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Rapid, automated detection of stem canker symptoms in woody perennials using artificial neural network analysis.利用人工神经网络分析快速、自动检测木本多年生植物茎溃疡症状。
Plant Methods. 2015 Dec 24;11:57. doi: 10.1186/s13007-015-0100-8. eCollection 2015.
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Of guards, decoys, baits and traps: pathogen perception in plants by type III effector sensors.植物中 III 型效应器传感器对病原体的感知:防御机制、诱饵和陷阱。
Curr Opin Microbiol. 2016 Feb;29:49-55. doi: 10.1016/j.mib.2015.10.006. Epub 2015 Nov 18.
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Genomics and transcriptomics of Xanthomonas campestris species challenge the concept of core type III effectome.野油菜黄单胞菌物种的基因组学和转录组学对核心III型效应蛋白组的概念提出了挑战。
BMC Genomics. 2015 Nov 18;16:975. doi: 10.1186/s12864-015-2190-0.
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Improvement of Lesion Phenotyping in Cercospora beticola-Sugar Beet Interaction by Hyperspectral Imaging.利用高光谱成像技术改善甜菜生尾孢菌与甜菜互作中的病斑表型分析
Phytopathology. 2016 Feb;106(2):177-84. doi: 10.1094/PHYTO-04-15-0100-R. Epub 2015 Dec 29.
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Bacterial Leaf Infiltration Assay for Fine Characterization of Plant Defense Responses using the Arabidopsis thaliana-Pseudomonas syringae Pathosystem.利用拟南芥-丁香假单胞菌致病系统对植物防御反应进行精细表征的细菌叶片浸润试验
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The ImageJ ecosystem: An open platform for biomedical image analysis.ImageJ生态系统:一个用于生物医学图像分析的开放平台。
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Unmanned aerial platform-based multi-spectral imaging for field phenotyping of maize.基于无人机平台的多光谱成像用于玉米田间表型分析
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Identification of novel Xanthomonas euvesicatoria type III effector proteins by a machine-learning approach.通过机器学习方法鉴定新的野油菜黄单胞菌III型效应蛋白
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Pseudomonas syringae pv. tomato DC3000 Type III Secretion Effector Polymutants Reveal an Interplay between HopAD1 and AvrPtoB.丁香假单胞菌番茄致病变种DC3000三型分泌效应蛋白多突变体揭示了HopAD1与AvrPtoB之间的相互作用。
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基于图像的定量表型分析方法有助于深入了解植物病害的空间和时间维度。

Quantitative, Image-Based Phenotyping Methods Provide Insight into Spatial and Temporal Dimensions of Plant Disease.

作者信息

Mutka Andrew M, Fentress Sarah J, Sher Joel W, Berry Jeffrey C, Pretz Chelsea, Nusinow Dmitri A, Bart Rebecca

机构信息

Donald Danforth Plant Science Center, Saint Louis, MO 63132.

Donald Danforth Plant Science Center, Saint Louis, MO 63132

出版信息

Plant Physiol. 2016 Oct;172(2):650-660. doi: 10.1104/pp.16.00984. Epub 2016 Jul 21.

DOI:10.1104/pp.16.00984
PMID:27443602
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC5047107/
Abstract

Plant disease symptoms exhibit complex spatial and temporal patterns that are challenging to quantify. Image-based phenotyping approaches enable multidimensional characterization of host-microbe interactions and are well suited to capture spatial and temporal data that are key to understanding disease progression. We applied image-based methods to investigate cassava bacterial blight, which is caused by the pathogen Xanthomonas axonopodis pv. manihotis (Xam). We generated Xam strains in which individual predicted type III effector (T3E) genes were mutated and applied multiple imaging approaches to investigate the role of these proteins in bacterial virulence. Specifically, we quantified bacterial populations, water-soaking disease symptoms, and pathogen spread from the site of inoculation over time for strains with mutations in avrBs2, xopX, and xopK as compared to wild-type Xam ∆avrBs2 and ∆xopX both showed reduced growth in planta and delayed spread through the vasculature system of cassava. ∆avrBs2 exhibited reduced water-soaking symptoms at the site of inoculation. In contrast, ∆xopK exhibited enhanced induction of disease symptoms at the site of inoculation but reduced spread through the vasculature. Our results highlight the importance of adopting a multipronged approach to plant disease phenotyping to more fully understand the roles of T3Es in virulence. Finally, we demonstrate that the approaches used in this study can be extended to many host-microbe systems and increase the dimensions of phenotype that can be explored.

摘要

植物病害症状呈现出复杂的时空模式,难以进行量化。基于图像的表型分析方法能够对宿主 - 微生物相互作用进行多维度表征,非常适合捕捉对于理解病害进展至关重要的时空数据。我们应用基于图像的方法来研究木薯细菌性枯萎病,该病由病原菌野油菜黄单胞菌木薯致病变种(Xam)引起。我们构建了单个预测的III型效应子(T3E)基因突变的Xam菌株,并应用多种成像方法来研究这些蛋白在细菌毒力中的作用。具体而言,我们对avrBs2、xopX和xopK基因突变的菌株,以及野生型Xam ∆avrBs2和∆xopX,随着时间推移对细菌群体数量、水渍状病害症状以及病原菌从接种部位的扩散情况进行了量化。与野生型相比,∆avrBs2和∆xopX在植物体内的生长均减缓,且通过木薯维管系统的扩散延迟。∆avrBs2在接种部位的水渍状症状减轻。相反,∆xopK在接种部位病害症状的诱导增强,但通过维管系统的扩散减少。我们的结果凸显了采用多管齐下的方法进行植物病害表型分析对于更全面理解T3E在毒力中的作用的重要性。最后,我们证明本研究中使用的方法可以扩展到许多宿主 - 微生物系统,并增加可探索的表型维度。