Plant Pathology Journal最新文献

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Erratum: Effector-Triggered Immunity Is a Key Component of Nonhost Resistance in Nicotiana benthamiana against the Rice Blast Pathogen Magnaporthe oryzae. 误误:效应触发免疫是本烟对稻瘟病病菌非寄主抗性的关键组成部分。
IF 2.5 3区 农林科学
Plant Pathology Journal Pub Date : 2026-04-24 DOI: 10.5423/PPJ.ER.04.2025.0024
Jihyun Kim, Subin Lee, Min-Ki Seo, Dongmin Byun, Eunyoung Chae, Eunsook Park, Doil Choi
{"title":"Erratum: Effector-Triggered Immunity Is a Key Component of Nonhost Resistance in Nicotiana benthamiana against the Rice Blast Pathogen Magnaporthe oryzae.","authors":"Jihyun Kim, Subin Lee, Min-Ki Seo, Dongmin Byun, Eunyoung Chae, Eunsook Park, Doil Choi","doi":"10.5423/PPJ.ER.04.2025.0024","DOIUrl":"https://doi.org/10.5423/PPJ.ER.04.2025.0024","url":null,"abstract":"","PeriodicalId":20173,"journal":{"name":"Plant Pathology Journal","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147778385","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Interaction of Soil Type and Elevated Temperature Drives the Emergence of Macrophomina phaseolina in Soybean Fields. 土壤类型与高温的相互作用驱动大豆田中菜黄粉虫的出现。
IF 2.5 3区 农林科学
Plant Pathology Journal Pub Date : 2026-04-24 DOI: 10.5423/PPJ.OA.02.2026.0014
Sohyeon An, Donghyuk Lee, Heung Tae Kim
{"title":"Interaction of Soil Type and Elevated Temperature Drives the Emergence of Macrophomina phaseolina in Soybean Fields.","authors":"Sohyeon An, Donghyuk Lee, Heung Tae Kim","doi":"10.5423/PPJ.OA.02.2026.0014","DOIUrl":"https://doi.org/10.5423/PPJ.OA.02.2026.0014","url":null,"abstract":"<p><p>Charcoal rot (Macrophomina phaseolina) is an emerging threat to Korean soybean production under climate warming. This study examined how soil type and temperature influence the composition and dominance of soilborne pathogens. Blighted soybeans were collected from upland and paddy fields nationwide (2020-2022) and isolated at 25°C and 35°C. Isolation frequency was significantly affected by soil type, temperature, and their interaction. M. phaseolina predominated in upland soils but was rarely recovered from paddy fields. In contrast, Fusarium spp. associated with soybean blight, Diaporthe longicolla causing pod and stem blight, and Calonectria ilicicola causing red crown rot were frequently isolated but showed reduced recovery or pathogenicity at 35°C. Growth and pathogenicity assays revealed a temperature-driven shift in dominance: various pathogens were virulent at 25°C, while M. phaseolina showed enhanced growth and severity at 35°C. Greenhouse experiments demonstrated that moisture stress (reduced irrigation) significantly increased charcoal rot severity, strengthening the competitive advantage of M. phaseolina. These findings suggest that soil type and temperature interact to restructure pathogen communities. M. phaseolina is emerging primarily in upland systems where high temperature coincides with moisture stress, necessitating targeted management under climate change. While culture-based recovery reflects a pathogen's potential under specific thermal conditions, it may not directly represent actual field density.</p>","PeriodicalId":20173,"journal":{"name":"Plant Pathology Journal","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-04-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147778357","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The F-box Containing Bacterial Effector RipG6 Destabilizes a Receptor-Like Cytoplasmic Kinase Involved in Plant Immune Signaling. 含有细菌效应物RipG6的F-box破坏了参与植物免疫信号传导的受体样细胞质激酶的稳定性。
IF 2.5 3区 农林科学
Plant Pathology Journal Pub Date : 2026-04-22 DOI: 10.5423/PPJ.OA.03.2026.0024
Hyelim Jeon, Jihyun Choi, Nawon Song, Wanhui Kim, Cécile Segonzac
{"title":"The F-box Containing Bacterial Effector RipG6 Destabilizes a Receptor-Like Cytoplasmic Kinase Involved in Plant Immune Signaling.","authors":"Hyelim Jeon, Jihyun Choi, Nawon Song, Wanhui Kim, Cécile Segonzac","doi":"10.5423/PPJ.OA.03.2026.0024","DOIUrl":"https://doi.org/10.5423/PPJ.OA.03.2026.0024","url":null,"abstract":"<p><p>Bacterial pathogens employ a large array of type IIIsecreted effectors to manipulate host cell immunity and metabolism. Ralstonia solanacearum species complex, the causal agent of bacterial wilt disease in numerous plant hosts, deploy a conserved subset of RipG effectors containing leucine-rich repeats and an F-box motif that collectively contribute