解剖阵列:植物解剖表型的高通量平台。

Yikeng Cheng,Jiawei Shi,Zhanghan Pang,Nuo Xu,Kejie Chai,Jie Gao,Zhen Jia,Bingqian Hao,Huanran Yin,Ruiling Fang,Shangyuan Xie,Wei Chen,Daoquan Xiang,Zhuqing Zhou,Wanneng Yang,Qiang Li
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引用次数: 0

摘要

细胞的解剖结构或排列往往决定了植物组织的组织和功能。然而,目前的大规模成像和精确定量解剖特征的方法面临着很大的局限性。为了解决这些挑战,我们引入了AnatomyArray系统,这是一个用于植物多重组织切片和解剖表型的集成平台。该系统包括高适应性设备,用于高通量石蜡切片和各种植物组织的多通道幻灯片成像,以及用于分析细胞排列和形态的组织尺度模式的深度学习工具AnatomyNet。AnatomyNet在组织和细胞水平上提供准确、自动化的解剖特征定量,优于现有的图像分析工具。利用AnatomyArray系统,通过基于解剖的全基因组关联研究(GWAS),对小麦(Triticum aestivum L.)不同群体根系解剖的遗传基础进行了剖析。在所鉴定的候选基因中,SQUAMOSA启动子结合蛋白样14 (TaSPL14)与根中柱和中柱鞘大小相关。对Taspl14突变体的分析证实,Taspl14通过影响植物激素通路,在调节根生长和组织大小方面发挥关键作用。AnatomyArray平台实现了细胞水平特征的高通量表征,并提供了对植物解剖结构形成机制的见解。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
AnatomyArray: a high-throughput platform for anatomical phenotyping in plants.
The anatomy or the arrangement of cells often determines the organization and function of plant tissues. However, current methods in large-scale imaging and accurate quantification of anatomical traits face major limitations. To address these challenges, we introduce the AnatomyArray system, an integrated platform for multiplexed tissue sectioning and anatomical phenotyping in plants. This system includes a highly adaptable device for high-throughput paraffin sectioning and multi-channel slide imaging of various plant tissues, along with AnatomyNet, a deep learning tool for analyzing tissue-scale patterns of cell arrangement and morphology. AnatomyNet delivers accurate, automated quantification of anatomical traits at both the tissue and cellular levels, outperforming existing tools in image analysis. Using the AnatomyArray system, we dissected the genetic basis of root anatomy in a diverse wheat (Triticum aestivum L.) population through anatomcis-based genome-wide association studies (GWAS). Among the candidate genes identified, SQUAMOSA PROMOTER BINDING PROTEIN-LIKE 14 (TaSPL14) was associated with stele and pericycle size in roots. Analysis of Taspl14 mutants confirmed that TaSPL14 plays a critical role in regulating root growth and tissue size by influencing phytohormone pathways. The AnatomyArray platform enables high-throughput characterization of cellular-level features and provides insights into the mechanisms shaping anatomical structure in plants.
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