• Title/Summary/Keyword: plant disease

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Improved Deep Residual Network for Apple Leaf Disease Identification

  • Zhou, Changjian;Xing, Jinge
    • Journal of Information Processing Systems
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    • v.17 no.6
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    • pp.1115-1126
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    • 2021
  • Plant disease is one of the most irritating problems for agriculture growers. Thus, timely detection of plant diseases is of high importance to practical value, and corresponding measures can be taken at the early stage of plant diseases. Therefore, numerous researchers have made unremitting efforts in plant disease identification. However, this problem was not solved effectively until the development of artificial intelligence and big data technologies, especially the wide application of deep learning models in different fields. Since the symptoms of plant diseases mainly appear visually on leaves, computer vision and machine learning technologies are effective and rapid methods for identifying various kinds of plant diseases. As one of the fruits with the highest nutritional value, apple production directly affects the quality of life, and it is important to prevent disease intrusion in advance for yield and taste. In this study, an improved deep residual network is proposed for apple leaf disease identification in a novel way, a global residual connection is added to the original residual network, and the local residual connection architecture is optimized. Including that 1,977 apple leaf disease images with three categories that are collected in this study, experimental results show that the proposed method has achieved 98.74% top-1 accuracy on the test set, outperforming the existing state-of-the-art models in apple leaf disease identification tasks, and proving the effectiveness of the proposed method.

Stem Rot of Pearl Millet Prevalence, Symptomatology, Disease Cycle, Disease Rating Scale and Pathogen Characterization in Pearl Millet-Klebsiella Pathosystem

  • Vinod Kumar Malik;Pooja Sangwan;Manjeet Singh;Pavitra Kumari;Niharika Shoeran;Navjeet Ahalawat;Mukesh Kumar;Harsh Deep;Kamla Malik;Preety Verma;Pankaj Yadav;Sheetal Kumari;Aakash;Sambandh Dhal
    • The Plant Pathology Journal
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    • v.40 no.1
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    • pp.48-58
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    • 2024
  • The oldest and most extensively cultivated form of millet, known as pearl millet (Pennisetum glaucum (L.) R. Br. Syn. Pennisetum americanum (L.) Leeke), is raised over 312.00 lakh hectares in Asian and African countries. India is regarded as the significant hotspot for pearl millet diversity. In the Indian state of Haryana, where pearl millet is grown, a new and catastrophic bacterial disease known as stem rot of pearl millet spurred by the bacterium Klebsiella aerogenes (formerly Enterobacter) was first observed during fall 2018. The disease appears in form of small to long streaks on leaves, lesions on stem, and slimy rot appearance of stem. The associated bacterium showed close resemblance to Klebsiella aerogenes that was confirmed by a molecular evaluation based on 16S rDNA and gyrA gene nucleotide sequences. The isolates were also identified to be Klebsiella aerogenes based on biochemical assays, where Klebsiella isolates differed in D-trehalose and succinate alkalisation tests. During fall 2021-2023, the disease has spread all the pearl millet-growing districts of the state, extending up to 70% disease incidence in the affected fields. The disease is causing considering grain as well as fodder losses. The proposed scale, consisting of six levels (0-5), is developed where scores 0, 1, 2, 3, 4, and 5 have been categorized as highly resistant, resistant, moderately resistant, moderately susceptible, susceptible, and highly susceptible disease reaction, respectively. The disease cycle, survival of pathogen, and possible losses have also been studied to understand other features of the disease.

Overcoming Encouragement of Dragon Fruit Plant (Hylocereus undatus) against Stem Brown Spot Disease Caused by Neoscytalidium dimidiatum Using Bacillus subtilis Combined with Sodium Bicarbonate

  • Ratanaprom, Sanan;Nakkanong, Korakot;Nualsri, Charassri;Jiwanit, Palakrit;Rongsawat, Thanyakorn;Woraathakorn, Natthakorn
    • The Plant Pathology Journal
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    • v.37 no.3
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    • pp.205-214
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    • 2021
  • The use of the supernatant from a Bacillus subtilis culture mixed with sodium bicarbonate was explored as a means of controlling stem brown spot disease in dragon fruit plants. In in vitro experiments, the B. subtilis supernatant used with sodium bicarbonate showed a strong inhibition effect on the growth of the fungus, Neoscytalidium dimidiatum, the agent causing stem brown spot disease and was notably effective in preventing fungal invasion of dragon fruit plant. This combination not only directly suppressed the growth of N. dimidiatum, but also indirectly affected the development of the disease by eliciting the dragon-fruit plant's defense response. Substantial levels of the pathogenesis-related proteins, chitinase and glucanase, and the phenylpropanoid biosynthetic pathway enzymes, peroxidase and phenyl alanine ammonia-lyase, were triggered. Significant lignin deposition was also detected in treated cladodes of injured dragon fruit plants in in vivo experiments. In summary, B. subtilis supernatant combined with sodium bicarbonate protected dragon fruit plant loss through stem brown spot disease during plant development in the field through pathogenic fungal inhibition and the induction of defense response mechanisms.

