 60 k SNP BeadChip. BMC Genomics 2010, 11, 593, doi:10.1186/1471-2164-11-593.
[19]  Fontanesi, L.; Beretti, F.; Martelli, P.L.; Colombo, M.; Dall’olio, S.; Occidente, M.; Portolano, B.; Casadio, R.; Matassino, D.; Russo, V. A first comparative map of copy number variations in the sheep genome. Genomics 2011, 97, 158–165, doi:10.1016/j.ygeno.2010.11.005.
[20]  Liu, J.; Zhang, L.; Xu, L.; Ren, H.; Lu, J.; Zhang, X.; Zhang, S.; Zhou, X.; Wei, C.; Zhao, F.; et al. Analysis of copy number variations in the sheep genome using 50 k SNP BeadChip array. BMC Genomics 2013, 14, 229, doi:10.1186/1471-2164-14-229.
[21]  Fontanesi, L.; Martelli, P.L.; Beretti, F.; Riggio, V.; Dall’olio, S.; Colombo, M.; Casadio, R.; Russo, V.; Portolano, B. An initial comparative map of copy number variations in the goat (Capra hircus) genome. BMC Genomics 2010, 11, 639, doi:10.1186/1471-2164-11-639.
[22]  Hou, Y.; Liu, G.E.; Bickhart, D.M.; Cardone, M.F.; Wang, K.; Kim, E.S.; Matukumalli, L.K.; Ventura, M.; Song, J.; Vanradan, P.M.; et al. Genomic characteristics of cattle copy number variations. BMC Genomics 2011, 12, 127, doi:10.1186/1471-2164-12-127.
[23]  Bae, J.S.; Cheong, H.S.; Kim, L.H.; NamGung, S.; Park, T.J.; Chun, J.Y.; Kim, J.Y.; Pasaje, C.F.; Lee, J.S.; Shin, H.D. Identification of copy number variations and common deletion polymorphisms in cattle. BMC Genomics 2010, 11, 232, doi:10.1186/1471-2164-11-232.
[24]  Fadista, J.; Thomsen, B.; Holm, L.E.; Bendixen, C. Copy number variation in the bovine genome. BMC Genomics 2010, 11, 284, doi:10.1186/1471-2164-11-284.
[25]  Seroussi, E.; Glick, G.; Shirak, A.; Yakobson, E.; Weller, J.I.; Ezra, E.; Zeron, Y. Analysis of copy loss and gain variations in Holstein cattle autosomes using BeadChip SNPs. BMC Genomics 2010, 11, 673, doi:10.1186/1471-2164-11-673.
[26]  Pinto, D.; Pagnamenta, A.T.; Klei, L.; Anney, R.; Merico, D.; Regan, R.; Conroy, J.; Magalhaes, T.R.; Correia, C.; Abrahams, B.S.; et al. Functional impact of global rare copy number variation in autism spectrum disorders. Nature 2010, 466, 368–372, doi:10.1038/nature09146.
[27]  Cook, E.H., Jr.; Scherer, S.W. Copy-number variations associated with neuropsychiatric conditions. Nature 2008, 455, 919–923, doi:10.1038/nature07458.
[28]  Sebat, J.; Lakshmi, B.; Malhotra, D.; Troge, J.; Lese-Martin, C.; Walsh, T.; Yamrom, B.; Yoon, S.; Krasnitz, A.; Kendall, J.; et al. Strong association of de novo copy number mutations with autism. Science 2007, 316, 445–449, doi:10.1126/science.1138659.
[29]  Aitman, T.J.; Dong, R.; Vyse, T.J.; Norsworthy, P.J.; Johnson, M.D.; Smith, J.; Mangion, J.; Roberton-Lowe, C.; Marshall, A.J.; Petretto, E.; et al. Copy number polymorphism in Fcgr3 predisposes to glomerulonephritis in rats and humans. Nature 2006, 439, 851–855, doi:10.1038/nature04489.
[30]  Liu, G.E.; Brown, T.; Hebert, D.A.; Cardone, M.F.; Hou, Y.L.; Choudhary, R.K.; Shaffer, J.; Amazu, C.; Connor, E.E.; Ventura, M.; et al. Initial analysis of copy number variations in cattle selected for resistance or susceptibility to intestinal nematodes. Mamm. Genome 2011, 22, 111–121, doi:10.1007/s00335-010-9308-0.
[31]  Hou, Y.; Liu, G.E.; Bickhart, D.M.; Matukumalli, L.K.; Li, C.; Song, J.; Gasberre, L.C.; van Tassell, C.P.; Sonstegard, T.S. Genomic regions showing copy number variations associate with resistance or susceptibility to gastrointestinal nematodes in Angus cattle. Funct. Integr. Genomics 2011, 12, 81–92.
[32]  Hou, Y.; Bickhart, D.M.; Chung, H.; Hutchison, J.L.; Norman, H.D.; Connor, E.E.; Liu, G.E. Analysis of copy number variations in Holstein cows identify potential mechanisms contributing to differences in residual feed intake. Funct. Integr. Genomics 2012, 12, 717–723, doi:10.1007/s10142-012-0295-y.
