Bioinformatics Tools for Marker Discovery in Plant Breeding
Ron Ophir
Fruit Tree Science Department, Plant Sciences Institute, Volcani Center, Agriculture Research Organization, P. O. Box 6, Bet Dagan 50250 (Israel)
Search for more papers by this authorRon Ophir
Fruit Tree Science Department, Plant Sciences Institute, Volcani Center, Agriculture Research Organization, P. O. Box 6, Bet Dagan 50250 (Israel)
Search for more papers by this authorAbstract
In the last decade, intensive research has been invested in marker-assisted selection (MAS). In parallel, there have been great advances in high-throughput genomic technology, such as microarrays and next-generation sequencing. These technologies overcome barriers for crops that do not have genomic information available and shorten the time from genomic darkness to discovery of an overwhelming number of markers. Consequently, MAS has become an available approach for any crop. Herein, the bioinformatics tools for high-throughput marker discovery using microarrays and high-throughput sequencing are reviewed and options for using them in MAS are suggested.
References
- 1Z. K. Roughead, J. R. Hunt, L. K. Johnson, T. M. Badger, G. I. Lykken, J. Clin. Endocrinol. Metab. 2005, 90, 181.
- 2A. P. Chan, J. Crabtree, Q. Zhao, H. Lorenzi, J. Orvis, D. Puiu, A. Melake-Berhan, K. M. Jones, J. Redman, G. Chen, E. B. Cahoon, M. Gedil, M. Stanke, B. J. Haas, J. R. Wortman, C. M. Fraser-Liggett, J. Ravel, P. D. Rabinowicz, Nat. Biotechnol. 2010, 28, 951.
- 3D. R. Georgianna, S. P. Mayfield, Nature 2012, 488, 329.
- 4R. W. Allard, Principles of Plant Breeding, 2nd ed., Wiley, New York, 1999.
- 5M. D. Peel, D. C. Rasmusson, Crop Sci. 2000, 40, 1241.
- 6M. Tester, P. Langridge, Science 2010, 327, 818.
- 7I. Paran, D. Zamir, Trends Genet. 2003, 19, 303.
- 8J. D. Peleman, J. R. van der Voort, Trends Plant Sci. 2003, 8, 330.
- 9B. C. Collard, D. J. Mackill, Philos. Trans. R. Soc., B 2008, 363, 557.
- 10R. Ekblom, J. Galindo, Heredity 2011, 107, 1.
- 11D. Botstein, R. L. White, M. Skolnick, R. W. Davis, Am. J. Hum. Genet. 1980, 32, 314.
- 12J. G. Williams, A. R. Kubelik, K. J. Livak, J. A. Rafalski, S. V. Tingey, Nucleic Acids Res. 1990, 18, 6531.
- 13L. Zhang, D. Yuan, S. Yu, Z. Li, Y. Cao, Z. Miao, H. Qian, K. Tang, Bioinformatics 2004, 20, 1081.
- 14P. C. Sharma, A. Grover, G. Kahl, Trends Biotechnol. 2007, 25, 490.
- 15T. Thiel, W. Michalek, R. K. Varshney, A. Graner, Theor. Appl. Genet. 2003, 106, 411.
- 16A. T. Castelo, W. Martins, G. R. Gao, Bioinformatics 2002, 18, 634.
- 17R. Kolpakov, G. Bana, G. Kucherov, Nucleic Acids Res. 2003, 31, 3672.
- 18G. Benson, Nucleic Acids Res. 1999, 27, 573.
- 19R. Kofler, C. Schlotterer, T. Lelley, Bioinformatics 2007, 23, 1683.
- 20O. Delgrange, E. Rivals, Bioinformatics 2004, 20, 2812.
- 21L. C. da Maia, D. A. Palmieri, V. Q. de Souza, M. M. Kopp, F. I. de Carvalho, A. Costa de Oliveira, Int. J. Plant Genomics 2008, 2008, 412696.
- 22H. Z. Girgis, S. L. Sheetlin, Nucleic Acids Res. 2012.
- 23B. Chevreux, T. Pfisterer, B. Drescher, A. J. Driesel, W. E. Muller, T. Wetter, S. Suhai, Genome Res. 2004, 14, 1147.