Grayanotoxin poisoning in a black goat (흑염소에서의 철쭉으로부터 유래된 그레이아노톡신 중독증 증례)

  • Kim, Ji-Hyeon;Jung, Ji-Youl;Choi, Eunjin;Shin, EunKyung;Jeong, Jiyeon;Lee, Kyunghyun;Kim, Suncheun;So, ByungJae
    • Korean Journal of Veterinary Service
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    • v.40 no.4
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    • pp.277-280
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    • 2017
  • A 3 year-old black goat was presented to Animal and Plant Quarantine agency for diagnosis in June, 2017. She was intaken feed with Rhododendron schlippenbachii the day before death. The clinical signs included loss of appetite, lethargy, hypersalivation, astasia, yelling. At necropsy, foamy discharge were observed in the airway. Histologically, foreign body, eosinphil and macrophges was observed in alveolar lumen of lung. Grayanotoxin derived from Rhododendrons was detected in ruminal contents. Based on the pathological and toxine examination, we diagnosed this case as grayanotoxin poisoning in a black goat.

Isolation and molecular characterizations of canine distemper virus from a naturally infected Korean dog using Vero cells expressing dog signaling lymphocyte activation molecule

  • Yang, Dong-Kun;Kim, Ha-Hyun;Lee, Siu;Yoon, Yoon-Seek;Park, Jungwon;Oh, Dongryul;Yoo, Jae Young;Ji, Miryeon;Han, Bokhee;Oh, Subin;Hyun, Bang-Hun
    • Journal of Veterinary Science
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    • v.21 no.5
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    • pp.64.1-64.14
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    • 2020
  • Background: Canine distemper virus (CDV) infection results in high morbidity and mortality in dogs. There has been no report about Isolation of Korean CDV since 1980 in Korea. Objectives: To investigate the biological properties and the genetic characterization of Korean CDV. Methods: Vero cells expressing dog signaling lymphocyte activation molecule (dSLAM) gene named as Vero/dSLAM were used to isolate CDV using 17 samples. Diagnostic methods such as cytopathic effects, immunofluorescence assay, peroxidase linked assay, electron microscopy, rapid immunodiagnostic assay, and reverse transcription polymerase chain reaction were used to confirm the Korean CDV isolate as a CDV. The genetic analysis was performed through cloning and sequencing of hemagglutinin gene of CDV isolate. Results: A virus propagated in Vero/dSLAM cell was confirmed as CDV (CD1901 strain) based on the above methods. The CD1901 strain showed the highest viral titer (105.5 50% tissue culture infectious dose [TCID50]/mL) in the Vero/dSLAM cells at 4 days post inoculation, but did not form a fork on chorioallantoic membrane of 7-day-old egg. Ribavirin, a nucleotide analogue anti-viral agent, inhibits moderately the Korean CDV propagation in the Vero/dSLAM cells. The nucleotide and amino acid sequences of the H gene of CD1901 strain were compared with those of other CDV strains. The CD1901 strain belonged to Asia 1 group and had the highest similarity (99.9%) with the BA134 strain, which was isolated in China in 2008. Conclusions: We constructed successfully Vero/dSLAM and isolated one Korean CDV isolate (CD1901 strain) from a naturally infected dog. The CD1901 strain belonged to Asia 1 genotype.

Molecular Mechanisms Involved in Bacterial Speck Disease Resistance of Tomato

  • Kim, Young-Jin;Gregory B. Martin
    • The Plant Pathology Journal
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    • v.20 no.1
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    • pp.7-12
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    • 2004
  • An important recent advance in the field of plant-microbe interactions has been the cloning of genes that confer resistance to specific viruses, bacteria, fungi or insects. Disease resistance (R) genes encode proteins with predicted structural motifs consistent with them having roles in signal recognition and transduction. Plant disease resistance is the result of an innate host defense mechanism, which relies on the ability of plant to recognize pathogen invasion and efficiently mount defense responses. In tomato, resistance to the pathogen Pseudomonas syringae pv. tomato is mediated by the specific recognition between the tomato serine/threonine kinase Pto and bacterial protein AvrPto or AvrPtoB. This recognition event initiates signaling events that lead to defense responses including an oxidative burst, the hypersensitive response (HR), and expression of pathogenesis- related genes.

Morphology and Molecular Characterization of Alternaria argyranthemi on Chrysanthemum coronarium in China

  • Luo, Huan;Xia, Zhen Zhou;Chen, Yun Yun;Zhou, Yi;Deng, Jian Xin
    • Mycobiology
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    • v.46 no.3
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    • pp.278-282
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    • 2018
  • Chrysanthemum coronarium is an economically important plant in Asia, and used medicinally, ornamentally and as a vegetable. In April 2017, leaf spot disease on C. coronarium was observed in Shiyan, Hubei, China. A single-spore isolate was obtained and identified based on morphology and sequence analysis using four regions (rDNA ITS, GAPDH, $EF-1{\alpha}$, and RPB2). The results indicated that the fungus is Alternaria argyranthemi. The pathogenicity tests revealed that the species could cause severe leaf spot and blight disease on the host. This is the first report of leaf spot disease on C. coronarium caused by A. argyranthemi in the world, which is also a new record of Alternaria species in China.