[33]  LaFramboise, T. Single nucleotide polymorphism arrays: A decade of biological, computational and technological advances. Nucleic Acids Res. 2009, 37, 4181–4193, doi:10.1093/nar/gkp552.
[34]  Rincon, G.; Weber, K.L.; van Eenennaam, A.L.; Golden, B.L.; Medrano, J.F. Hot topic: Performance of bovine high-density genotyping platforms in Holsteins and Jerseys. J. Dairy Sci. 2011, 94, 6116–6121, doi:10.3168/jds.2011-4764.
[35]  Winchester, L.; Yau, C.; Ragoussis, J. Comparing CNV detection methods for SNP arrays. Brief. Funct. Genomic Proteomic 2009, 8, 353–366, doi:10.1093/bfgp/elp017.
[36]  Sharp, A.J.; Locke, D.P.; McGrath, S.D.; Cheng, Z.; Bailey, J.A.; Vallente, R.U.; Pertz, L.M.; Clark, R.A.; Schwartz, S.; Segraves, R.; et al. Segmental duplications and copy-number variation in the human genome. Am. J. Hum. Genet. 2005, 77, 78–88, doi:10.1086/431652.
[37]  Marques-Bonet, T.; Girirajan, S.; Eichler, E.E. The origins and impact of primate segmental duplications. Trends Genet. 2009, 25, 443–454, doi:10.1016/j.tig.2009.08.002.
[38]  Alkan, C.; Kidd, J.M.; Marques-Bonet, T.; Aksay, G.; Antonacci, F.; Hormozdiari, F.; Kitzman, J.O.; Baker, C.; Malig, M.; Mutlu, O.; et al. Personalized copy number and segmental duplication maps using next-generation sequencing. Nat. Genet. 2009, 41, 1061–1067, doi:10.1038/ng.437.
[39]  McCarroll, S.A.; Kuruvilla, F.G.; Korn, J.M.; Cawley, S.; Nemesh, J.; Wysoker, A.; Shapero, M.H.; de Bakker, P.I.; Maller, J.B.; Kirby, A.; et al. Integrated detection and population-genetic analysis of SNPs and copy number variation. Nat. Genet. 2008, 40, 1166–1174, doi:10.1038/ng.238.
[40]  Estivill, X.; Armengol, L. Copy number variants and common disorders: Filling the gaps and exploring complexity in genome-wide association studies. PLoS Genet. 2007, 3, 1787–1799.
[41]  Locke, D.P.; Sharp, A.J.; McCarroll, S.A.; McGrath, S.D.; Newman, T.L.; Cheng, Z.; Schwartz, S.; Albertson, D.G.; Pinkel, D.; Altshuler, D.M.; et al. Linkage disequilibrium and heritability of copy-number polymorphisms within duplicated regions of the human genome. Am. J. Hum. Genet. 2006, 79, 275–290, doi:10.1086/505653.
[42]  Campbell, C.D.; Sampas, N.; Tsalenko, A.; Sudmant, P.H.; Kidd, J.M.; Malig, M.; Vu, T.H.; Vives, L.; Tsang, P.; Bruhn, L.; et al. Population-genetic properties of differentiated human copy-number polymorphisms. Am. J. Human Genet. 2011, 88, 317–332, doi:10.1016/j.ajhg.2011.02.004.
[43]  Illumina—Sequencing and Array-Based Solutions for Genetic Research. Available online: http://www.illumina.com (accessed on 6 June 2013).
[44]  Korn, J.M.; Kuruvilla, F.G.; McCarroll, S.A.; Wysoker, A.; Nemesh, J.; Cawley, S.; Hubbell, E.; Veitch, J.; Collins, P.J.; Darvishi, K.; et al. Integrated genotype calling and association analysis of SNPs, common copy number polymorphisms and rare CNVs. Nat. Genet. 2008, 40, 1253–1260, doi:10.1038/ng.237.
[45]  Wang, K.; Li, M.; Hadley, D.; Liu, R.; Glessner, J.; Grant, S.F.; Hakonarson, H.; Bucan, M. PennCNV: An integrated hidden Markov model designed for high-resolution copy number variation detection in whole-genome SNP genotyping data. Genome Res. 2007, 17, 1665–1674, doi:10.1101/gr.6861907.
[46]  Pique-Regi, R.; Monso-Varona, J.; Ortega, A.; Seeger, R.C.; Triche, T.J.; Asgharzadeh, S. Sparse representation and Bayesian detection of genome copy number alterations from microarray data. Bioinformatics 2008, 24, 309–318, doi:10.1093/bioinformatics/btm601.