- 24D. A. Nickerson, V. O. Tobe, S. L. Taylor, Nucleic Acids Res. 1997, 25, 2745.
- 25C. Manaster, W. Zheng, M. Teuber, S. Wachter, F. Doring, S. Schreiber, J. Hampe, Hum. Mutat. 2005, 26, 11.
- 26S. Weckx, J. Del-Favero, R. Rademakers, L. Claes, M. Cruts, P. De Jonghe, C. Van Broeckhoven, P. De Rijk, Genome Res. 2005, 15, 436.
- 27G. T. Marth, I. Korf, M. D. Yandell, R. T. Yeh, Z. Gu, H. Zakeri, N. O. Stitziel, L. Hillier, P. Y. Kwok, W. R. Gish, Nat. Genet. 1999, 23, 452.
- 28J. Zhang, D. A. Wheeler, I. Yakub, S. Wei, R. Sood, W. Rowe, P. P. Liu, R. A. Gibbs, K. H. Buetow, PLoS Comput. Biol. 2005, 1, e 53.
- 29J. Tang, B. Vosman, R. E. Voorrips, C. G. van der Linden, J. A. Leunissen, BMC Bioinf. 2006, 7, 438.
- 30L. K. Matukumalli, J. J. Grefenstette, D. L. Hyten, I. Y. Choi, P. B. Cregan, C. P. Van Tassell, BMC Bioinf. 2006, 7, 468.
- 31K. Chen, M. D. McLellan, L. Ding, M. C. Wendl, Y. Kasai, R. K. Wilson, E. R. Mardis, Genome Res. 2007, 17, 659.
- 32C. Ngamphiw, S. Kulawonganunchai, A. Assawamakin, E. Jenwitheesuk, S. Tongsima, BMC Bioinf. 2008, 9 Suppl 12, S 9.
- 33J. Tang, J. A. Leunissen, R. E. Voorrips, C. G. van der Linden, B. Vosman, BMC Genet. 2008, 9, 23.
- 34H. Li, J. Ruan, R. Durbin, Genome Res. 2008, 18, 1851.
- 35A. R. Quinlan, D. A. Stewart, M. P. Strömberg, G. T. Marth, Nat. Methods 2008, 5, 179.
- 36D. C. Koboldt, K. Chen, T. Wylie, D. E. Larson, M. D. McLellan, E. R. Mardis, G. M. Weinstock, R. K. Wilson, L. Ding, Bioinformatics 2009, 25, 2283.
- 37V. Bansal, Bioinformatics 2010, 26, i 318.
- 38T. E. Druley, F. L. Vallania, D. J. Wegner, K. E. Varley, O. L. Knowles, J. A. Bonds, S. W. Robison, S. W. Doniger, A. Hamvas, F. S. Cole, J. C. Fay, R. D. Mitra, Nat. Methods 2009, 6, 263.
- 39H. Li, Bioinformatics 2011, 27, 1157.
- 40R. Li, Y. Li, X. Fang, H. Yang, J. Wang, K. Kristiansen, Genome Res. 2009, 19, 1124.
- 41S. Ossowski, K. Schneeberger, R. M. Clark, C. Lanz, N. Warthmann, D. Weigel, Genome Res. 2008, 18, 2024.
- 42R. Nielsen, J. S. Paul, A. Albrechtsen, Y. S. Song, Nat. Rev. Genet. 2011, 12, 443.
- 43C. P. Van Tassell, T. P. Smith, L. K. Matukumalli, J. F. Taylor, R. D. Schnabel, C. T. Lawley, C. D. Haudenschild, S. S. Moore, W. C. Warren, T. S. Sonstegard, Nat. Methods 2008, 5, 247.
- 44N. J. van Orsouw, R. C. Hogers, A. Janssen, F. Yalcin, S. Snoeijers, E. Verstege, H. Schneiders, H. van der Poel, J. van Oeveren, H. Verstegen, M. J. van Eijk, PLoS One 2007, 2, e 1172.
- 45N. A. Baird, P. D. Etter, T. S. Atwood, M. C. Currey, A. L. Shiver, Z. A. Lewis, E. U. Selker, W. A. Cresko, E. A. Johnson, PLoS One 2008, 3, e 3376.
