由人工智能驱动的多尺度虚拟植物细胞建模:从分子机制到组织功能
1National Key Laboratory of Cotton Bio-Breeding and Integrated Utilization, State Key Laboratory of Crop Stress Adaptation and Improvement, Key Laboratory of Plant Stress Biology, School of Life Sciences, Henan University, Kaifeng, 475001, Henan, China.
Planta
|March 3, 2026
概括
由人工智能驱动的多尺度虚拟植物细胞建模彻底改变了植物系统生物学. 这种方法可以从分子到组织层面进行预测模拟,加速气候适应性作物的发展.
科学领域:
- 植物系统生物学 植物系统生物学
- 计算生物学 计算生物学
- 人工智能在生物学中的应用
背景情况:
- 植物中复杂的生物过程需要先进的建模技术.
- 了解植物对环境变化和发育机制的反应至关重要.
研究的目的:
- 审查人工智能驱动的多尺度虚拟植物细胞建模.
- 突出技术进步和植物系统生物学中的应用.
主要方法:
- 神经网络辅助的分子相互作用预测.
- 虚拟植物组织模拟和3D重建.
- 生成对抗性网络 (GANs),转移学习和多omics集成.
主要成果:
- 人工智能模型能够从蛋白质相互作用到组织功能进行系统模拟.
- 技术解决了数据稀缺性和跨物种建模挑战.
- 通过体外实验和进化分析进行验证.
结论:
- 人工智能驱动的多尺度建模将植物系统生物学转向预测和工程范式.
- 这种方法加速了对气候适应性作物的工程.
- 未来的方向包括量子计算和农业数字双胞胎.
相关概念视频
Plant Cells and Tissues
Plant tissues are collections of similar cells performing related functions. Different plant tissues will have their own specialized roles and can be combined with other tissues to form organs such as flowers, fruit, stem, and leaves. Two major types of plant tissue include meristematic and permanent tissue.
Morphogenesis
Plant morphogenesis—the development of a plant’s form and structure—involves several overlapping developmental processes, including growth and cell differentiation. Precursor cells differentiate into specific cell types, which are organized into the tissues and organ systems that make up the functional plant.
Animal and Plant Cell Structure
Animal and plant cells not only differ in their structure, function, and mode of nutrition but also in how they reproduce, specialize, and organize into complex structures.
Cell Division
Though both plant and animal cells divide by mitosis (for non-gametic cells) and meiosis (for gametic cells), they differ in the specifics of this process. Unlike animal cells, plant cells lack centrosomes — an organelle responsible for organizing the spindle fibers and segregating the chromosomes during cell...
Cell Division
Though both plant and animal cells divide by mitosis (for non-gametic cells) and meiosis (for gametic cells), they differ in the specifics of this process. Unlike animal cells, plant cells lack centrosomes — an organelle responsible for organizing the spindle fibers and segregating the chromosomes during cell...
Cell Signaling in Plants
Plant cells communicate to coordinate their cycle of growth, flowering and fruiting, and activities in roots, shoots, and leaves in response to the changing environmental conditions. Plant signaling is distinct from animal signaling. Plants primarily utilize enzyme-linked receptors, whereas the largest class of cell-surface receptors in animals are G-protein coupled receptors (GPCRs). Unlike animals, receptor tyrosine kinases are rare in plants. Instead, plants have a diverse class of...
Plant Tissues
Plants are multicellular eukaryotes with tissue systems made of various cell types that carry out specific functions. Different tissues work together to perform a unique function and form an organ. Organs working together form organ systems. Vascular plants have two distinct organ systems: a shoot system and a root system. The shoot system consists of two portions: the vegetative (non-reproductive) parts of the plant, such as the leaves and the stems, and the reproductive parts of the plant,...
Cell Adhesion in Plants
Plants have rigid cell walls that are made up of cell wall polysaccharides that mediate cell-cell adhesion. The primary cell walls of plants consist of two independent and interacting polysaccharide networks: a pectin matrix that embeds the second network comprising cellulose and hemicelluloses.
Pectins are complex heteropolymers mainly composed of negatively-charged α-D-glucopyranosyl uronic acid and some neutral glycosyl residues such as α-L-rhamnopyranose, α-L-arabinofuranose, and...
Pectins are complex heteropolymers mainly composed of negatively-charged α-D-glucopyranosyl uronic acid and some neutral glycosyl residues such as α-L-rhamnopyranose, α-L-arabinofuranose, and...


