Villarino Gonzalo, Dahlberg-Wright Signe, Zhang Ling, Schaedel Marianne, Wang Lin, Miller Karyssa, Bartlett Jack, Vu Albert Martin Dang, Busch Wolfgang
Plant Molecular and Cellular Biology Laboratory, Salk Institute for Biological Studies, La Jolla, CA, USA.
Plant Phenomics. 2024 Mar 29;6:0156. doi: 10.34133/plantphenomics.0156. eCollection 2024.
The periderm is a vital protective tissue found in the roots, stems, and woody elements of diverse plant species. It plays an important function in these plants by assuming the role of the epidermis as the outermost layer. Despite its critical role for protecting plants from environmental stresses and pathogens, research on root periderm development has been limited due to its late formation during root development, its presence only in mature root regions, and its impermeability. One of the most straightforward measurements for comparing periderm formation between different genotypes and treatments is periderm (phellem) length. We have developed PAT (Periderm Assessment Toolkit), a high-throughput user-friendly pipeline that integrates an efficient staining protocol, automated imaging, and a deep-learning-based image analysis approach to accurately detect and measure periderm length in the roots of . The reliability and reproducibility of our method was evaluated using a diverse set of 20 Arabidopsis natural accessions. Our automated measurements exhibited a strong correlation with human-expert-generated measurements, achieving a 94% efficiency in periderm length quantification. This robust PAT pipeline streamlines large-scale periderm measurements, thereby being able to facilitate comprehensive genetic studies and screens. Although PAT proves highly effective with automated digital microscopes in Arabidopsis roots, its application may pose challenges with nonautomated microscopy. Although the workflow and principles could be adapted for other plant species, additional optimization would be necessary. While we show that periderm length can be used to distinguish a mutant impaired in periderm development from wild type, we also find it is a plastic trait. Therefore, care must be taken to include sufficient repeats and controls, to minimize variation, and to ensure comparability of periderm length measurements between different genotypes and growth conditions.
周皮是一种重要的保护组织,存在于多种植物物种的根、茎和木质部分。它在这些植物中发挥着重要作用,作为最外层替代了表皮的功能。尽管周皮在保护植物免受环境胁迫和病原体侵害方面起着关键作用,但由于其在根发育过程中形成较晚,仅存在于成熟根区域,且具有不透性,因此对根周皮发育的研究一直有限。比较不同基因型和处理之间周皮形成的最直接测量方法之一是周皮(木栓层)长度。我们开发了PAT(周皮评估工具包),这是一种高通量、用户友好的流程,集成了高效的染色方案、自动成像和基于深度学习的图像分析方法,以准确检测和测量[植物名称未给出]根中的周皮长度。我们使用20种不同的拟南芥自然生态型评估了我们方法的可靠性和可重复性。我们的自动测量结果与人工专家测量结果显示出很强的相关性,在周皮长度定量方面达到了94%的效率。这种强大的PAT流程简化了大规模周皮测量,从而能够促进全面的遗传研究和筛选。尽管PAT在拟南芥根的自动数字显微镜下证明非常有效,但其应用在非自动显微镜下可能会带来挑战。虽然工作流程和原理可以适用于其他植物物种,但还需要进一步优化。虽然我们表明周皮长度可用于区分周皮发育受损的突变体和野生型,但我们也发现它是一个可塑性性状。因此,必须注意包括足够的重复和对照,以尽量减少变异,并确保不同基因型和生长条件下周皮长度测量的可比性。