[47]  Yavas, G.; Koyuturk, M.; Ozsoyoglu, M.; Gould, M.P.; LaFramboise, T. An optimization framework for unsupervised identification of rare copy number variation from SNP array data. Genome Biol. 2009, 10, R119, doi:10.1186/gb-2009-10-10-r119.
[48]  Koike, A.; Nishida, N.; Yamashita, D.; Tokunaga, K. Comparative analysis of copy number variation detection methods and database construction. BMC Genet. 2011, 12, 29, doi:10.1186/ 1471-2156-12-29.
[49]  Pinto, D.; Darvishi, K.; Shi, X.H.; Rajan, D.; Rigler, D.; Fitzgerald, T.; Lionel, A.C.; Thiruvahindrapuram, B.; MacDonald, J.R.; Mills, R.; et al. Comprehensive assessment of array-based platforms and calling algorithms for detection of copy number variants. Nat. Biotechnol. 2011, 29, 512–520, doi:10.1038/nbt.1852.
[50]  Birdsuite FAQ. Broad Institute of MIT and Harvard. Available online: http://www.broadinstitute.org/science/programs/medical-and-population-genetics/birdsuite/birdsuite-faq (accessed on 6 June 2013).
[51]  Colella, S.; Yau, C.; Taylor, J.M.; Mirza, G.; Butler, H.; Clouston, P.; Bassett, A.S.; Seller, A.; Holmes, C.C.; Ragoussis, J. QuantiSNP: An objective bayes hidden-Markov model to detect and accurately map copy number variation using SNP genotyping data. Nucleic Acids Res. 2007, 35, 2013–2025, doi:10.1093/nar/gkm076.
[52]  Marioni, J.C.; Thorne, N.P.; Valsesia, A.; Fitzgerald, T.; Redon, R.; Fiegler, H.; Andrews, T.D.; Stranger, B.E.; Lynch, A.G.; Dermitzakis, E.T.; et al. Breaking the waves: Improved detection of copy number variation from microarray-based comparative genomic hybridization. Genome Biol. 2007, 8, R228, doi:10.1186/gb-2007-8-10-r228.
[53]  Diskin, S.J.; Li, M.; Hou, C.; Yang, S.; Glessner, J.; Hakonarson, H.; Bucan, M.; Maris, J.M.; Wang, K. Adjustment of genomic waves in signal intensities from whole-genome SNP genotyping platforms. Nucleic Acids Res. 2008, 36, e126, doi:10.1093/nar/gkn556.
[54]  QuantiSNP. Available online: http://sites.google.com/site/quantisnp/ (accessed on 6 June 2013).
[55]  Olshen, A.B.; Venkatraman, E.S.; Lucito, R.; Wigler, M. Circular binary segmentation for the analysis of array-based DNA copy number data. Biostatistics 2004, 5, 557–572, doi:10.1093/biostatistics/kxh008.
[56]  Genetic Association Software, Genome-Wide Association (GWAS) Software for SNP, CNV, and NGS. Available online: http://www.goldenhelix.com/SNP_Variation/ (accessed on 6 June 2013).
[57]  Breheny, P.; Chalise, P.; Batzler, A.; Wang, L.; Fridley, B.L. Genetic association studies of copy-number variation: Should assignment of copy number states precede testing? PLoS ONE 2012, 7, e34262, doi:10.1371/journal.pone.0034262.
[58]  Storey, J.D.; Tibshirani, R. Statistical significance for genomewide studies. Proc. Natl. Acad. Sci. USA 2003, 100, 9440–9445, doi:10.1073/pnas.1530509100.
[59]  Benjamini, Y.; Yekutieli, D. The control of the false discovery rate in multiple testing under dependency. Ann. Stat. 2001, 29, 1165–1188, doi:10.1214/aos/1013699998.
[60]  Li, B.; Leal, S.M. Methods for detecting associations with rare variants for common diseases: Application to analysis of sequence data. Am. J. Hum. Genet. 2008, 83, 311–321, doi:10.1016/j.ajhg.2008.06.024.
[61]  Yang, H.C.; Hsieh, H.Y.; Fann, C.S. Kernel-based association test. Genetics 2008, 179, 1057–1068, doi:10.1534/genetics.107.084616.
[62]  Baladandayuthapani, V.; Ji, Y.; Talluri, R.; Nieto-Barajas, L.E.; Morris, J.S. Bayesian random segmentation models to identify shared copy number aberrations for array CGH data. J. Am. Stat. Assoc. 2010, 105, 1358–1375, doi:10.1198/jasa.2010.ap09250.
