AI駆動のバイオテクノロジーによる次世代作物育種モデルを提案(Scientists Propose AI-Driven Biotech Model for Future Crop Breeding)

2025-07-24 中国科学院(CAS)

中国科学院の高彩霞教授らは、AIとバイオ技術を融合した「AI支援型作物設計」モデルをNature誌で提案。ゲノム編集やマルチオミクス、タンパク質設計、高スループット表現型評価(HTP)を統合し、作物の収量、耐性、栄養価を高精度に改善する手法を示した。AIは膨大なゲノム・環境・栽培データを解析し、目標に応じた最適な育種戦略を立案。これにより経験依存から脱却し、精密な設計型育種が可能に。標準化データと規制対応が課題だが、国際的に制度は進化中。

AI駆動のバイオテクノロジーによる次世代作物育種モデルを提案(Scientists Propose AI-Driven Biotech Model for Future Crop Breeding)
Research framework for AI-assisted crop design (Image by IGDB)

<関連情報>

作物改良のための統合型バイオテクノロジーとAIの革新 Integrated biotechnological and AI innovations for crop improvement

Guotian Li,Linna An,Wanneng Yang,Lei Yang,Tong Wei,Jiawei Shi,Jianglin Wang,John H. Doonan,Kabin Xie,Alisdair R. Fernie,Evans S. Lagudah,Rod A. Wing & Caixia Gao
Nature  Published:23 July 2025
DOI:https://doi.org/10.1038/s41586-025-09122-8

Abstract

Crops provide food, clothing and other important products for the global population. To meet the demands of a growing population, substantial improvements are required in crop yield, quality and production sustainability. However, these goals are constrained by various environmental factors and limited genetic resources. Overcoming these limitations requires a paradigm shift in crop improvement by fully leveraging natural genetic diversity alongside biotechnological approaches such as genome editing and the heterologous expression of designed proteins, coupled with multimodal data integration. In this Review, we provide an in-depth analysis of integrated uses of omics technologies, genome editing, protein design and high-throughput phenotyping, in crop improvement, supported by artificial intelligence-enabled tools. We discuss the emerging applications and current challenges of these technologies in crop improvement. Finally, we present a perspective on how elite alleles generated through these technologies can be incorporated into the genomes of existing and de novo domesticated crops, aided by a proposed artificial intelligence model. We suggest that integrating these technologies with agricultural practices will lead to a new revolution in crop improvement, contributing to global food security in a sustainable manner.

1202農芸化学
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