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Two Polyketide Synthase Genes, VpPKS10 and VpPKS33, Regulated by VpLaeA Are Essential to the Virulence of Valsa pyri. 由 VpLaeA 调控的两个多酮合成酶基因 VpPKS10 和 VpPKS33 对于焦蝽的毒力至关重要。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-09-01 Epub Date: 2024-09-09 DOI: 10.1094/PHYTO-12-23-0498-R
Liangliang Zhu, Lin Tang, Xiangrong Tian, Yayuan Bai, Lili Huang

Valsa pyri, the causal agent of pear canker disease, typically induces cankers on the bark of infected trees and even leads to tree mortality. Secondary metabolites produced by pathogenic fungi play a crucial role in the pathogenic process. In this study, secondary metabolic regulator VpLaeA was identified in V. pyri. VpLaeA was found to strongly affect the pathogenicity, fruiting body formation, and toxicity of secondary metabolites of V. pyri. Additionally, VpLaeA was found to be required for the response of V. pyri to some abiotic stresses. Transcriptome data analysis revealed that many of differentially expressed genes were involved in the secondary metabolite biosynthesis. Among them, about one third of secondary metabolite biosynthesis core genes were regulated by VpLaeA at different periods. Seven differentially expressed secondary metabolite biosynthesis core genes (VpPKS9, VpPKS10, VpPKS33, VpNRPS6, VpNRPS7, VpNRPS16, and VpNRPS17) were selected for knockout. Two modular polyketide synthase genes (VpPKS10 and VpPKS33) that were closely related to the virulence of V. pyri from the above seven genes were identified. Notably, VpPKS10 and VpPKS33 also affected the production of fruiting body of V. pyri but did not participate in the resistance of V. pyri to abiotic stresses. Overall, this study demonstrates the multifaceted biological functions of VpLaeA in V. pyri and identifies two toxicity-associated polyketide synthase genes in Valsa species fungi for the first time.

梨腐烂病的病原菌 Valsa pyri 通常会在受感染树木的树皮上诱发腐烂,甚至导致树木死亡。病原真菌产生的次级代谢产物(SMs)在致病过程中起着至关重要的作用。本研究发现了 V. pyri 的次生代谢调节因子 VpLaeA。研究发现,VpLaeA 能强烈影响焦蝽的致病性、子实体的形成和 SMs 的毒性。此外,还发现 VpLaeA 是 Pyri 对某些非生物胁迫做出反应所必需的。转录组数据分析显示,许多差异表达基因参与了次生代谢物的生物合成(SMB)。其中,约三分之一的 SMB 核心基因在不同时期受 VpLaeA 的调控。筛选出七个差异表达的 SMB 核心基因(VpPKS9、VpPKS10、VpPKS33、VpNRPS6、VpNRPS7、VpNRPS16 和 VpNRPS17)进行敲除。从上述 7 个基因中确定了两个模块化多酮合成酶(PKS)基因(VpPKS10 和 VpPKS33),它们与焦脓疱疮病毒的毒力密切相关。值得注意的是,VpPKS10 和 VpPKS33 也会影响脓葡萄孢子体的产生,但并不参与脓葡萄孢对非生物胁迫的抗性。总之,本研究证明了VpLaeA在V. pyri中的多方面生物学功能,并首次在Valsa种真菌中鉴定了两个与毒性相关的PKS基因。
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引用次数: 0
Deep Learning-Based Barley Disease Quantification for Sustainable Crop Production. 基于深度学习的大麦病害定量分析促进可持续作物生产
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-09-01 Epub Date: 2024-09-13 DOI: 10.1094/PHYTO-02-24-0056-KC
Yassine Bouhouch, Qassim Esmaeel, Nicolas Richet, Essaïd Aït Barka, Aurélie Backes, Luiz Angelo Steffenel, Majida Hafidi, Cédric Jacquard, Lisa Sanchez