- 46R. J. Elshire, J. C. Glaubitz, Q. Sun, J. A. Poland, K. Kawamoto, E. S. Buckler, S. E. Mitchell, PLoS One 2011, 6, e 19379.
- 47J. W. Davey, P. A. Hohenlohe, P. D. Etter, J. Q. Boone, J. M. Catchen, M. L. Blaxter, Nat. Rev. Genet. 2011, 12, 499.
- 48Y. Chutimanitsakun, R. W. Nipper, A. Cuesta-Marcos, L. Cistue, A. Corey, T. Filichkina, E. A. Johnson, P. M. Hayes, BMC Genomics 2011, 12, 4.
- 49W. F. Pfender, M. C. Saha, E. A. Johnson, M. B. Slabaugh, Theor. Appl. Genet. 2011, 122, 1467.
- 50J. W. Davey, M. L. Blaxter, Briefings Funct. Genomics 2010, 9, 416.
- 51Z. Chong, J. Ruan, C. I. Wu, Bioinformatics 2012, 28, 2732.
- 52E. M. Willing, M. Hoffmann, J. D. Klein, D. Weigel, C. Dreyer, Bioinformatics 2011, 27, 2187.
- 53J. O. Borevitz, D. Liang, D. Plouffe, H. S. Chang, T. Zhu, D. Weigel, C. C. Berry, E. Winzeler, J. Chory, Genome Res. 2003, 13, 513.
- 54L. G. Neves, E. Mc Mamani, A. C. Alfenas, M. Kirst, D. Grattapaglia, BMC Genomics 2011, 12, 189.
- 55A. Sherman, R. Eshed, R. Harel-Beja, G. Tzuri, V. Portnoy, S. Cohen, M. Rubinstein, A. A. Schaffer, J. Burger, N. Katzir, R. Ophir, Theor. Appl. Genet. 2012.
- 56R. Ophir, R. Eshed, R. Harel-Beja, G. Tzuri, V. Portnoy, Y. Burger, S. Uliel, N. Katzir, A. Sherman, BMC Genomics 2010, 11, 269.
- 57N. Rostoks, J. O. Borevitz, P. E. Hedley, J. Russell, S. Mudie, J. Morris, L. Cardle, D. F. Marshall, R. Waugh, Genome Biol. 2005, 6, R 54.
- 58C. Billot, R. Rivallan, M. N. Sall, D. Fonceka, M. Deu, J. C. Glaszmann, J. L. Noyer, J. F. Rami, A. M. Risterucci, P. Wincker, P. Ramu, C. T. Hash, Am. J. Bot. 2012, 99, e 245.
- 59G. Distefano, M. Caruso, S. La Malfa, A. Gentile, S. B. Wu, PLoS One 2012, 7, e 44202.
- 60Q. Du, B. Wang, Z. Wei, D. Zhang, B. Li, J. Hered. 2012.
- 61Y. Fukuda, Y. Nakahara, H. Date, Y. Takahashi, J. Goto, A. Miyashita, R. Kuwano, H. Adachi, E. Nakamura, S. Tsuji, BMC Bioinf. 2009, 10, 121.
- 62P. K. Gupta, S. Rustgi, R. R. Mir, Heredity 2008, 101, 5.
- 63P. L. Morrell, E. S. Buckler, J. Ross-Ibarra, Nat. Rev. Genet. 2011, 13, 85.
- 64R. S. Austin, D. Vidaurre, G. Stamatiou, R. Breit, N. J. Provart, D. Bonetta, J. Zhang, P. Fung, Y. Gong, P. W. Wang, P. McCourt, D. S. Guttman, Plant J. 2011, 67, 715.
- 65H. Lindner, M. T. Raissig, C. Sailer, H. Shimosato-Asano, R. Bruggmann, U. Grossniklaus, Genetics 2012, 191, 1381.
- 66K. Schneeberger, S. Ossowski, C. Lanz, T. Juul, A. H. Petersen, K. L. Nielsen, J. E. Jorgensen, D. Weigel, S. U. Andersen, Nat. Methods 2009, 6, 550.
- 67R. W. Michelmore, I. Paran, R. V. Kesseli, Proc. Natl. Acad. Sci. USA 1991, 88, 9828.