to virulence and host specificity. RipG effectors are proposed to hijack the eukaryotic ubiquitin-proteasome machinery through the recruitment of substrates to host Skp1-cullin-F-box ubiquitinligase complexes via RipG F-box/host Skp1 adaptor interactions. However, only few host proteins have been reported to interact with RipG effectors. Here, using a surrogate type III delivery and a heterologous expression systems, we show that RipG6 can suppress plant pattern-triggered immunity in an F-box-dependent manner. We further identified a tomato receptor-like cytoplasmic kinase (SlRLCK-VIII-6) as an interactor of RipG6 in yeast and plant cells. SlRLCK-VIII-6 stability was reduced when co-expressed with RipG6 but not with the RipG6 variant lacking the F-box motif. Lastly, we provide evidence that Nicotiana benthamiana and Arabidopsis thaliana homologs of SlRLCK-VIII-6 can act as positive regulators of plant immune signaling. Together, our work supports a model where RipG6 destabilizes RLCK-VIII-6 possibly via its recruitment in a host ubiquitin-ligase complex in order to suppress plant immunity. Further research into RLCK-VIII role will enhance our understanding of the manipulation of plant immunity signaling by pathogen effectors.</p>","PeriodicalId":20173,"journal":{"name":"Plant Pathology Journal","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-04-22","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147778420","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Role of Plasmodesmata During Plant-Pathogen Interactions. 间连丝在植物与病原体相互作用中的作用。
IF 2.5 3区 农林科学
Plant Pathology Journal Pub Date : 2026-04-20 DOI: 10.5423/PPJ.RW.12.2025.0180
Namo Dubey, Subhash Kumar, Junhyun Jeon
{"title":"Role of Plasmodesmata During Plant-Pathogen Interactions.","authors":"Namo Dubey, Subhash Kumar, Junhyun Jeon","doi":"10.5423/PPJ.RW.12.2025.0180","DOIUrl":"https://doi.org/10.5423/PPJ.RW.12.2025.0180","url":null,"abstract":"<p><p>Plasmodesmata (PD) facilitate the continuity of plasma membrane and cytoplasm between plant cells. They are crucial for intercellular communication and signaling. Plant pathogens have developed a diverse array of mechanisms to exploit the PD. There is increasing evidence that PD is actively involved in plant defense responses. Viral movement proteins alter PD architecture, cytoskeletal organization, and associated protein complexes, facilitating intercellular movement of viral genomes. Similarly, bacterial and fungal effectors target PD to suppress defense signaling and enhance colonization. During pathogen recognition, PD undergo dynamic closure as part of pattern-triggered immunity, largely mediated by callose deposition at PD neck regions. Over the past few years, significant progress has been made in elucidating the functions of PD in plantpathogen interaction. However, there are still numerous critical areas that require attention. The current review emphasizes the crucial role of pathogen-PD interactions in shaping PD-molecular flux and explores their impact on hormone signaling and different cell types during intercellular movement of pathogens. This review emphasizes the need for deeper insights into PD regulation during plant-pathogen interactions, focusing on molecular targets exploited by pathogens. Elucidating the molecular mechanisms underlying PD-mediated defense will advance our understanding of plant immunity and aid in developing innovative strategies for sustainable disease management.</p>","PeriodicalId":20173,"journal":{"name":"Plant Pathology Journal","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-04-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147729508","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Blurred Boundaries: Functional Overlap Between Coat Protein and 30K Movement Proteins in Systemic Movement. 模糊的界限:外衣蛋白和30K运动蛋白在系统运动中的功能重叠。
IF 2.5 3区 农林科学
Plant Pathology Journal Pub Date : 2026-04-17 DOI: 10.5423/PPJ.RW.03.2026.0021
Minhue Jung, Kook-Hyung Kim