Net blotch disease caused by Drechslera teres is a major fungal disease that affects barley (Hordeum vulgare) plants and can result in significant crop losses. In this study, we developed a deep learning model to quantify net blotch disease symptoms on different days postinfection on seedling leaves using Cascade R-CNN (region-based convolutional neural network) and U-Net (a convolutional neural network) architectures. We used a dataset of barley leaf images with annotations of net blotch disease to train and evaluate the model. The model achieved an accuracy of 95% for Cascade R-CNN in net blotch disease detection and a Jaccard index score of 0.99, indicating high accuracy in disease quantification and location. The combination of Cascade R-CNN and U-Net architectures improved the detection of small and irregularly shaped lesions in the images at 4 days postinfection, leading to better disease quantification. To validate the model developed, we compared the results obtained by automated measurement with a classical method (necrosis diameter measurement) and a pathogen detection by real-time PCR. The proposed deep learning model could be used in automated systems for disease quantification and to screen the efficacy of potential biocontrol agents to protect against disease.

由 Drechslera teres 引起的网斑病是影响大麦(Hordeum vulgare)植株的一种主要真菌病害,可导致严重的作物损失。在这项研究中,我们开发了一种深度学习模型,利用级联 R-CNN(基于区域的卷积神经网络)和 U-Net(一种卷积神经网络)架构来量化幼苗叶片感染后不同天数的净斑病症状。我们使用带有网斑病注释的大麦叶片图像数据集来训练和评估该模型。该模型的级联 R-CNN 净斑病检测准确率达到 95%,Jaccard 指数为 0.99,表明疾病定量和定位的准确率很高。级联 R-CNN 和 U-Net 架构的结合提高了对感染后 4 天图像中形状不规则的小病灶的检测,从而更好地量化了疾病。为了验证所开发的模型,我们将自动测量的结果与经典方法(坏死直径测量)和实时 PCR 的病原体检测结果进行了比较。所提出的深度学习模型可用于病害定量的自动化系统,也可用于筛选潜在生物防治剂的防病效果。
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引用次数: 0
Reconsidering the Lessons Learned from the 1970 Southern Corn Leaf Blight Epidemic. 重新考虑从 1970 年南方玉米叶枯病疫情中吸取的教训。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-09-01 Epub Date: 2024-08-14 DOI: 10.1094/PHYTO-03-24-0105-PER
Peter Balint-Kurti, Jerald Pataky

The southern corn leaf blight epidemic of 1970 caused estimated losses of about 16% for the U.S. corn crop, equivalent to about $8 billion in current terms. The epidemic was caused by the prevalence of Texas male sterile cytoplasm (cms-T), used to produce most of the hybrid corn seed planted that year, combined with the emergence of a novel race of the fungus Cochliobolus heterostrophus that was exquisitely virulent on cms-T corn. Remarkably, the epidemic lasted just a single year. This episode has often been portrayed in the literature and textbooks over the last 50 years as a catastrophic mistake perpetrated by corn breeders and seed companies of the time who did not understand or account for the dangers of crop genetic uniformity. In this perspective article, we aim to present an alternative interpretation of these events. First, we contend that, rather than being caused by a grievous error on the part of the corn breeding and seed industry, this epidemic was a particularly unfortunate, unusual, and unlucky consequence of a technological advancement intended to improve the efficiency of corn seed production for America's farmers. Second, we tell the story of the resolution of the epidemic as an example of timely, meticulously applied research in the public sector for the public good.

