从数据到决策:水果农业的范式转变通过整合多种学科,现代表型和尖端生物信息工具
Patricia Pacheco-Ruiz1, Sonia Osorio1, José G Vallarino1
1Instituto de Hortofruticultura Subtropical y Mediterránea "La Mayora", Universidad de Málaga-Consejo Superior de Investigaciones Científicas (IHSM-UMA-CSIC), Málaga, Spain.
Frontiers in plant science
|December 26, 2025
概括
新的水果育种技术有望快速的基因组发现,但由于持续的瓶,无法到达农民. 克服数据整合,表型和保护挑战对于可持续的水果农业至关重要.
科学领域:
- 农业科学 农业科学
- 基因组学就是基因组学.
- 生物信息学是一种生物信息学.
背景情况:
- 水果农业正在迅速推进多种奥米克,高吞吐量表型化和机器学习.
- 尽管技术进步,基因组的发现和实际应用在农民的领域之间仍然存在很大的差距.
研究的目的:
- 分析阻碍将基因组发现转化为改进的水果品种的瓶.
- 批判性地评估新技术对果作物遗传和代谢多样性的影响.
- 确定可持续和弹性水果生产所需的系统变化.
主要方法:
- 在水果育种中对多组学,表型化和机器学习的当前文献的综述.
- 对复杂特征的数据整合挑战和表型化局限性的批判性分析.
- 评估创新与生物多样性保护在水果作物改进中的相互作用.
主要成果:
- 技术进步并没有消除,而是转移了水果作物改进中的瓶.
- 关键的挑战包括整合异质的多学科数据,表型复杂的特征,以及平衡创新与生物多样性保护.
- 交付改进品种的时间和成本仍然相当大,类似于过去的几十年.
结论:
- 果种育种面临着一个"死亡之谷",基因组发现难以到达农民.
- 应对数据至决策的挑战需要为可持续,弹性和高质量的水果生产进行系统性变革.
- 整合多样化的数据集和改善表型是未来进步的关键.
相关概念视频
01:59Plant Breeding and Biotechnology
21.4K
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.
21.4K
01:58Fruit Development, Structure, and Function
24.7K
Fruits form from a mature flower ovary. As seeds develop from the ovules contained within, the ovary wall undergoes a series of complex changes to form fruit. In some fruits, such as soybeans, the ovary wall dries; in other fruits, such as grapes, it remains fleshy. In some cases, organs other than the ovary contribute to fruit formation; such fruits are called accessory fruits.
24.7K
02:16Light Acquisition
9.3K
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.
9.3K
02:02Genomics
39.5K
Genomics is the science of genomes: it is the study of all the genetic material of an organism. In humans, the genome consists of information carried in 23 pairs of chromosomes in the nucleus, as well as mitochondrial DNA. In genomics, both coding and non-coding DNA is sequenced and analyzed. Genomics allows a better understanding of all living things, their evolution, and their diversity. It has a myriad of uses: for example, to build phylogenetic trees, to improve productivity and...
39.5K