{"title":"Blurred Boundaries: Functional Overlap Between Coat Protein and 30K Movement Proteins in Systemic Movement.","authors":"Minhue Jung, Kook-Hyung Kim","doi":"10.5423/PPJ.RW.03.2026.0021","DOIUrl":"https://doi.org/10.5423/PPJ.RW.03.2026.0021","url":null,"abstract":"<p><p>Systemic infection in plants requires viruses to navigate the complex physiological barriers of the phloem. While cell-to-cell movement is mediated by movement proteins (MPs), long-distance movement has traditionally been viewed as a function of the coat protein (CP), often linked to the assembly of mature virions. However, an emerging body of evidence suggests that the boundary between these modules is less rigid than previously assumed. Here, we first outline the major vascular checkpoints that can act as bottlenecks for longdistance movement, and then summarize experimental contexts in which virion assembly and systemic spread can be decoupled. Finally, we examine structural and evolutionary connections between single jelly-roll CPs and the 30K superfamily of MPs, highlighting how a shared fold may enable partial functional overlap that can lessen CP dependence during long-distance transport. By integrating \"unorthodox\" examples, we aim to provide a framework for interpreting CP dependence as an outcome shaped by the dominant constraints at phloem interfaces.</p>","PeriodicalId":20173,"journal":{"name":"Plant Pathology Journal","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-04-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147723583","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Mutation of AV2 Start Codon Impairs the Infectivity of a Bipartite Begomovirus Under High Temperature. AV2启动密码子突变对双部begomavirus高温感染的影响
IF 2.5 3区 农林科学
Plant Pathology Journal Pub Date : 2026-04-15 DOI: 10.5423/PPJ.OA.10.2025.0149
Jing-Ru Zhang, Ya-Min Wu, Yin-Quan Liu, Li-Long Pan
{"title":"Mutation of AV2 Start Codon Impairs the Infectivity of a Bipartite Begomovirus Under High Temperature.","authors":"Jing-Ru Zhang, Ya-Min Wu, Yin-Quan Liu, Li-Long Pan","doi":"10.5423/PPJ.OA.10.2025.0149","DOIUrl":"https://doi.org/10.5423/PPJ.OA.10.2025.0149","url":null,"abstract":"<p><p>Viruses, a group of non-cellular parasites, pose serious threats to human health and agriculture. While viral genetic variations modulating virus adaptation to biotic stresses have been reported, whether and how they affect virus interactions with abiotic stresses such as high temperature remain unknown. Here, we report the impact of AV2 mutations on the life cycle of squash leaf curl China virus (SLCCNV), a bipartite begomoviruses. We first conducted sequence analysis and identified a naturally-occurring mutation at position 35 in AV2 that changes the codon TGG to TAG. Followed analysis revealed that this mutation did not significantly impact SLCCNV infectivity and transmission under both ambient and high temperatures. Next, we changed the start codon of AV2 to stop codon. While the mutation of start codon did not impact SLCCNV infection under ambient temperature, under high temperatures mutant SLCCNV displayed decreased infectivity. We then examined the underpinnings of AV2 function, and found that AV2 cannot compensate for the function of other viral genes and its expression relative to other viral genes was not induced at high temperature. Moreover, protein encoded by AV2 suppressed posttranscriptional gene silencing under both ambient and high temperatures. Our study unravels a novel function of viral factors in the regulation of begomovirus infection under high temperature, and sheds new lights on virus adaptation to abiotic stresses.</p>","PeriodicalId":20173,"journal":{"name":"Plant Pathology Journal","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147691437","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Non-Thermal Plasma Technologies for Plant Virus Inactivation: Sources, Mechanisms, and Practical Applications. 植物病毒灭活的非热等离子体技术:来源、机制和实际应用
IF 2.5 3区 农林科学
Plant Pathology Journal Pub Date : 2026-04-15 DOI: 10.5423/PPJ.RW.02.2026.0013
Mi-Ri Park, Min-Jae Kim, Sang-Yun Cho, Rae-Dong Jeong
{"title":"Non-Thermal Plasma Technologies for Plant Virus Inactivation: Sources, Mechanisms, and Practical Applications.","authors":"Mi-Ri Park, Min-Jae Kim, Sang-Yun Cho, Rae-Dong Jeong","doi":"10.5423/PPJ.RW.02.2026.0013","DOIUrl":"https://doi.org/10.5423/PPJ.RW.02.2026.0013","url":null,"abstract":"<p><p>Plant virus diseases reduce crop yield and quality worldwide; moreover, curative options once systemic infection is established remain scarce. Non-thermal plasma (NTP; cold atmospheric plasma) is a residuefree, near-ambient technology that generates reactive oxygen and nitrogen species (RONS) with strong virucidal activity. This review summarizes major sources of NTP, including dielectric barrier discharges, plasma