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相关概念视频

Plant Breeding and Biotechnology01:59

Plant Breeding and Biotechnology

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Crop cultivation has a long history in human civilization, with records showing the cultivation of cereal plants beginning at around 8000 BC. This early plant breeding was developed primarily to provide a steady supply of food.
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Transgenic Plants02:50

Transgenic Plants

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Recombinant DNA technology called transgenesis is often used to add a foreign gene or remove a detrimental gene from an organism. Such genetically modified organisms are called transgenic organisms.
The first-ever transgenic plant was a tobacco plant developed in 1983 that showed resistance against the tobacco mosaic virus. Since then, many transgenic plants have been developed and commercialized for improving the agricultural, ornamental, and horticultural value of a crop plant. Transgenic...
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Light Acquisition02:16

Light Acquisition

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In order to produce glucose, plants need to capture sufficient light energy. Many modern plants have evolved leaves specialized for light acquisition. Leaves can be only millimeters in width or tens of meters wide, depending on the environment. Due to competition for sunlight, evolution has driven the evolution of increasingly larger leaves and taller plants, to avoid shading by their neighbors with contaminant elaboration of root architecture and mechanisms to transport water and nutrients.
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Dihybrid Crosses01:18

Dihybrid Crosses

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Overview
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Transgenic Organisms00:53

Transgenic Organisms

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Plant Tissue Culture02:57

Plant Tissue Culture

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Plant tissue culture is widely used in both primary and applied science. Applications range from plant development studies to functional gene studies, crop improvement, commercial micropropagation, virus elimination, and conservation of rare species.
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相关实验视频

Updated: Sep 19, 2025

Author Spotlight: Streamlining Rice Breeding with CRISPR/Cas for Obtaining Optimal Phenotypic and Agronomic Traits
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Author Spotlight: Streamlining Rice Breeding with CRISPR/Cas for Obtaining Optimal Phenotypic and Agronomic Traits

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通过人工智能支持的数据集成来改善植物育种.

Worasit Sangjan1, Daniel R Kick1, Jacob D Washburn2

  • 1Plant Genetics Research Unit, United States Department of Agriculture, Agricultural Research Service, Columbia, MO, 65211, USA.

TAG. Theoretical and applied genetics. Theoretische und angewandte Genetik
|June 2, 2025
PubMed
概括
此摘要是机器生成的。

人工智能 (AI) 正在通过整合各种数据来改善作物特征来彻底改变植物育种. 虽然不是通用的解决方案,但人工智能为提高育种效率,可持续性和全球粮食安全提供了重大潜力.

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Annotation of Plant Gene Function via Combined Genomics, Metabolomics and Informatics
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Annotation of Plant Gene Function via Combined Genomics, Metabolomics and Informatics

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科学领域:

  • 植物育种和遗传学 植物育种和遗传学
  • 农业科学 农业科学
  • 计算生物学是一种计算生物学.

背景情况:

  • 来自不同来源的大量数据集对于推动作物改进至关重要.
  • 人工智能 (AI) 方法在育种方面有着悠久的历史,最近的进展提供了新的潜力.
  • 集成多个规模,多个平台和多个物种的数据是现代育种计划的关键.

研究的目的:

  • 探索人工智能在植物育种中的变革潜力.
  • 突出AI在整合多样化的数据流中的作用,以提高作物改进.
  • 讨论人工智能在预测特征,生物推理和优化繁殖周期方面的应用.

主要方法:

  • 审查现有的人工智能在植物育种中的应用.
  • 分析人工智能工具的数据集成能力.
  • 探索AI对预测准确性和生物洞察力的影响.

主要成果:

  • 人工智能应用涵盖数据挖掘,表型,遗传学,多组学,环境监测和管理实践.
  • 人工智能可以提高植物特征的预测准确度,加速繁殖周期和资源管理.
  • 人工智能为增强生物推理,基因发现和基因编辑提供了潜力.

结论:

  • 人工智能正在改变植物育种,具有提高作物弹性,产量和可持续性的巨大潜力.
  • 通过人工智能成功集成数据可以支持全球粮食安全,并激发未来的育种技术.
  • 虽然人工智能看起来很有前途,但它的全部潜力仍在展开,根据特定的应用程序和数据集,结果各不相同.