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发育过程的数学建模。

Mathematical modeling for developmental processes.

机构信息

Department of Biology, Faculty of Science, Kyushu University, Fukuoka, Japan.

Institute for Freshwater Biology, Nagano University, Ueda, Nagano, Japan.

出版信息

Dev Growth Differ. 2023 Jun;65(5):272-281. doi: 10.1111/dgd.12856. Epub 2023 May 26.

Abstract

We review several mathematical models and concepts in developmental biology that have been established over the last decade. (1) Feedback vertex set: Ascidian embryos contain cells of seven types, and cell fate is controlled by ~100 interacting genes. The "feedback vertex set" of the directed graph of the gene regulatory network consists of a small number of genes. By experimentally manipulating them, we can differentiate cells into any cell type. (2) Tissue deformation: Describing morphological changes in tissues and relating them to gene expression and other cellular processes is key in understanding morphogenesis. Expansion and anisotropy of the tissue are described by a "deformation tensor" at each location. A study on chick limb bud formation revealed that both the volume growth rate and anisotropy in deformation differed significantly between locations and stages. (3) Mechanobiology: Forces operating on each cell may alter cell shape and gene expression, which may subsequently exert forces on their surroundings. Measurements of force, tissue shape, and gene expression help us understand autonomous tissue deformation. (4) Adaptive design of development: An optimal growth schedule in fluctuating environments explains the growth response to starvation in Drosophila larvae. Adaptive placement of morphogen sources makes development robust to noises.

摘要

我们回顾了过去十年中在发育生物学中建立的几个数学模型和概念。(1)反馈顶点集:海鞘胚胎包含七种类型的细胞,细胞命运由大约 100 个相互作用的基因控制。基因调控网络的有向图的“反馈顶点集”由少数几个基因组成。通过对这些基因进行实验操作,我们可以将细胞分化成任何一种细胞类型。(2)组织变形:描述组织的形态变化,并将其与基因表达和其他细胞过程联系起来,是理解形态发生的关键。在每个位置,组织的膨胀和各向异性由“变形张量”描述。对鸡肢芽形成的研究表明,体积增长率和变形各向异性在位置和阶段之间存在显著差异。(3)力学生物学:作用于每个细胞的力可能会改变细胞的形状和基因表达,进而对其周围环境施加力。对力、组织形状和基因表达的测量有助于我们理解自主组织变形。(4)发育的自适应设计:在波动环境中最优的生长计划解释了果蝇幼虫对饥饿的生长反应。形态发生源的自适应放置使发育对噪声具有鲁棒性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/4419/11520983/9de658498dc8/DGD-65-272-g006.jpg

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