jets, and corona/streamer discharges; plasma chemistry in gas and liquid phases; molecular mechanisms of virus inactivation, including capsid protein oxidation/denaturation, limited lipid peroxidation in enveloped plant viruses, and genome damage that suppresses replication. Evidence from plant virus studies indicates that highly stable viruses lose infectivity and that waterborne inactivation is efficient, supporting the use of NTP and plasma-activated water as practical tools for sanitizing irrigation water, recirculating hydroponic solutions, and contact surfaces. Emerging greenhouse studies have suggested that plasma-generated oxidants, including ozone, can curb water-mediated dissemination. Hence, we compare NTP with thermotherapy, irradiation, and chemical antiviral approaches, and discuss safety, scalability, and economic considerations. Key priorities for translation include standardized dose and chemistry metrics, infectivity-based endpoints in realistic matrices, scalable reactors that ensure uniform treatment at high throughput, and multi-site validation under commercial production conditions.</p>","PeriodicalId":20173,"journal":{"name":"Plant Pathology Journal","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147691515","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Comparative Analysis of Quorum Sensing-Dependent Transcriptomic Responses in Phytopathogenic Burkholderia spp. 植物致病性伯克氏菌群体感应依赖性转录组反应的比较分析。
IF 2.5 3区 农林科学
Plant Pathology Journal Pub Date : 2026-04-15 DOI: 10.5423/PPJ.FT.03.2026.0038
Minhee Kang, Hyejung Jung, Duyoung Lee, HaJin Seo, Jungwook Park, Young-Su Seo
{"title":"Comparative Analysis of Quorum Sensing-Dependent Transcriptomic Responses in Phytopathogenic Burkholderia spp.","authors":"Minhee Kang, Hyejung Jung, Duyoung Lee, HaJin Seo, Jungwook Park, Young-Su Seo","doi":"10.5423/PPJ.FT.03.2026.0038","DOIUrl":"https://doi.org/10.5423/PPJ.FT.03.2026.0038","url":null,"abstract":"<p><p>Rice is a crucial global crop of nutritional and economic importance. Burkholderia glumae, Burkholderia gladioli, and Burkholderia plantarii are the major phytopathogens that cause diseases in rice within the genus Burkholderia. These phytopathogenic Burkholderia spp. have an acylated homoserine lactone (AHL)-based quorum sensing (QS) system that regulates gene expression depending on the cell density. Differentially expressed genes (DEGs) between B. plantarii KACC 18965 wildtype and plaI deletion mutant were analyzed to understand the plaI-mediated QS system in B. plantarii, and transcriptome profiles were compared across three phytopathogenic Burkholderia spp. (B. glumae, B. gladioli, and B. plantarii) to investigate the impact of QS on their pathogenicity. Clusters of Orthologous Groups category and Kyoto Encyclopedia of Genes and Genomes (KEGG) pathway analyses confirmed that diverse metabolic processes were regulated by QS in the three phytopathogenic Burkholderia spp. Additionally, characteristic differences in the regulation of gene expression across the three phytopathogenic Burkholderia spp. were observed in DEGs belonging to the bacterial secretion system (ko03070) pathway, using KEGG pathway analysis. The characterization and comparison of transcriptome profiles between phytopathogenic Burkholderia spp. in this study offers deeper insights into AHL-mediated QS systems in phytopathogenic Burkholderia spp. These results provide a foundation for future studies on the QS-based biology and pathogenicity of phytopathogenic Burkholderia spp.</p>","PeriodicalId":20173,"journal":{"name":"Plant Pathology Journal","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147691462","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Evaluation of Fungicide Resistance of the Brown Shot-hole Pathogens of Cherry Trees in Korea. 韩国樱桃褐孔病菌的抗真菌性评价。
IF 2.5 3区 农林科学
Plant Pathology Journal Pub Date : 2026-04-15 DOI: 10.5423/PPJ.OA.12.2025.0189
Young Min Ko, Donggye Lee, Min Seong Seok, Donah Mary Macoy, Youn-Sig Kwak
