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First Reported Sexual Recombination Between Pyrenophora teres Isolates from Barley and Barley Grass. 首次报道了大麦和大麦草中分离出的赤霉病菌之间的有性重组。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-11-21 DOI: 10.1094/PHYTO-12-23-0497-R
Buddhika Amarasinghe Dahanayaka, Alexandros G Sotiropoulos, Niloofar Vaghefi, Barsha Poudel, Anke Martin

Barley grass (Hordeum leporinum), which often occurs in proximity to commercial barley (H. vulgare) cultivars, is an alternative host to Pyrenophora teres, an economically important pathogen causing net blotch in barley. This study is the first to report the sexual recombination of P. teres isolates collected from barley with those collected from barley grass. The sexual recombination between P. teres isolates from barley and barley grass was confirmed using a neighbor-net network and haploblock plots based on whole-genome sequencing of seven progeny isolates. Pathogenicity assays revealed that P. teres isolates from barley grass were not host specific and could infect both barley and barley grass, and the progeny isolates were virulent on commercially grown barley cultivars. Our results contradict previous population and pathogenicity studies of P. teres isolates obtained from barley and barley grass that have reported that the two populations are genetically distinct and host specific, suggesting that isolates collected from barley or barley grass could be two different entities. Despite the genetic divergence of P. teres isolates from barley and barley grass revealed through our phylogenomic analysis, there seems to be no complete host or reproductive separation between these populations. Therefore, there is a potential for generation of novel pathotypes through sexual recombination between P. teres isolates associated with barley and barley grass, with a risk of increased impacts on commercial barley cultivars that do not carry resistance to these pathotypes.

大麦草(Hordeum leporinum)通常生长在大麦(Hordeum vulgare)栽培品种附近,是大麦网斑病的重要经济病原菌 Pyrenophora teres 的替代宿主。本研究首次报告了从大麦中采集的特氏梭菌分离物与从大麦草中采集的特氏梭菌分离物之间的有性重组。基于对 7 个后代分离株的全基因组测序,使用邻近网网络和单倍体块图证实了大麦和大麦草中的赤霉病菌分离株之间的有性重组。致病性测定显示,大麦草中的赤霉病菌分离株对宿主没有特异性,既能感染大麦,也能感染大麦草,而且后代分离株对商业种植的大麦栽培品种有毒力。我们的研究结果与之前对从大麦和大麦草中分离出的赤霉病菌进行的种群和致病性研究结果相矛盾,之前的研究结果表明,这两个种群在基因上是不同的,且具有宿主特异性,这表明从大麦或大麦草中收集的分离物可能是两个不同的实体。尽管我们的系统发生组分析表明来自大麦和大麦草的赤霉病菌分离物存在遗传差异,但这些种群之间似乎没有完全的寄主或繁殖分离。因此,通过与大麦和大麦草相关的赤霉病菌分离物之间的有性重组,有可能产生新的病型,从而有可能增加对未携带抗性的商业大麦栽培品种的影响。
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引用次数: 0
An Engineered Citrus Tristeza Virus (T36CA)-Based Vector Induces Gene-Specific RNA Silencing and Is Graft Transmissible to Commercial Citrus Varieties. 一种基于柑橘三叶虫病毒(T36CA)的工程载体可诱导基因特异性 RNA 沉默,并可嫁接传播到商业柑橘品种上。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-11-21 DOI: 10.1094/PHYTO-05-24-0167-R
Robert R Krueger, Angel Y S Chen, Jaclyn S Zhou, Si Liu, Huaying Karen Xu, James C K Ng

