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农业人工智能 单细胞组学 畜禽育种 精准农业

同时包含农业人工智能、单细胞组学、畜禽育种、精准农业的农业资讯,共 1 条。

论文Journal of Animal Science and Biotechnology/Journal of animal science and biotechnology

Harnessing single-cell omics for farmed animal improvement and human health

Abstract Cellular heterogeneity underlies the regulation of complex traits and diseases, making cell-resolved molecular characterization fundamental for advancing precision agriculture and human biomedicine. Rapid advances in single-cell omics technologies, together with the ever-evolving computational methods, have led to the establishment of large-scale single cell atlases across multiple species, providing unprecedented opportunities to systematically dissect cellular diversity and regulatory mechanisms underlying complex phenotypes. In this review, we summarize recent progresses in single-cell sequencing technologies, reference cell atlas projects, and the integration of single-cell omics with population/quantitative genetics, as well as discuss how artificial intelligence and predictive perturbation modelling are reshaping single-cell research. Finally, we highlight future directions toward population-scale single-cell omics, AI-driven virtual cells/tissues, and genotype–cell/tissue–trait frameworks, which are expected to transform biological discovery, enable better design of veterinary medicines and human therapeutics, as well as accelerate sustainable farmed animal improvement and precision medicine.

关注点

该综述提出群体尺度单细胞组学与基因型—细胞/组织—表型框架,可作为畜禽育种与兽药设计的技术路线参考,但尚处展望阶段,无实证数据支撑。

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