{"title":"Evaluation of Fungicide Resistance of the Brown Shot-hole Pathogens of Cherry Trees in Korea.","authors":"Young Min Ko, Donggye Lee, Min Seong Seok, Donah Mary Macoy, Youn-Sig Kwak","doi":"10.5423/PPJ.OA.12.2025.0189","DOIUrl":"https://doi.org/10.5423/PPJ.OA.12.2025.0189","url":null,"abstract":"<p><p>Cherry trees (Prunus serrulata var. spontanea, Prunus × yedoensis), a widely cultivated ornamental street trees grown in Korea, are vulnerable to variety of diseases particularly the prevailing brown shot-hole disease, thus needs effective maintenance strategies for optimum plant growth and observation. The major fungal genera causing cherry brown shot-hole disease in Korea were identified as Alternaria, Diaporthe, Epicoccum, and Botryosphaeria, and their resistance to tebuconazole and difenoconazole was investigated. Both fungicides are classified as demethylation inhibitors and the emergence of resistant strains has been reported worldwide. In this study, we found significant differences in fungicide resistance depending on the type of pathogen and regional differences and performed base sequence analysis of the CYP51 gene on some Alternaria isolates with fungicide resistance to confirm the occurrence of point mutations and amino acid substitutions. However, point mutations were not detected in some resistant Alternaria isolates, suggesting that the resistance of some isolates is possibly unrelated to the alterations in the target site or may be due to genetic variations in unidentified genomic sequence CYP51 gene. These results will contribute to understanding the mechanism of antifungal resistance development in fungal plant pathogens and are expected to contribute to the control of brown shot hole disease in cherry trees.</p>","PeriodicalId":20173,"journal":{"name":"Plant Pathology Journal","volume":" ","pages":""},"PeriodicalIF":2.5,"publicationDate":"2026-04-15","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147691517","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Artificial Intelligence-Driven Plant Disease Detection and Diagnosis: A Comprehensive Review of Deep Learning Approaches, Multimodal Sensing Technologies, and Future Perspectives in Precision Agriculture. 人工智能驱动的植物病害检测与诊断:深度学习方法、多模态传感技术和精准农业未来展望的综合综述。
IF 2.5 3区 农林科学
Plant Pathology Journal Pub Date : 2026-04-01 DOI: 10.5423/PPJ.RW.01.2026.0004
Surakshya Ghimire, Rajan Lamsal, Anvesh Sankuratri, Pradeep Lakkarsu, Sairam Vutla
{"title":"Artificial Intelligence-Driven Plant Disease Detection and Diagnosis: A Comprehensive Review of Deep Learning Approaches, Multimodal Sensing Technologies, and Future Perspectives in Precision Agriculture.","authors":"Surakshya Ghimire, Rajan Lamsal, Anvesh Sankuratri, Pradeep Lakkarsu, Sairam Vutla","doi":"10.5423/PPJ.RW.01.2026.0004","DOIUrl":"10.5423/PPJ.RW.01.2026.0004","url":null,"abstract":"<p><p>Plant diseases remain a major threat to global food production, causing significant yield losses and economic impact worldwide. Early and precise disease detection is crucial for effective crop management, yet conventional diagnostic approaches are often slow, labor-intensive, and rely on specialized expertise that may not be widely accessible. Recent advances in artificial intelligence (AI), particularly deep learning-based image analysis, offer scalable and automated solutions for plant disease recognition. This review critically examines forty-one peer-reviewed studies published between 2008 and 2025, selected following PRISMA guidelines from major scientific databases. We summarize key methodological developments, including convolutional neural networks, vision transformers, transfer and few-shot learning, and multimodal sensing approaches, highlighting their reported performance and limitations. Although many models achieve high accuracy in controlled datasets, their effectiveness often decreases under real-field conditions due to environmental variability, limited training data, and practical deployment constraints. We discuss existing challenges and propose future research directions, emphasizing improved robustness in field environments, development of lightweight and explainable models suitable for edge deployment, and integration with precision agriculture systems. This review aims to guide the design of reliable, practical, and scalable AI-driven plant disease detection strategies.</p>","PeriodicalId":20173,"journal":{"name":"Plant Pathology Journal","volume":"42 2","pages":"121-137"},"PeriodicalIF":2.5,"publicationDate":"2026-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC13066816/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147645463","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"农林科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
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