据估计,1970 年南方玉米叶枯病疫情给美国玉米作物造成了约 16% 的损失,按当前价格计算相当于约 80 亿美元。造成这一流行病的原因是得克萨斯雄性不育细胞质(cms-T)的盛行,而该年种植的大部分杂交玉米种子都是用这种细胞质生产的,再加上出现了一种对 cms-T 玉米具有极强毒性的新型异养鞘氨醇真菌(Cochliobolus heterostrophus)。值得注意的是,疫情只持续了一年。在过去 50 年的文献和教科书中,这一事件经常被描述为当时的玉米育种者和种子公司犯下的灾难性错误,他们不了解或没有考虑到作物基因一致性的危险。在这篇透视文章中,我们旨在对这些事件提出另一种解释。首先,我们认为,这一流行病不是玉米育种和种子行业的严重错误造成的,而是旨在为美国农民提高玉米种子生产效率的技术进步带来的特别不幸、不寻常和不走运的后果。其次,我们把解决这一疫情的故事作为公共部门及时、细致地开展公益应用研究的一个范例。
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引用次数: 0
A Transmission Assay of 'Candidatus Liberibacter asiaticus' Using Citrus Phloem Sap and Topical Feeding to Its Insect Vector, Diaphorina citri. 利用柑橘韧皮部汁液和局部喂食其昆虫载体--柑橘褐飞虱--进行 "亚洲自由杆菌 "传播试验。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-09-01 Epub Date: 2024-09-12 DOI: 10.1094/PHYTO-05-24-0171-SC
Nabil Killiny, Shelley E Jones

'Candidatus Liberibacter asiaticus', the putative causal agent of citrus greening disease, is transmitted by the Asian citrus psyllid, Diaphorina citri, in a propagative, circulative, and persistent manner. Unfortunately, 'Ca. L. asiaticus' is not yet available in pure culture to carry out Koch's postulates and to confirm its etiology. When a pure culture is available, an assay to test its infectivity in both the insect vector and the plant host will be crucial. Herein, we described a transmission assay based on the use of phloem sap extracted from infected citrus plants and topical feeding to D. citri nymphs. Phloem sap was collected by centrifugation, diluted with 0.1 M phosphate buffer pH 7.4 containing 20% (wt/vol) sucrose and 0.1% ascorbic acid (wt/vol) as an antioxidant, and delivered to third through fifth instar nymphs by placing droplets on the mouthparts. Nymphs unfolded the stylets and acquired the phloem sap containing the bacterial pathogen. Nymphs were then placed onto Citrus macrophylla seedlings (10 nymphs per seedling) for an inoculation period of 2 weeks. A transmission rate of up to 80% was recorded at 6 months postinoculation. The method could be a powerful tool to test the transmissibility of the bacterial pathogen after various treatments to reduce the viability of the bacteria or to block its transmission. In addition, it might be a potent assay to achieve Koch's postulates if a pure culture of 'Ca. L. asiaticus' becomes available.

柑橘绿化病的假定病原体'Candidatus Liberibacter asiaticus'是由亚洲柑橘木虱(Diaphorina citri)以繁殖、循环和持久的方式传播的。不幸的是,'Ca.L.asiaticus "还没有纯培养物,因此无法进行科赫推论并确认其病因。当有了纯培养物后,检测其在昆虫媒介和植物宿主中的感染性将至关重要。在此,我们介绍了一种基于从受感染的柑橘植物中提取韧皮部汁液并局部喂食柑橘蓟马若虫的传播检测方法。通过离心收集韧皮部汁液,用含有 20% (w/v)蔗糖和 0.1% 抗坏血酸(w/v)作为抗氧化剂的 pH 7.4 的 0.1 M 磷酸盐缓冲液稀释,然后将液滴滴在第三至第五龄若虫的口器上。若虫展开花柱,获取含有细菌病原体的韧皮部汁液。然后将若虫置于大叶柑橘树苗上(每株树苗十个若虫),接种期为两周。接种后六个月的传播率高达 80%。该方法是一种强大的工具,可用于测试细菌病原体在经过各种处理以降低其存活率或阻止其传播后的传播能力。此外,如果'Ca. L. asiaticus'的纯培养物变成'Ca.L.asiaticus "的纯培养物时,这可能是实现科赫假设的有效检测方法。
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引用次数: 0
Analysis of the Genetic Variation and Geographic Distribution Patterns of Xanthomonas citri pv. citri Strains in Citrus Production in Burkina Faso. 布基纳法索柑橘生产中柑橘黄单胞菌(Xanthomonas citri pv. citri)菌株的遗传变异和地理分布模式分析。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-09-01 Epub Date: 2024-08-14 DOI: 10.1094/PHYTO-04-24-0121-R
Kevin Ben Fabrice Zerbo, Florence Yameogo, Issa Wonni, Irénée Somda