A protein-expressing citrus tristeza virus-based vector construct, pT36CA-V1.3, obtained from a California isolate of the T36 strain (T36CA), was retooled into a virus-induced gene silencing system intended for use with studies of California citrus. Virus-induced gene silencing constructs engineered with a truncated Citrus macrophylla PHYTOENE DESATURASE (CmPDS) gene sequence in the sense or antisense orientation worked equally well to silence the endogenous CmPDS gene. In a parallel effort to optimize vector performance, two nonsynonymous nucleotides in open reading frame 1a of pT36CA-V1.3 were replaced with those conserved in the reference sequences from the T36CA cDNA library. The resulting viruses, T36CA-V1.4 (with one amino acid modification: D760N) and T36CA-V1.5 (with two amino acid modifications: D760N and P1174L), along with T36CA-V1.3, were individually propagated in Nicotiana benthamiana and C. macrophylla plants. Enzyme-linked immunosorbent assay (ELISA) measurements of extracts of the newly emerged leaves suggested that all three viruses accumulated to similar levels in N. benthamiana plants at 5 weeks postinoculation. ELISA values of T36CA-V1.4- and -V1.5-infected C. macrophylla samples were significantly higher than that of T36CA-V1.3-infected samples within an 8- to 12-month postinoculation window, suggesting a higher accumulation of T36CA-V1.4 and -V1.5 than T36CA-V1.3. However, at 36 months postinoculation, the ELISA values suggested that all three viruses accumulated to similar levels. When C. macrophylla plants infected with each of the three viruses were grafted to commercial citrus varieties, a limited number of receptor plants became infected, demonstrating a weak but nonetheless (the first) successful delivery of T36CA to California-grown commercial citrus.

从加利福尼亚州分离的 T36 株系(T36CA)中获得了一种基于蛋白表达的柑橘三尖杉病毒(CTV)载体构建体 pT36CA-V1.3,并将其改造成病毒诱导基因沉默(VIGS)系统,用于加利福尼亚柑橘的研究。用截短的大叶柑橘(Cm)芳香烃脱酸酶(PDS)基因序列设计的 VIGS 构建体在有义或无义方向上都能很好地抑制内源 CmPDS 基因。在优化载体性能的同时,pT36CA-V1.3 开放阅读框 1a 中的两个非同义核苷酸被替换为 T36CA cDNA 文库参考序列中保留的核苷酸。得到的病毒 T36CA-V1.4(有一个氨基酸修饰:D760N)和 T36CA-V1.5(有两个氨基酸修饰:D760N 和 P1174L)与 T36CA-V1.3 一起分别在烟草和 C. macrophylla 植物中繁殖。对新萌发叶片提取物的酶联免疫吸附测定(ELISA)结果表明,在接种后 5 周,三种病毒在 N. benthamiana 植物体内的积累水平相似。受 T36CA-V1.4 和 -V1.5 感染的 C. macrophylla 样本的 ELISA 值在接种后 8 至 12 个月 (mpi) 的窗口期内明显高于受 T36CA-V1.3 感染的样本,这表明 T36CA-V1.4 和 -V1.5 的积累量高于 T36CA-V1.3。然而,在 36 mpi 时,ELISA 值表明三种病毒的积累水平相似。将感染了这三种病毒的 C. macrophylla 植株嫁接到商业柑橘品种上时,受体植株受感染的数量有限,这表明 T36CA 对加利福尼亚种植的商业柑橘的传播虽然微弱,但还是成功的(第一次)。
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引用次数: 0
Abstracts of Presentations at Plant Health 2024.
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-11-01 DOI: 10.1094/PHYTO-114-11-S1.1
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引用次数: 0
Validation of PCR Diagnostic Assays for Detection and Identification of All Ralstonia solanacearum Sequevars Causing Moko Disease in Banana. 验证用于检测和鉴定导致香蕉莫科病的所有 Ralstonia solanacearum sequevars 的 PCR 诊断测定。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-11-23 DOI: 10.1094/PHYTO-06-24-0190-R
Vivian A Rincón-Flórez, Lilia C Carvalhais, Adriano M F Silva, Alistair McTaggart, Jane D Ray, Cecilia O'Dwyer, Janet M Roberts, Elineide B Souza, Greecy M R Albuquerque, André Drenth

Moko disease in banana is a bacterial wilt caused by strains within Ralstonia solanacearum sensu stricto. The disease is endemic to Central and South America but has spread to the Philippines and peninsular Malaysia. Detecting new incursions early in Moko-free banana production regions is of utmost importance for containment and eradication, as Moko management significantly increases costs in banana production. Molecular studies have supported the classification of R. solanacearum sensu stricto into phylotypes IIA, IIB, and IIC, each comprising various sequevars based on nucleotide divergence of a partial sequence within the endoglucanase gene. Moko disease in banana is caused by strains classified as sequevars 6, 24, 41, and 53 within phylotype IIA and sequevars 3, 4, and 25 within phylotype IIB. To ensure accurate diagnostic assays are available to detect all Moko sequevars, we systematically validated previously published assays for Moko diagnostics. To be able to identify all sequevars, including the latest described sequevars, namely IIB-25, IIA-41, and IIA-53, we developed and validated two novel assays using genome-wide association studies on over 100 genomes of R. solanacearum sensu stricto. Validations using 196 bacterial isolates confirmed that a previous multiplex PCR-based assay targeting sequevars IIB-3, IIB-4, IIA-6, and IIA-24 and our two novel assays targeting sequevars IIB-25, IIA-41, and IIA-53 were specific, reproducible, and accurate for Moko diagnostics.

