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Expanding genomic prediction in plant breeding: harnessing big data, machine learning, and advanced software.

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Title: Expanding genomic prediction in plant breeding: harnessing big data, machine learning, and advanced software.
Authors: Crossa J; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico; Colegio de Postgraduados, Montecillos, Edo. de México CP 56230, Mexico., Martini JWR; Aardevo B.V., Nagele, The Netherlands., Vitale P; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico., Pérez-Rodríguez P; Colegio de Postgraduados, Montecillos, Edo. de México CP 56230, Mexico., Costa-Neto G; Cornell University Ithaca, Ithaca, NY, USA., Fritsche-Neto R; Louisiana State University, College of Agriculture, Baton Rouge, LA, USA., Runcie D; Department of Plant Sciences at the University of California, Davis, CA, USA., Cuevas J; Universidad de Quintana Roo, Chetumal, Quintana Roo, 77019, Mexico., Toledo F; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico., Li H; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico., De Vita P; Research Center for Cereal and Industrial Crops (CREA-CI), CREA - Council for Agricultural Research and Economics, Foggia, Italy., Gerard G; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico., Dreisigacker S; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico., Crespo-Herrera L; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico., Saint Pierre C; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico., Bentley A; Australian National University, Research School of Biology, Canberra, Australia., Lillemo M; Norwegian University of Life Science (NMBU), Department of Plant Science, Ås, Norway., Ortiz R; Department of Plant Breeding, Swedish University of Agricultural Sciences (SLU), P.O. Box 190 Sundsvagen 10, SE 23422 Lomma, Sweden., Montesinos-López OA; Facultad de Telemática, Universidad de Colima, C. P. 28040, Edo. de Colima, Mexico. Electronic address: osval78t@gmail.com., Montesinos-López A; Departamento de Matemáticas, Centro Universitario de Ciencias Exactas e Ingenierías (CUCEI), Universidad de Guadalajara, 44430, Guadalajara, Jalisco, Mexico. Electronic address: aml_uach2004@hotmail.com.
Source: Trends in plant science [Trends Plant Sci] 2025 Jul; Vol. 30 (7), pp. 756-774. Date of Electronic Publication: 2025 Jan 30.
Publication Type: Journal Article; Review; Research Support, Non-U.S. Gov't
Journal Info: Publisher: Elsevier Science, Ltd Country of Publication: England NLM ID: 9890299 Publication Model: Print-Electronic Cited Medium: Internet ISSN: 1878-4372 (Electronic) Linking ISSN: 13601385 NLM ISO Abbreviation: Trends Plant Sci Subsets: MEDLINE
Database: MEDLINE Ultimate
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  Data: Expanding genomic prediction in plant breeding: harnessing big data, machine learning, and advanced software.
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  Data: <searchLink fieldCode="AU" term="%22Crossa+J%22">Crossa J</searchLink>; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico; Colegio de Postgraduados, Montecillos, Edo. de México CP 56230, Mexico.<br /><searchLink fieldCode="AU" term="%22Martini+JWR%22">Martini JWR</searchLink>; Aardevo B.V., Nagele, The Netherlands.<br /><searchLink fieldCode="AU" term="%22Vitale+P%22">Vitale P</searchLink>; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico.<br /><searchLink fieldCode="AU" term="%22Pérez-Rodríguez+P%22">Pérez-Rodríguez P</searchLink>; Colegio de Postgraduados, Montecillos, Edo. de México CP 56230, Mexico.<br /><searchLink fieldCode="AU" term="%22Costa-Neto+G%22">Costa-Neto G</searchLink>; Cornell University Ithaca, Ithaca, NY, USA.<br /><searchLink fieldCode="AU" term="%22Fritsche-Neto+R%22">Fritsche-Neto R</searchLink>; Louisiana State University, College of Agriculture, Baton Rouge, LA, USA.<br /><searchLink fieldCode="AU" term="%22Runcie+D%22">Runcie D</searchLink>; Department of Plant Sciences at the University of California, Davis, CA, USA.<br /><searchLink fieldCode="AU" term="%22Cuevas+J%22">Cuevas J</searchLink>; Universidad de Quintana Roo, Chetumal, Quintana Roo, 77019, Mexico.<br /><searchLink fieldCode="AU" term="%22Toledo+F%22">Toledo F</searchLink>; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico.<br /><searchLink fieldCode="AU" term="%22Li+H%22">Li H</searchLink>; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico.<br /><searchLink fieldCode="AU" term="%22De+Vita+P%22">De Vita P</searchLink>; Research Center for Cereal and Industrial Crops (CREA-CI), CREA - Council for Agricultural Research and Economics, Foggia, Italy.<br /><searchLink fieldCode="AU" term="%22Gerard+G%22">Gerard G</searchLink>; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico.<br /><searchLink fieldCode="AU" term="%22Dreisigacker+S%22">Dreisigacker S</searchLink>; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico.<br /><searchLink fieldCode="AU" term="%22Crespo-Herrera+L%22">Crespo-Herrera L</searchLink>; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico.<br /><searchLink fieldCode="AU" term="%22Saint+Pierre+C%22">Saint Pierre C</searchLink>; International Maize and Wheat Improvement Center (CIMMYT), Carretera México - Veracruz Km. 45, El Batán, CP 56237, Texcoco, Edo. de México, Mexico.<br /><searchLink fieldCode="AU" term="%22Bentley+A%22">Bentley A</searchLink>; Australian National University, Research School of Biology, Canberra, Australia.<br /><searchLink fieldCode="AU" term="%22Lillemo+M%22">Lillemo M</searchLink>; Norwegian University of Life Science (NMBU), Department of Plant Science, Ås, Norway.<br /><searchLink fieldCode="AU" term="%22Ortiz+R%22">Ortiz R</searchLink>; Department of Plant Breeding, Swedish University of Agricultural Sciences (SLU), P.O. Box 190 Sundsvagen 10, SE 23422 Lomma, Sweden.<br /><searchLink fieldCode="AU" term="%22Montesinos-López+OA%22">Montesinos-López OA</searchLink>; Facultad de Telemática, Universidad de Colima, C. P. 28040, Edo. de Colima, Mexico. Electronic address: osval78t@gmail.com.<br /><searchLink fieldCode="AU" term="%22Montesinos-López+A%22">Montesinos-López A</searchLink>; Departamento de Matemáticas, Centro Universitario de Ciencias Exactas e Ingenierías (CUCEI), Universidad de Guadalajara, 44430, Guadalajara, Jalisco, Mexico. Electronic address: aml_uach2004@hotmail.com.
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  Data: <searchLink fieldCode="JN" term="%229890299%22">Trends in plant science</searchLink> [Trends Plant Sci] 2025 Jul; Vol. 30 (7), pp. 756-774. <i>Date of Electronic Publication: </i>2025 Jan 30.
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  Data: <i>Publisher: </i><searchLink fieldCode="PB" term="%22Elsevier+Science%2C+Ltd%22">Elsevier Science, Ltd </searchLink><i>Country of Publication: </i>England <i>NLM ID: </i>9890299 <i>Publication Model: </i>Print-Electronic <i>Cited Medium: </i>Internet <i>ISSN: </i>1878-4372 (Electronic) <i>Linking ISSN: </i><searchLink fieldCode="IS" term="%2213601385%22">13601385 </searchLink><i>NLM ISO Abbreviation: </i>Trends Plant Sci <i>Subsets: </i>MEDLINE
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        Value: 10.1016/j.tplants.2024.12.009
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      – Code: eng
        Text: English
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              Text: 2025 Jul
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