It is essential to have a thorough knowledge of the genetic variation among different strains of Xanthomonas citri pv. citri, which is responsible for causing citrus bacterial canker. This understanding is important for studying disease characteristics, population structure, and evolution and ultimately for developing sustainable methods of control. A total of 48 strains obtained from citrus production areas in Burkina Faso in 2012, 2020, and 2021 were subjected to Polymerase Chain reaction (PCR) tests using specific primers. The aim was to examine the distribution of type 3 effectors and determine the geographical origins of the strains. The examination of the distribution of type 3 non-transcription-activator-like effectors (TALEs) revealed a broader range of strains obtained in 2020 and 2021 than in 2012. However, all the strains possessed a shared set of three genes, specifically, XopE2, XopN, and AvrBs2. Furthermore, all examined effectors were observed in the Bobo-Dioulasso region. Regarding the characterization of TALEs, two profiles containing two to three TALEs were discovered. Profile 1, consisting of two TALEs, was found in 37 X. citri pv. citri strains, whereas Profile 2, comprising three TALEs, was detected in 11 strains. Among the three TALEs (A, B, and C) that were identified, TALEs B and C were present in all the strains. The correlation matrix indicated a positive association between the type 3 effector content of strains and the duration of their isolation. Principal component analysis revealed a limited organization of the strains under investigation. [Formula: see text] Copyright © 2024 The Author(s). This is an open access article distributed under the CC BY-NC-ND 4.0 International license.

全面了解导致柑橘细菌性腐烂病的柑橘黄单胞菌 pv. citri(Xcc)不同菌株之间的遗传变异至关重要。这种了解对于研究病害特征、种群结构和进化,以及最终开发可持续的控制方法非常重要。使用特定引物对 2012 年、2020 年和 2021 年从布基纳法索柑橘产区获得的 48 株菌株进行了聚合酶链式反应(PCR)测试。目的是检查 3 型效应物(T3E)的分布情况,并确定菌株的地理来源。对 3 型非转录激活子样效应器(TALEs)分布的检测显示,2020 年和 2021 年获得的菌株比 2012 年的范围更广。不过,所有菌株都拥有一组共享的三个基因,具体为 XopE2、XopN 和 AvrBs2。此外,在博博迪乌拉索地区观察到了所有被检测的效应因子。关于 TALEs 的特征,发现了两个包含两到三个 TALEs 的剖面。在 37 株 Xcc 菌株中发现了由两个 TALEs 组成的剖面 1,而在 11 株菌株中发现了由三个 TALEs 组成的剖面 2。在已确定的三个 TALE(A、B 和 C)中,TALE B 和 C 存在于所有菌株中。相关矩阵表明,菌株的 T3E 含量与其分离时间呈正相关。主成分分析表明所研究菌株的组织结构有限。
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引用次数: 0
Bioproducts of Pseudomonas chlororaphis Suppress DMI Fungicide-Induced CsCYP51A and CsCYP51B Gene Expression in Colletotrichum siamense and Generate Synergistic Effects with Metconazole and Propiconazole. 绿脓杆菌的生物制品可抑制 DMI 杀菌剂诱导的 CsCYP51A 和 CsCYP51B 基因在 Colletotrichum siamense 中的表达,并与甲康唑和丙环唑产生协同效应。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-09-01 Epub Date: 2024-08-20 DOI: 10.1094/PHYTO-03-24-0090-R
Johanna Wesche, Peishan Wu, Chao-Xi Luo, James E Faust, Guido Schnabel