香蕉莫科病是一种由 Ralstonia solanacearum 广义菌株引起的细菌性枯萎病。该病流行于中美洲和南美洲,但已蔓延到菲律宾和马来西亚半岛。在无 "芋蛆 "的香蕉生产区及早发现新的 "芋蛆 "入侵,对于遏制和根除 "芋蛆 "至关重要,因为 "芋蛆 "的管理大大增加了香蕉生产的成本。根据内切葡聚糖酶基因部分序列的核苷酸差异,分子研究支持将严格意义上的茄果糖酵母菌(R. solanacearum)分为系统型 IIA、IIB 和 IIC,每个系统型由不同的序列组成。香蕉莫科病是由系统型 IIA 中的序列 6、24、41 和 53 以及系统型 IIB 中的序列 3、4 和 25 所引起的。为了确保有准确的诊断方法来检测所有的 Moko sequevars,我们系统地验证了以前公布的 Moko 诊断方法。为了能够识别所有序列变种,包括最新描述的序列变种,即 IIB-25、IIA-41 和 IIA-53,我们开发了两种新型检测方法,并通过对 100 多个严格意义上的 R. solanacearum 基因组的全基因组关联研究进行了验证。使用 196 个细菌分离物进行的验证证实,以前针对序列 IIB-3、IIB-4、IIA-6 和 IIA-24 的基于多重 PCR 的检测方法和我们针对序列 IIB-25、IIA-41 和 IIA-53 的两种新型检测方法在 Moko 诊断中具有特异性、可重复性和准确性。
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引用次数: 0
A Nonessential Sfp-Type Phosphopantetheinyl Transferase Contributes Significantly to the Pathogenicity of Ralstonia solanacearum. 一种非必要的 Sfp 型磷酸泛酰乙烯基转移酶对 Ralstonia solanacearum 的致病性有重大贡献。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-11-21 DOI: 10.1094/PHYTO-04-24-0113-R
Yu Yin, Li-Zhen Luo, Lin-Lin Li, Zhe Hu, Yi-Cai Chen, Jin-Cheng Ma, Yong-Hong Yu, Hai-Hong Wang, Wen-Bin Zhang

4'-Phosphopantetheinyl transferases (PPTases) play important roles in the posttranslational modifications of bacterial carrier proteins, which are involved in various metabolic pathways. Here, we found that RsacpS and RspcpS encoded a functional AcpS-type and Sfp-type PPTase, respectively, in Ralstonia solanacearum GMI1000, and both are capable of modifying R. solanacearum AcpP1, AcpP2, AcpP3, and AcpP5 proteins. RspcpS is located on the megaplasmid, which does not affect strain growth and fatty acid synthesis but significantly contributes to the virulence of R. solanacearum and preferentially participates in secondary metabolism. We found that deletion of RspcpS did not affect the abilities of cellulose degradation, biofilm formation, and resistance to NaCl, sodium dodecyl sulfate, and H2O2 and attenuated R. solanacearum pathogenicity only in the assay of soil-drenching infection but not stem injection of tomato. It is hypothesized that RsPcpS plays a role in cell viability in complex environments and in the process during which the strain recognizes and approaches plants. These results suggest that both RsAcpS and RsPcpS may be potential targets for controlling diseases caused by R. solanacearum.

