Topological properties accurately predict cell division events and organization of Arabidopsis thaliana’s shoot apical meristem
Topological properties accurately predict cell division events and organization of Arabidopsis thaliana’s shoot apical meristem
Abstract Cell division and the resulting changes to the cell organization affect the shape and functionality of all tissues. Thus, understanding the determinants of the tissue-wide changes imposed by cell division is a key question in developmental biology. Here, we use a network representation of live cell imaging data from shoot apical meristems (SAMs) in Arabidopsis thaliana to predict cell division events and their consequences at a tissue level. We show that a classifier based on the SAM network properties is predictive of cell division events, with validation accuracy of 82%, on par with that based on cell size alone. Further, we demonstrate that the combination of topological and biological properties, including: cell size, perimeter, distance, and shared cell wall between cells, can further boost the prediction accuracy of resulting changes in topology triggered by cell division. Using our classifiers, we demonstrate the importance of microtubule mediated cell-to-cell growth coordination in influencing tissue-level topology. Altogether, the results from our network-based analysis demonstrates a feedback mechanism between tissue topology and cell division in A. thaliana’s SAMs. Summary statementwe use a network representation of live cell imaging data from SAMs in Arabidopsis thaliana to predict cell division events and their consequences at a tissue level.
Matz Timon W.、Sampathkumar Arun、Kulshreshtha Ritika、Wang Yang、Nikoloski Zoran
Bioinformatics, Institute of Biochemistry and Biology, University of Potsdam||Systems Biology and Mathematical Modelling, Max Planck Institute of Molecular Plant PhysiologyPlant Cell Biology and Microscopy, Max Planck Institute of Molecular Plant PhysiologyPlant Cell Biology and Microscopy, Max Planck Institute of Molecular Plant PhysiologyPlant Cell Biology and Microscopy, Max Planck Institute of Molecular Plant PhysiologyBioinformatics, Institute of Biochemistry and Biology, University of Potsdam||Systems Biology and Mathematical Modelling, Max Planck Institute of Molecular Plant Physiology
细胞生物学植物学生物科学研究方法、生物科学研究技术
Matz Timon W.,Sampathkumar Arun,Kulshreshtha Ritika,Wang Yang,Nikoloski Zoran.Topological properties accurately predict cell division events and organization of Arabidopsis thaliana’s shoot apical meristem[EB/OL].(2025-03-28)[2025-04-30].https://www.biorxiv.org/content/10.1101/2021.10.05.463218.点此复制
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