Mixtures of fungicides with different modes of action are commonly used as disease and resistance management tools, but little is known of mixtures of natural and synthetic products. In this study, mixtures of metabolites from the rhizobacterium Pseudomonas chlororaphis strain ASF009 formulated as Howler EVO with below-label rates (50 µg/ml) of conventional sterol demethylation inhibitor (DMI) fungicides were investigated for control of anthracnose of cherry (Prunus avium) caused by Colletotrichum siamense. Howler mixed with metconazole or propiconazole synergistically reduced disease severity through lesion growth. Real-time PCR showed that difenoconazole, flutriafol, metconazole, and propiconazole induced the expression of DMI target genes CsCYP51A and CsCYP51B in C. siamense. The addition of Howler completely suppressed the DMI fungicide-induced expression of both CYP51 genes. We hypothesize that the downregulation of DMI fungicide-induced expression of the DMI target genes may, at least in part, explain the synergism observed in detached fruit assays.

不同作用模式的杀菌剂混合物通常被用作病害和抗性管理工具,但人们对天然和合成产品的混合物知之甚少。在这项研究中,研究了根瘤假单胞菌 Chlororaphis 菌株 ASF009 的代谢物配制成的 Howler EVO 与低于标签剂量(50 微克/毫升)的传统甾醇脱甲基化抑制剂(DMI)杀菌剂的混合物,用于防治由 Colletotrichum siamense 引起的樱桃炭疽病(Prunus avium)。Howler 与甲环唑或丙环唑混合使用,可通过病斑生长协同降低病害严重程度。实时 PCR 显示,苯醚甲环唑、氟环唑、甲环唑和丙环唑可诱导 C. siamense 中 DMI 靶基因 CsCYP51A 和 CsCYP51B 的表达。加入 Howler 能完全抑制 DMI 真菌诱导的这两个 CYP51 基因的表达。我们推测,下调 DMI 杀菌剂诱导的 DMI 靶基因的表达,至少部分解释了在离体果实试验中观察到的协同作用。
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引用次数: 0
Yellow Dwarf Virus Resistance in Barley: Phenotyping, Remote Imagery, and Virus-Vector Characterization. 大麦的 YDV 抗性:表型、遥感图像和病毒-病媒特征描述。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-09-01 Epub Date: 2024-09-10 DOI: 10.1094/PHYTO-10-23-0394-KC
Chris Massman, Hannah M Rivedal, Seth J Dorman, K Christy Tanner, Chance Fredrickson, Todd N Temple, Scott Fisk, Laura Helgerson, Patrick M Hayes

Yellow dwarf viruses (YDVs) spread by aphids are some of the most economically important barley (Hordeum vulgare) virus-vector complexes worldwide. Detection and control of these viruses are critical components in the production of barley, wheat, and numerous other grasses of agricultural importance. Genetic control of plant diseases is often preferable to chemical control to reduce the environmental and economic cost of foliar insecticides. Accordingly, the objectives of this work were to (i) screen a barley population for resistance to YDVs under natural infection using phenotypic assessment of disease symptoms, (ii) implement drone imagery to further assess resistance and test its utility as a disease screening tool, (iii) identify the prevailing virus and vector types in the experimental environment, and (iv) perform a genome-wide association study to identify genomic regions associated with measured traits. Significant genetic differences were found in a population of 192 barley inbred lines regarding their YDV symptom severity, and symptoms were moderately to highly correlated with grain yield. The YDV severity measured with aerial imaging was highly correlated with on-the-ground estimates (r = 0.65). Three aphid species vectoring three YDV species were identified with no apparent genotypic influence on their distribution. A quantitative trait locus impacting YDV resistance was detected on chromosome 2H, albeit undetected using aerial imaging. However, quantitative trait loci for canopy cover and mean normalized difference vegetation index were successfully mapped using the drone. This work provides a framework for utilizing drone imagery in future resistance breeding efforts for YDVs in cereals and grasses, as well as in other virus-vector disease complexes.