4'-Phosphopantetheinyl transferases(PPT酶)在细菌载体蛋白的翻译后修饰中发挥着重要作用,而载体蛋白参与了各种代谢途径。在这里,我们发现 RsacpS 和 RspcpS 分别编码 Ralstonia solanacearum GMI1000 中的 AcpS 型和 Sfp 型 PPT 酶,两者都能修饰 R. solanacearum AcpP1、AcpP2、AcpP3 和 AcpP5 蛋白。RspcpS 位于巨型质粒上,它不影响菌株的生长和脂肪酸合成,但对 R. solanacearum 的毒力有显著作用,并优先参与次生代谢。我们发现,缺失 RspcpS 不会影响纤维素降解能力、生物膜形成能力以及对 NaCl、十二烷基硫酸钠和 H2O2 的抗性,并且仅在土壤淋洗感染试验中减弱了 R. solanacearum 的致病性,而在番茄茎部注射感染试验中没有减弱。据此推测,RsPcpS 在复杂环境中的细胞活力以及菌株识别和接近植物的过程中发挥了作用。这些结果表明,RsAcpS 和 RsPcpS 都可能是控制茄黑腐病的潜在靶标。
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引用次数: 0
Introgression and Mapping of a Novel Bacterial Blight Resistance Gene xa49(t) from Oryza rufipogon acc. CR100098A into O. sativa. 将 Oryza rufipogon acc.CR100098A到O.
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-11-21 DOI: 10.1094/PHYTO-02-24-0061-R
Sukhpreet Kaur Bhatia, Yogesh Vikal, Pavneet Kaur, Gurmanpuneet Singh Dhillon, Gurwinder Kaur, Kumari Neelam, Palvi Malik, Jagjeet Singh Lore, Renu Khanna, Kuldeep Singh

Bacterial blight (BB) caused by Xanthomonas oryzae pv. oryzae is one of the epidemic diseases in rice. Rapid changes in the pathogenicity of the X. oryzae pv. oryzae pathogen demand the identification and characterization of novel BB resistance genes. Here, we report the transfer and mapping of a new BB resistance gene from Oryza rufipogon acc. CR100098A. Inheritance studies on the BC2F2 population, BC2F3 progenies, and backcross-derived recombinant inbred lines derived from a cross between Pusa44/O. rufipogon acc. CR100098A//2*PR114 showed that a single recessive gene confers resistance in O. rufipogon acc. CR100098A. Bulked segregant analysis using 203 simple sequence repeat (SSR) markers localized the BB resistance gene on chromosome 11 bracketed between two SSR markers, RM27235 and RM2136. Using PR114 and O. rufipogon acc. CR100098A genotyping by sequencing data, 86 KASP markers within the bracketed region were designed and tested for bulked segregant analysis. Only five KASP markers showed polymorphism between parents, and three were associated with the target gene. Seventy-seven new SSR markers were designed from the same interval. A total of 33 polymorphic markers were analyzed on the whole population and mapped the BB gene in an interval of 2.8 cM flanked by SSR markers PAU11_65 and PAU11_44 within a physical distance of 376.3 kb. The BB resistance gene mapped in this study is putatively new and designated as xa49(t). Fourteen putative candidate genes were identified within the xa49(t) region having a role in biotic stress resistance. The linked markers to the xa49(t) gene were validated in other rice cultivars for its successful deployment in BB resistance breeding.

由黄单胞菌(Xanthomonas oryzae pv. oryzae)引起的细菌性枯萎病(BB)是水稻流行病之一。X. oryzae pv. oryzae病原体致病性的快速变化要求鉴定和描述新的BB抗性基因。在此,我们报告了从 Oryza rufipogon acc.CR100098A。对 BC2F2 群体、BC2F3 后代以及由 Pusa44/O. rufipogon acc.CR100098A//2*PR114杂交产生的回交重组近交系表明,O. rufipogon acc.CR100098A。利用 203 个简单序列重复(SSR)标记进行的大量分离分析表明,BB 抗性基因位于 11 号染色体上,在两个 SSR 标记 RM27235 和 RM2136 之间。利用 PR114 和 O. rufipogon acc.CR100098A 的基因分型测序数据,在括号区域内设计了 86 个 KASP 标记,并进行了大量分离分析测试。只有五个 KASP 标记在亲本之间出现多态性,其中三个与目标基因相关。在同一区间设计了 77 个新的 SSR 标记。对整个群体共 33 个多态性标记进行了分析,发现 BB 基因位于 SSR 标记 PAU11_65 和 PAU11_44 侧翼的 2.8 cM 区间,物理距离为 376.3 kb。本研究绘制的 BB 抗性基因是推定的新基因,命名为 xa49(t)。在 xa49(t)区域内发现了 14 个在抗生物胁迫方面发挥作用的推测候选基因。xa49(t) 基因的连锁标记已在其他水稻品种中得到验证,可成功用于抗 BB 育种。
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引用次数: 0
The Role of Oxalic Acid in Clarireedia jacksonii Virulence and Development on Creeping Bentgrass. 草酸在 Clarireedia jacksonii 对匍匐翦股颖的毒力和发育过程中的作用。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-11-21 DOI: 10.1094/PHYTO-03-24-0094-R
Daowen Huo, Nathaniel M Westrick, Ashley Nelson, Mehdi Kabbage, Paul Koch

