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人工智能在植物育种中的应用。

Artificial intelligence in plant breeding.

机构信息

State Key Laboratory of Crop Gene Resources and Breeding, Institute of Crop Sciences, Chinese Academy of Agricultural Sciences (CAAS), International Maize and Wheat Improvement Center (CIMMYT) China office, Beijing 100081, China; Nanfan Research Institute, CAAS, Sanya, Hainan 572024, China.

Adaptive Cropping Systems Laboratory, Beltsville Agricultural Research Center, US Department of Agriculture, Beltsville, MD 20705, USA; Oak Ridge Institute for Science and Education, Oak Ridge, TN 37830, USA.

出版信息

Trends Genet. 2024 Oct;40(10):891-908. doi: 10.1016/j.tig.2024.07.001. Epub 2024 Aug 7.

Abstract

Harnessing cutting-edge technologies to enhance crop productivity is a pivotal goal in modern plant breeding. Artificial intelligence (AI) is renowned for its prowess in big data analysis and pattern recognition, and is revolutionizing numerous scientific domains including plant breeding. We explore the wider potential of AI tools in various facets of breeding, including data collection, unlocking genetic diversity within genebanks, and bridging the genotype-phenotype gap to facilitate crop breeding. This will enable the development of crop cultivars tailored to the projected future environments. Moreover, AI tools also hold promise for refining crop traits by improving the precision of gene-editing systems and predicting the potential effects of gene variants on plant phenotypes. Leveraging AI-enabled precision breeding can augment the efficiency of breeding programs and holds promise for optimizing cropping systems at the grassroots level. This entails identifying optimal inter-cropping and crop-rotation models to enhance agricultural sustainability and productivity in the field.

摘要

利用前沿技术提高作物生产力是现代植物育种的关键目标。人工智能(AI)以其在大数据分析和模式识别方面的强大功能而闻名,正在彻底改变包括植物育种在内的众多科学领域。我们探讨了 AI 工具在育种的各个方面的更广泛潜力,包括数据收集、解锁基因库中的遗传多样性,以及弥合基因型-表型差距以促进作物育种。这将使开发出适合未来环境预测的作物品种成为可能。此外,AI 工具还可以通过提高基因编辑系统的精度和预测基因变异对植物表型的潜在影响来改进作物特性。利用人工智能支持的精准育种可以提高育种计划的效率,并有望优化基层的种植系统。这需要确定最佳的间作和轮作模型,以提高农业的可持续性和生产力。

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