由蚜虫传播的黄矮病毒(YDV)是全球经济上最重要的大麦(Hordeum vulgare L.)病毒-媒介复合体。这些病毒的检测和控制是大麦、小麦和其他许多重要农作物生产的关键环节。植物病害的基因控制通常优于化学防治,以降低叶面杀虫剂的流行病学、环境和经济成本。因此,这项工作的目标是:I)利用疾病症状的表型评估筛选大麦群体在自然感染情况下对 YDV 的抗性;II)利用无人机成像进一步评估抗性,并测试其作为疾病筛选工具的效用;III)确定实验环境中流行的病毒和病媒类型;IV)进行全基因组关联研究,以确定与测量性状相关的基因组区域。在 192 个大麦近交系群体中发现,它们的 YDV 症状严重程度存在显著的遗传差异,且症状与谷物产量呈中度到高度相关。通过航空成像测量的 YDV 严重程度与实地估计值高度相关(r=0.65)。确定了三种蚜虫传播三种 YDV,其分布没有明显的基因型影响。在 2H 染色体上检测到一个影响 YDV 抗性的 QTL,尽管使用航空成像技术未检测到。不过,利用无人机成功绘制了冠层覆盖和平均 NDVI 的 QTL 图。这项工作为今后利用无人机成像进行谷物和禾本科植物以及其他病毒-媒介疾病复合体的 YDV 抗性育种工作提供了一个框架。
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引用次数: 0
Plant Virus Impacts on Yield and Plant-Pollinator Interactions Are Phylogenetically Modulated Independently of Domestication in Cucurbita spp. 植物病毒对产量的影响以及植物与传粉者之间的相互作用在系统发育上的调节与葫芦属植物的驯化无关。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-09-01 Epub Date: 2024-09-16 DOI: 10.1094/PHYTO-08-23-0270-R
Chauncy Hinshaw, Margarita M López-Uribe, Cristina Rosa

Plant defenses are conserved among closely related species, but domestication can alter host genotypes through artificial selection with potential losses in host defenses. Therefore, both domestication and host phylogenetic structure may influence plant virus infection outcomes. Here, we examined the association of phylogeny and domestication with the fitness of infected plants. We inoculated three pairs of domesticated and wild/noncultivated squash (Cucurbita spp.) with a combination of two viruses commonly found to coinfect cucurbits, zucchini yellow mosaic virus and squash mosaic virus, and recorded fitness traits related to flowers, pollination, fruit, and seed viability in the field over 2 separate years. In an additional field experiment, we recorded the relative abundance of both viruses via RT-qPCR. We found a gradient of susceptibility across the six tested lineages, and phylogenetic structure, but not domestication, contributed to differences in infection outcomes and impacts on several fitness traits, including fruit number, fruit weight, and germination. Plant virus infection also impacted the quantity and quality of floral rewards and visitation rates of specialist bee pollinators. There were no detectable differences in viral load between the six host taxa for either virus individually or the ratio of zucchini yellow mosaic virus to squash mosaic virus. Our results highlight the importance of phylogenetic structure in predicting host susceptibility to disease across wild and domesticated plants and the ability of several hosts to maintain fitness in the field despite infection. Broader consequences of plant pathogens for beneficial insects, such as pollinators, should also be considered in future research.