Dollar spot is a destructive foliar disease of amenity turfgrass caused by Clarireedia spp. fungi, mainly C. jacksonii, on the Northern United States region's cool-season grass. Oxalic acid (OA) is an important pathogenicity factor in related fungal plant pathogens such as Sclerotinia sclerotiorum; however, the role of OA in the pathogenic development of C. jacksonii remains unclear due to its recalcitrance to genetic manipulation. To overcome these challenges, a CRISPR/Cas9-mediated homologous recombination approach was developed. Using this novel approach, the oxaloacetate acetylhydrolase (oah) gene that is required for the biosynthesis of OA was deleted from a C. jacksonii wild-type (WT) strain. Two independent knockout mutants, ΔCjoah-1 and ΔCjoah-2, were generated and inoculated on potted creeping bentgrass along with a WT isolate and a genome sequenced isolate LWC-10. After 12 days, bentgrass inoculated with the mutants ΔCjoah-1 and ΔCjoah-2 exhibited 59.41% lower dollar spot severity compared with the WT and LWC-10 isolates. OA production and environmental acidification were significantly reduced in both mutants when compared with the WT and LWC-10. Surprisingly, stromal formation was also severely undermined in the mutants in vitro, suggesting a critical developmental role of OA independent of plant infection. These results demonstrate that OA plays a significant role in C. jacksonii virulence and provide novel directions for future management of dollar spot. [Formula: see text] Copyright © 2024 The Author(s). This is an open access article distributed under the CC BY 4.0 International license.

美元斑是由真菌 Clarireedia spp.(主要是 Clarireedia jacksonii)在美国北部冷季型草坪上引起的一种破坏性草坪叶面病害。草酸(OA)是相关真菌植物病原体(如硬皮病菌)的重要致病因子,但由于其对遗传操作的顽固性,OA 在 C. jacksonii 的致病发展中的作用仍不清楚。为了克服这些挑战,我们开发了一种 CRISPR/Cas9 介导的同源重组方法。利用这种新方法,从 C. jacksonii 野生型染色中删除了 OA 生物合成所需的草酰乙酸乙酰水解酶(Oah)基因。产生了两个独立的基因敲除突变体:ΔCjoah-1 和 ΔCjoah-2,并将其与野生型分离株(WT)和基因组测序分离株 LWC-10 一起接种到盆栽匍匐翦股颖上。12 天后,接种了突变体 ΔCjoah-1 和 ΔCjoah-2 的翦股颖与 WT 和 LWC-10 株系相比,美元斑的严重程度降低了 59.41%。与 WT 和 LWC-10 相比,这两个突变体的草酸产量和环境酸化程度都明显降低。令人惊讶的是,突变体在体外的基质形成也受到了严重破坏,这表明 OA 在植物感染之外还起着关键的发育作用。这些结果表明,OA 在 C. jacksonii 的毒力中起着重要作用,并为未来美元斑的管理提供了新的方向。
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引用次数: 0
Genetic Variability and Evolutionary Dynamics of Papaya Ringspot Virus and Papaya Leaf Distortion Mosaic Virus Infecting Feral Papaya in Hainan Island. 海南岛野生番木瓜感染木瓜环斑病毒和木瓜叶扭曲花叶病毒的遗传变异与进化动态。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-11-19 DOI: 10.1094/PHYTO-01-24-0022-R
Mu-Zhi Yang, Zhi-Gang Hao, Zhen-Tao Ren, Rui Tang, Qing-Hua Wu, Li-Ying Zhou, Yu-Juan Hu, Jing-Yuan Guo, Yi Chen, Yun-Ling Guo, Biao Liu, Lai-Pan Liu, Kun Xue, Rui-Zong Jia

