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利用 4D 显微镜、人工智能辅助图像处理和数据声音化技术深入定量分析拟南芥根生长尖端的细胞分裂和伸长动态。

In-Depth Quantification of Cell Division and Elongation Dynamics at the Tip of Growing Arabidopsis Roots Using 4D Microscopy, AI-Assisted Image Processing and Data Sonification.

机构信息

College of Information Science and Engineering, Ritsumeikan University, 1-1-1 Noji-higashi, Kusatsu, Shiga, 525-8577 Japan.

Graduate School of Science and Technology, Nara Institute of Science and Technology, 8916-5 Takayama, Ikoma, Nara, 630-0192 Japan.

出版信息

Plant Cell Physiol. 2023 Dec 6;64(11):1262-1278. doi: 10.1093/pcp/pcad105.

DOI:10.1093/pcp/pcad105
PMID:37861079
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10700013/
Abstract

One of the fundamental questions in plant developmental biology is how cell proliferation and cell expansion coordinately determine organ growth and morphology. An amenable system to address this question is the Arabidopsis root tip, where cell proliferation and elongation occur in spatially separated domains, and cell morphologies can easily be observed using a confocal microscope. While past studies revealed numerous elements of root growth regulation including gene regulatory networks, hormone transport and signaling, cell mechanics and environmental perception, how cells divide and elongate under possible constraints from cell lineages and neighboring cell files has not been analyzed quantitatively. This is mainly due to the technical difficulties in capturing cell division and elongation dynamics at the tip of growing roots, as well as an extremely labor-intensive task of tracing the lineages of frequently dividing cells. Here, we developed a motion-tracking confocal microscope and an Artificial Intelligence (AI)-assisted image-processing pipeline that enables semi-automated quantification of cell division and elongation dynamics at the tip of vertically growing Arabidopsis roots. We also implemented a data sonification tool that facilitates human recognition of cell division synchrony. Using these tools, we revealed previously unnoted lineage-constrained dynamics of cell division and elongation, and their contribution to the root zonation boundaries.

摘要

植物发育生物学的一个基本问题是细胞增殖和细胞扩展如何协调决定器官的生长和形态。拟南芥根尖是一个适合解决这个问题的系统,因为细胞增殖和伸长发生在空间分离的区域,并且可以使用共聚焦显微镜轻松观察细胞形态。虽然过去的研究揭示了许多根生长调节的元素,包括基因调控网络、激素运输和信号转导、细胞力学和环境感知,但在细胞谱系和相邻细胞层的可能限制下,细胞如何分裂和伸长还没有进行定量分析。这主要是由于在生长根尖捕获细胞分裂和伸长动态的技术困难,以及追踪经常分裂细胞谱系的极其繁琐的任务。在这里,我们开发了一种运动跟踪共聚焦显微镜和人工智能(AI)辅助图像处理管道,能够对半自动定量分析垂直生长的拟南芥根尖的细胞分裂和伸长动态。我们还实现了一个数据声化工具,方便人类识别细胞分裂的同步性。使用这些工具,我们揭示了以前未注意到的细胞分裂和伸长的谱系限制动态,以及它们对根分区边界的贡献。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/cff620308295/pcad105f8.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/7bfdc4c735bf/pcad105f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/ea60b9b89fa5/pcad105f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/c0076e5c0f3e/pcad105f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/f22d6bc82186/pcad105f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/c6d61970dd55/pcad105f5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/4565f78a1ecf/pcad105f6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/3747c4c991e1/pcad105f7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/cff620308295/pcad105f8.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/7bfdc4c735bf/pcad105f1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/ea60b9b89fa5/pcad105f2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/c0076e5c0f3e/pcad105f3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/f22d6bc82186/pcad105f4.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/c6d61970dd55/pcad105f5.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/4565f78a1ecf/pcad105f6.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/3747c4c991e1/pcad105f7.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/32a4/10700013/cff620308295/pcad105f8.jpg

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