植物的防御能力在近缘物种之间是保守的,但驯化可通过人工选择改变宿主基因型,从而导致宿主防御能力的潜在损失。因此,驯化和宿主系统发育结构都可能影响植物病毒感染的结果。在此,我们研究了系统发育和驯化与受感染植物的适应性之间的关系。我们给三对驯化南瓜和野生/非驯化南瓜(葫芦属)接种了两种通常会共同感染葫芦科植物的病毒--西葫芦黄花叶病毒(ZYMV)和南瓜花叶病毒(SqMV),并分别记录了两年中田间与花、授粉、果实和种子活力相关的适应性特征。在另一项田间试验中,我们通过 RT-qPCR 记录了这两种病毒的相对丰度。我们发现,6 个受测品系的易感性存在梯度,系统发育结构(而非驯化)导致了感染结果的差异,并影响了果实数量、果实重量和发芽率等多个性状。植物病毒感染还影响了花卉奖励的数量和质量以及专性蜜蜂授粉者的造访率。在 6 个宿主类群之间,无论是病毒个体还是 ZYMV:SqMV 的比例,都没有检测到病毒载量的差异。我们的研究结果凸显了系统发育结构在预测寄主对野生和驯化植物疾病易感性方面的重要性,以及几种寄主在田间受到感染后仍能保持健康的能力。未来的研究还应考虑植物病原体对授粉昆虫等益虫造成的更广泛影响。
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引用次数: 0
Research on a Method for Identification of Peanut Pests and Diseases Based on a Lightweight LSCDNet Model. 基于轻量级 LSCDNet 模型的花生病虫害识别方法研究
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-09-01 Epub Date: 2024-09-23 DOI: 10.1094/PHYTO-01-24-0013-R
Yuliang Yun, Qiong Yu, Zhaolei Yang, Xueke An, Dehao Li, Jinglong Huang, Dashuai Zheng, Qiang Feng, Dexin Ma

Timely and accurate identification of peanut pests and diseases, coupled with effective countermeasures, is pivotal for ensuring high-quality and efficient peanut production. Despite the prevalence of pests and diseases in peanut cultivation, challenges such as minute disease spots, the elusive nature of pests, and intricate environmental conditions often lead to diminished identification accuracy and efficiency. Moreover, continuous monitoring of peanut health in real-world agricultural settings demands solutions that are computationally efficient. Traditional deep learning models often require substantial computational resources, limiting their practical applicability. In response to these challenges, we introduce LSCDNet (Lightweight Sandglass and Coordinate Attention Network), a streamlined model derived from DenseNet. LSCDNet preserves only the transition layers to reduce feature map dimensionality, simplifying the model's complexity. The inclusion of a sandglass block bolsters features extraction capabilities, mitigating potential information loss due to dimensionality reduction. Additionally, the incorporation of coordinate attention addresses issues related to positional information loss during feature extraction. Experimental results showcase that LSCDNet achieved impressive metrics with accuracy, precision, recall, and Fl score of 96.67, 98.05, 95.56, and 96.79%, respectively, while maintaining a compact parameter count of merely 0.59 million. When compared with established models such as MobileNetV1, MobileNetV2, NASNetMobile, DenseNet-121, InceptionV3, and X-ception, LSCDNet outperformed with accuracy gains of 2.65, 4.87, 8.71, 5.04, 6.32, and 8.2%, respectively, accompanied by substantially fewer parameters. Lastly, we deployed the LSCDNet model on Raspberry Pi for practical testing and application and achieved an average recognition accuracy of 85.36%, thereby meeting real-world operational requirements.

