Опубликована: Янв. 1, 2024
Язык: Английский
Опубликована: Янв. 1, 2024
Язык: Английский
Plants, Год журнала: 2025, Номер 14(5), С. 671 - 671
Опубликована: Фев. 21, 2025
Soybean is a vital crop globally and key source of food, feed, biofuel. With advancements in high-throughput technologies, soybeans have become target for genetic improvement. This comprehensive review explores advances multi-omics, artificial intelligence, economic sustainability to enhance soybean resilience productivity. Genomics revolution, including marker-assisted selection (MAS), genomic (GS), genome-wide association studies (GWAS), QTL mapping, GBS, CRISPR-Cas9, metagenomics, metabolomics boosted the growth development by creating stress-resilient varieties. The intelligence (AI) machine learning approaches are improving trait discovery associated with nutritional quality, stresses, adaptation soybeans. Additionally, AI-driven technologies like IoT-based disease detection deep revolutionizing monitoring, early identification, yield prediction, prevention, precision farming. viability environmental soybean-derived biofuels critically evaluated, focusing on trade-offs policy implications. Finally, potential impact climate change productivity explored through predictive modeling adaptive strategies. Thus, this study highlights transformative multidisciplinary advancing global utility.
Язык: Английский
Процитировано
0Crop and Pasture Science, Год журнала: 2025, Номер 76(4)
Опубликована: Апрель 10, 2025
Soybean (Glycine max) is one of the most prominent legume crops, primarily being cultivated as a substitute for high-protein meat and source vegetable oil. has always been in demand worldwide due to its nutritional economic value. similar higher market-value products are used either directly or component various soy-based items. Conventional breeding techniques have increased soybean yields past few years but not able meet demands world’s rapidly growing population. Therefore, new genomic required overcome those challenges. The role novel molecular such speed breeding, modifications genome editing, genome-wide association studies, selection, ‘breeding by design’, RNA-directed DNA methylation summarised this review highlighting their future potential improvement. These opened up opportunities introduce greater genetic diversity into germplasm. Different yield, quality, other agricultural traits including abiotic biotic stresses improved using these research underway revolutionize field.
Язык: Английский
Процитировано
0Research Square (Research Square), Год журнала: 2024, Номер unknown
Опубликована: Июнь 11, 2024
Язык: Английский
Процитировано
0Опубликована: Янв. 1, 2024
Язык: Английский
Процитировано
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