[63]  Nowak, G.; Hastie, T.; Pollack, J.R.; Tibshirani, R. A fused lasso latent feature model for analyzing multi-sample aCGH data. Biostatistics 2011, 12, 776–791, doi:10.1093/biostatistics/kxr012.
[64]  Glessner, J.T.; Li, J.; Hakonarson, H. ParseCNV integrative copy number variation association software with quality tracking. Nucleic Acids Res. 2013, 41, e64, doi:10.1093/nar/gks134.
[65]  Scherer, S.W.; Lee, C.; Birney, E.; Altshuler, D.M.; Eichler, E.E.; Carter, N.P.; Hurles, M.E.; Feuk, L. Challenges and standards in integrating surveys of structural variation. Nat. Genet. 2007, 39, S7–S15, doi:10.1038/ng2093.
[66]  Lai, W.R.; Johnson, M.D.; Kucherlapati, R.; Park, P.J. Comparative analysis of algorithms for identifying amplifications and deletions in array CGH data. Bioinformatics 2005, 21, 3763–3770, doi:10.1093/bioinformatics/bti611.
[67]  Baross, A.; Delaney, A.D.; Li, H.I.; Nayar, T.; Flibotte, S.; Qian, H.; Chan, S.Y.; Asano, J.; Ally, A.; Cao, M.; et al. Assessment of algorithms for high throughput detection of genomic copy number variation in oligonucleotide microarray data. BMC Bioinformatics 2007, 8, 368, doi:10.1186/1471-2105-8-368.
[68]  Dellinger, A.E.; Saw, S.M.; Goh, L.K.; Seielstad, M.; Young, T.L.; Li, Y.J. Comparative analyses of seven algorithms for copy number variant identification from single nucleotide polymorphism arrays. Nucleic Acids Res. 2010, 38, e105, doi:10.1093/nar/gkq040.
[69]  Tsuang, D.W.; Millard, S.P.; Ely, B.; Chi, P.; Wang, K.; Raskind, W.H.; Kim, S.; Brkanac, Z.; Yu, C.E. The effect of algorithms on copy number variant detection. PLoS ONE 2010, 5, e14456, doi:10.1371/journal.pone.0014456.
[70]  Zhang, D.; Qian, Y.; Akula, N.; Alliey-Rodriguez, N.; Tang, J.; Gershon, E.S.; Liu, C. Accuracy of CNV detection from GWAS data. PLoS ONE 2011, 6, e14511, doi:10.1371/journal.pone. 0014511.
[71]  Marenne, G.; Rodriguez-Santiago, B.; Closas, M.G.; Perez-Jurado, L.; Rothman, N.; Rico, D.; Pita, G.; Pisano, D.G.; Kogevinas, M.; Silverman, D.T.; et al. Assessment of copy number variation using the Illumina Infinium 1M SNP-array: A comparison of methodological approaches in the Spanish Bladder Cancer/EPICURO study. Hum. Mutat. 2011, 32, 240–248, doi:10.1002/humu.21398.
[72]  Eckel-Passow, J.E.; Atkinson, E.J.; Maharjan, S.; Kardia, S.L.; de Andrade, M. Software comparison for evaluating genomic copy number variation for Affymetrix 6.0 SNP array platform. BMC Bioinformatics 2011, 12, 220, doi:10.1186/1471-2105-12-220.
[73]  Hou, Y.; Bickhart, D.M.; Hvinden, M.L.; Li, C.; Song, J.; Boichard, D.A.; Fritz, S.; Eggen, A.; Denise, S.; Wiggans, G.R.; et al. Fine mapping of copy number variations on two cattle genome assemblies using high density SNP array. BMC Genomics 2012, 13, 376, doi:10.1186/1471-2164-13-376.
[74]  Matsunami, N.; Hadley, D.; Hensel, C.H.; Christensen, G.B.; Kim, C.; Frackelton, E.; Thomas, K.; da Silva, R.P.; Stevens, J.; Baird, L.; et al. Identification of rare recurrent copy number variants in high-risk autism families and their prevalence in a large ASD population. PLoS ONE 2013, 8, e52239, doi:10.1371/journal.pone.0052239.
[75]  Carter, N.P. Methods and strategies for analyzing copy number variation using DNA microarrays. Nat. Genet. 2007, 39, S16–S21, doi:10.1038/ng2028.
[76]  Bickhart, D.M.; Hou, Y.; Schroeder, S.G.; Alkan, C.; Cardone, M.F.; Matukumalli, L.K.; Song, J.; Schnabel, R.D.; Ventura, M.; Taylor, J.F.; et al. Copy number variation of individual cattle genomes using next-generation sequencing. Genome Res. 2012, 22, 778–790, doi:10.1101/gr.133967.111.

Full-Text

comments powered by Disqus

Contact Us

service@oalib.com

QQ:3279437679

WhatsApp +8615387084133

WeChat 1538708413