Commercialized genetically modified (GM) papaya cultivars have protected papaya from the devastating disease caused by papaya ringspot virus (PRSV). However, papaya leaf distortion mosaic virus (PLDMV), which causes similar infection symptoms but is serologically distinct from PRSV, was found to be a competitive threat to the papaya industry. Our study surveyed the occurrence of PRSV and PLDMV, as well as the transgenic markers of the 35S promoter from cauliflower mosaic virus and the neomycin phosphotransferase II gene in feral papaya plants, which were found frequently growing outside of cultivated papaya fields on Hainan Island. In total, 123 feral papayas, comprising 62 (50.4%) GM plants and 61 (49.6%) non-GM ones, were sampled. Among them, 23 (18.7%) were positive for PRSV, 49 (39.8%) were positive for PLDMV (including five plants co-infected by PRSV and PLDMV), and 56 (45.5%) were free of either virus. In traditional papaya-growing regions, we detected fewer PRSV-infected plants (2 in 33, 6%) than in other regions (21 in 90, 23%). However, overall, whether plants were transgenic or not made no difference to PRSV incidence (P = 0.230), with 9 PRSV-infected plants among 62 GM papayas and 14 among 61 non-GM papayas. Phylogenetic and genetic differentiation analysis showed a clear correlation between PRSV and PLDMV populations and their geographic origins. Negative selection was estimated for the selected gene regions of both viruses. Notably, PLDMV has deviated from neutral evolution and experienced population expansion, exhibiting increased genetic diversity, and is becoming the predominant threat to papaya in Hainan.

商业化的转基因木瓜栽培品种保护了木瓜免受木瓜环斑病毒(PRSV)引起的毁灭性病害的侵袭。然而,木瓜花叶变形花叶病毒(PLDMV)会引起类似的感染症状,但在血清学上与 PRSV 截然不同,它被认为是木瓜产业的一个竞争性威胁。我们的研究调查了PRSV和PLDMV的发生情况,以及花椰菜花叶病毒35S启动子(CaMV 35S)和新霉素磷酸转移酶II(NPT II)基因在野生木瓜植株中的转基因标记。共采集了 123 株野生木瓜样本,其中 62 株(50.4%)为转基因植株,61 株(49.6%)为非转基因植株。其中,23 株(18.7%)对 PRSV 呈阳性反应,49 株(39.8%)对 PLDMV 呈阳性反应,包括 5 株同时感染 PRSV 和 PLDMV 的植株,56 株(45.5%)未感染任何一种病毒。在传统的木瓜种植区,我们检测到的 PRSV 感染植株(33 株中有 2 株,占 6%)少于其他地区(90 株中有 21 株,占 23%)。但总体而言,转基因与否对 PRSV 的发生率没有显著影响(P=0.230),62 株转基因木瓜中有 9 株感染了 PRSV,61 株非转基因木瓜中有 14 株感染了 PRSV。系统发育和遗传分化分析表明,PRSV 和 PLDMV 群体与其地理起源之间存在明显的相关性。据估计,这两种病毒的选择基因区都存在负选择。值得注意的是,PLDMV已经偏离了中性进化,经历了种群扩张,表现出更高的遗传多样性,正在成为海南木瓜的主要威胁。
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引用次数: 0
TOMMicroNet: Convolutional Neural Networks for Smartphone-Based Microscopic Detection of Tomato Biotic and Abiotic Plant Health Issues. TOMMicroNet:基于智能手机的卷积神经网络,用于番茄生物和非生物植物健康问题的显微检测。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-11-01 Epub Date: 2024-10-30 DOI: 10.1094/PHYTO-04-23-0123-R
Sruthi Sentil, Manoj Choudhary, Mubin Tirsaiwala, Sandeep Rvs, Vignesh Mahalingam Suresh, Chacko Jacob, Mathews Paret

The image-based detection and classification of plant diseases has become increasingly important to the development of precision agriculture. We consider the case of tomato, a high-value crop supporting the livelihoods of many farmers around the world. Many biotic and abiotic plant health issues impede the efficient production of this crop, and laboratory-based diagnostics are inaccessible in many remote regions. Early detection of these plant health issues is essential for efficient and accurate response, prompting exploration of alternatives for field detection. Considering the availability of low-cost smartphones, artificial intelligence-based classification facilitated by mobile phone imagery can be a practical option. This study introduces a smartphone-attachable 30× microscopic lens, used to produce the novel tomato microimaging data set of 8,500 images representing 34 tomato plant conditions on the upper and lower sides of leaves as well as on the surface of tomato fruits. We introduce TOMMicroNet, a 14-layer convolutional neural network (CNN) trained to classify biotic and abiotic plant health issues, and we compare it against six existing pretrained CNN models. We compared two separate pipelines of grouping data for training TOMMicroNet, either presenting all data at once or separating the data into subsets based on the three parts of the plant. Comparing configurations based on cross-validation and F1 scores, we determined that TOMMicroNet attained the highest performance when trained on the complete data set, with 95% classification accuracy on both training and external data sets. Given TOMMicroNet's capabilities when presented with unfamiliar data, this approach has potential for the identification of plant health issues.