及时准确地识别花生病虫害,并采取有效的应对措施,是确保花生优质高效生产的关键。尽管病虫害在花生种植中十分普遍,但微小的病斑、害虫难以捉摸的特性以及复杂的环境条件等挑战往往会降低识别的准确性和效率。此外,在实际农业环境中持续监测花生健康状况需要计算效率高的解决方案。传统的深度学习模型往往需要大量的计算资源,限制了其实际应用性。为了应对这些挑战,我们引入了 LSCDNet(轻量级沙粒和坐标注意网络),这是一种源自 DenseNet 的精简模型。LSCDNet 只保留了过渡层,以减少特征图的维度,从而简化了模型的复杂性。沙镜块的加入增强了特征提取能力,减轻了因降维而可能造成的信息损失。此外,坐标注意力的加入解决了特征提取过程中位置信息丢失的相关问题。实验结果表明,LSCDNet 的准确度、精确度、召回率和 F1 分数分别达到了 96.67%、98.05%、95.56% 和 96.79%,同时保持了仅 0.59M 的紧凑参数数。与 MobileNetV1、MobileNetV2、NASNetMobile、DenseNet-121、InceptionV3 和 Xception 等成熟模型相比,LSCDNet 的准确率分别提高了 2.65%、4.87%、8.71%、5.04%、6.32% 和 8.2%,而参数数量却大幅减少。最后,我们在 Raspberry Pi 上部署了 LSCDNet 模型进行实际测试和应用,平均识别准确率达到 85.36%,从而满足了现实世界的操作要求。
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引用次数: 0
Rmg10, a Novel Wheat Blast Resistance Gene Derived from Aegilops tauschii. Rmg10 是一种源自 Aegilops tauschii 的新型小麦抗瘟基因。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-09-01 Epub Date: 2024-09-12 DOI: 10.1094/PHYTO-01-24-0018-R
Motohiro Yoshioka, Masahiro Kishii, Pawan Kumar Singh, Yoshihiro Inoue, Trinh Thi Phuong Vy, Yukio Tosa, Soichiro Asuke

Wheat blast, caused by Pyricularia oryzae (syn. Magnaporthe oryzae) pathotype Triticum (MoT), is a devastating disease that can result in up to 100% yield loss in affected fields. To find new resistance genes against wheat blast, we screened 199 accessions of Aegilops tauschii, the D genome progenitor of common wheat (Triticum aestivum), by seedling inoculation assays with Brazilian MoT isolate Br48 and found 14 resistant accessions. A synthetic hexaploid wheat line (Ldn/KU-2097) derived from a cross between the T. turgidum 'Langdon' (Ldn) and resistant A. tauschii accession KU-2097 exhibited resistance in seedlings and spikes against Br48. In an F2 population derived from 'Chinese Spring' × Ldn/KU-2097, resistant and susceptible individuals segregated in a 3:1 ratio, suggesting that the resistance from KU-2097 is controlled by a single dominant gene. We designated this gene Rmg10. Genetic mapping using an F2:3 population from the same cross mapped the RMG10 locus to the short arm of chromosome 2D. Rmg10 was ineffective against Bangladesh isolates but effective against Brazilian isolates. Field tests in Bolivia showed increased spike resistance in a synthetic octaploid wheat line produced from a cross between common wheat cultivar 'Gladius' and KU-2097. These results suggest that Rmg10 would be beneficial in farmers' fields in South America.

由 Pyricularia oryzae(同 Magnaporthe oryzae)病原型 Triticum(MoT)引起的小麦瘟病是一种毁灭性病害,可导致受害田块减产达 100%。为了寻找新的抗麦穗瘟基因,我们用巴西 MoT 分离物 Br48 通过幼苗接种试验筛选了普通小麦(Triticum aestivum L.)D 基因组祖先 Aegilops tauschii Coss. 的 199 个品系,发现了 14 个抗性品系。由 T. turgidum 栽培品种'Langdon'(Ldn)和抗性 Ae. tauschii 编号 KU-2097 杂交产生的合成六倍体小麦品系(Ldn/KU-2097)在幼苗和穗上表现出对 Br48 的抗性。在由'中国之春'(CS)×Ldn/KU-2097 衍生的 F2 群体中,抗性个体和易感个体的分离比例为 3:1,这表明 KU-2097 的抗性由一个显性基因控制。我们将该基因命名为 Rmg10。利用来自同一杂交的 F2:3 群体进行基因图谱绘制,发现 RMG10 基因座位于染色体 2D 的短臂上。Rmg10 对孟加拉国的分离株无效,但对巴西的分离株有效。玻利维亚的田间试验表明,由普通小麦栽培品种 "Gladius "和 KU-2097 杂交产生的合成八倍体小麦品系的抗穗性增强。这些结果表明,Rmg10 对南美洲农民的田地有益。
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引用次数: 0
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Phytopathology
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