基于图像的植物病害检测和分类对精准农业的发展越来越重要。我们以番茄为例,这是一种高价值作物,支撑着世界各地许多农民的生计。许多生物和非生物植物健康问题阻碍了这种作物的高效生产,而许多偏远地区无法获得基于实验室的诊断。及早发现这些植物健康问题对于高效、准确地采取应对措施至关重要,这促使人们探索田间检测的替代方法。考虑到低成本智能手机的可用性,利用手机图像进行基于人工智能的分类不失为一种实用的选择。本研究介绍了一种可安装在智能手机上的 30 倍显微镜,用于生成新颖的番茄显微成像数据集,该数据集包含 8500 张图像,代表了 34 种番茄植物叶片上下两侧以及番茄果实表面的状况。我们介绍了 TOMMicroNet,这是一个经过训练的 14 层卷积神经网络(CNN),可对植物的生物和非生物健康问题进行分类,我们还将其与现有的六个预训练 CNN 模型进行了比较。我们比较了两种为训练 TOMMicroNet 而对数据进行分组的方法,一种是一次性呈现所有数据,另一种是根据植物的三个部分将数据分成子集。根据交叉验证和 F1 分数对配置进行比较后,我们确定 TOMMicroNet 在完整数据集上训练时性能最高,在训练数据集和外部数据集上的分类准确率均达到 95%。鉴于 TOMMicroNet 在处理陌生数据时的能力,这种方法有望用于识别植物健康问题。
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引用次数: 0
An integrated analysis of the Passifloraceae virome using public-domain data. 利用公共域数据综合分析西番莲科植物病毒群。
IF 2.6 2区 农林科学 Q2 PLANT SCIENCES Pub Date : 2024-10-10 DOI: 10.1094/PHYTO-08-24-0269-FI
Monica Higuita, Juliana Sanchez-Yali, Alejandra Perez, Engie Arias, Pablo A Gutierrez

Passifloraceae is a plant family that includes several species of interest in the food, medicinal, and ornamental industries. The most relevant species are the purple and yellow varieties of P. edulis, which are among the most highly prized tropical fruits in the international markets. Unfortunately, the rapid expansion of this crop worldwide has resulted in the emergence of several viral diseases that endangered the productivity of this crop. In this work, we performed an integrated analysis of the Passifloraceae virome using public data. We investigated Pubmed and Genbank records and analyzed all the transcriptome data available for members of this plant family. This analysis resulted in the identification of six novel virus associations and six putative new viral species. We also used RNAseq to inspect virus accumulation levels and mixed infections. Using network analysis, we also examined the global distribution of Passiflora viruses and their associations with alternative hosts, which is valuable information in implementing viral disease management strategies. Our data suggest that a large diversity of viruses remains to be discovered. Finally, we used the information gathered in this work to estimate the cross-transmission risk of viruses in Colombian Passiflora fields.

西番莲科(Passifloraceae)是一个植物家族,包括多个在食品、药用和观赏产业中具有重要意义的物种。其中最重要的品种是紫色和黄色的西番莲,它们是国际市场上最珍贵的热带水果之一。遗憾的是,这种作物在全球范围内的迅速发展导致了多种病毒性疾病的出现,危及了这种作物的产量。在这项工作中,我们利用公开数据对西番莲科植物病毒组进行了综合分析。我们调查了 Pubmed 和 Genbank 的记录,分析了该植物家族成员的所有转录组数据。通过分析,我们发现了六种新的病毒关联和六种推测的新病毒物种。我们还利用 RNAseq 检查了病毒积累水平和混合感染情况。通过网络分析,我们还研究了西番莲病毒的全球分布及其与替代宿主的关联,这对于实施病毒性疾病管理策略是非常有价值的信息。我们的数据表明,病毒的多样性仍有待发现。最后,我们利用在这项工作中收集到的信息估算了哥伦比亚西番莲田间病毒的交叉传播风险。
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Phytopathology
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