Frontiers in Plant Science最新文献

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Ethylene and its crosstalk with hormonal pathways in fruit ripening: mechanisms, modulation, and commercial exploitation. 乙烯及其与激素途径在水果成熟过程中的相互作用:机制、调节和商业开发。
IF 4.1 2区 生物学
Frontiers in Plant Science Pub Date : 2024-11-07 eCollection Date: 2024-01-01 DOI: 10.3389/fpls.2024.1475496
Mohammad M H Tipu, Sherif M Sherif
{"title":"Ethylene and its crosstalk with hormonal pathways in fruit ripening: mechanisms, modulation, and commercial exploitation.","authors":"Mohammad M H Tipu, Sherif M Sherif","doi":"10.3389/fpls.2024.1475496","DOIUrl":"10.3389/fpls.2024.1475496","url":null,"abstract":"<p><p>Ethylene is an important phytohormone that orchestrates a multitude of physiological and biochemical processes regulating fruit ripening, from early maturation to post-harvest. This review offers a comprehensive analysis of ethylene's multifaceted roles in climacteric fruit ripening, characterized by a pronounced increase in ethylene production and respiration rates. It explores potential genetic and molecular mechanisms underlying ethylene's action, focusing on key transcription factors, biosynthetic pathway genes, and signal transduction elements crucial for the expression of ripening-related genes. The varied sensitivity and dependency of ripening traits on ethylene are elucidated through studies employing genetic mutations and ethylene inhibitors such as AVG and 1-MCP. Additionally, the modulation of ripening traits by ethylene is influenced by its interaction with other phytohormones, including auxins, abscisic acid, gibberellins, jasmonates, brassinosteroids, and salicylic acid. Pre-harvest fruit drop is intricately linked to ethylene, which triggers enzyme activity in the abscission zone, leading to cell wall degradation and fruit detachment. This review also highlights the potential for applying ethylene-related knowledge in commercial contexts to enhance fruit quality, control pre-harvest drop, and extend shelf life. Future research directions are proposed, advocating for the integration of physiological, genetic, biochemical, and transcriptional insights to further elucidate ethylene's role in fruit ripening and its interaction with other hormonal pathways.</p>","PeriodicalId":12632,"journal":{"name":"Frontiers in Plant Science","volume":"15 ","pages":"1475496"},"PeriodicalIF":4.1,"publicationDate":"2024-11-07","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11579711/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142686880","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Dynamic changes of endogenous phytohormones and carbohydrates during spontaneous morphogenesis of Centaurium erythraea Rafn. 半人马座红叶(Centaurium erythraea Rafn)自发形态发生过程中内源植物激素和碳水化合物的动态变化。
IF 4.1 2区 生物学
Frontiers in Plant Science Pub Date : 2024-11-06 eCollection Date: 2024-01-01 DOI: 10.3389/fpls.2024.1487897
Milana Trifunović-Momčilov, Václav Motyka, Marija Marković, Marija Milovančević, Biljana Filipović, Petre I Dobrev, Angelina Subotić
{"title":"Dynamic changes of endogenous phytohormones and carbohydrates during spontaneous morphogenesis of <i>Centaurium erythraea</i> Rafn.","authors":"Milana Trifunović-Momčilov, Václav Motyka, Marija Marković, Marija Milovančević, Biljana Filipović, Petre I Dobrev, Angelina Subotić","doi":"10.3389/fpls.2024.1487897","DOIUrl":"10.3389/fpls.2024.1487897","url":null,"abstract":"<p><p>Common centaury (<i>Centaurium eryhtraea</i> Rafn) is a medicinal plant species with vigorous morphogenic potential <i>in vitro</i>. The process of spontaneous shoot regeneration in a solid root culture is characteristic for this plant species. In this context, the aim of this work was to investigate the dynamic changes of endogenous phytohormones and carbohydrates content in root explants at different time points (0, 2, 4, 7, 14, 21, 28, and 60 days) during spontaneous centaury morphogenesis <i>in vitro</i>. Detailed analysis of cytokinins (CKs) showed that <i>trans</i>-zeatin (<i>tZ</i>) was the major bioactive CK at all time points. The corresponding riboside, <i>t</i>Z9R, was also determined in the majority of the identified transport forms, at all time-points. Further analysis of endogenous auxin revealed a significant increase in endogenous indole-3-acetic acid (IAA) after 21 days, when a huge jump in the ratio of IAA/bioactive CKs was also observed. The maximum total soluble sugar content was measured after 14 days, while a significant decrease was determined after 21 days, when the first regenerated adventitious shoots appeared. This undoubtedly indicates an increased energy requirement prior to the actual regeneration of the shoots. The obtained results indicate that the period from day 14 to day 21 involves the most dramatic disturbances in endogenous bioactive CKs, IAA and carbohydrate balance, which are very important and valuable factors for the onset of shoot regeneration.</p>","PeriodicalId":12632,"journal":{"name":"Frontiers in Plant Science","volume":"15 ","pages":"1487897"},"PeriodicalIF":4.1,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11576275/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142681464","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Multi-omics analysis provides insights into the mechanism underlying fruit color formation in Capsicum. 多组学分析深入揭示了辣椒果实颜色形成的机理。
IF 4.1 2区 生物学
Frontiers in Plant Science Pub Date : 2024-11-06 eCollection Date: 2024-01-01 DOI: 10.3389/fpls.2024.1448060
Zhao Song, Xiaowan Xu, Xiao Chen, Jingjing Chang, Jing Li, Jiaowen Cheng, Baige Zhang
{"title":"Multi-omics analysis provides insights into the mechanism underlying fruit color formation in <i>Capsicum</i>.","authors":"Zhao Song, Xiaowan Xu, Xiao Chen, Jingjing Chang, Jing Li, Jiaowen Cheng, Baige Zhang","doi":"10.3389/fpls.2024.1448060","DOIUrl":"10.3389/fpls.2024.1448060","url":null,"abstract":"<p><p>Fruit color is a crucial attribute of fruit quality in peppers (<i>Capsicum</i> spp.). However, few studies have focused on the mechanism of color formation in immature pepper fruits. In this study, the light-yellow color observed in immature CSJ009 fruits compared to CSJ010 could be attributed to decreased chlorophyll and carotenoid pigments. Through integrated analysis of the transcriptome and metabolome of CSJ009 and CSJ010, we identified 23,930 differentially expressed genes (DEGs) and 345 differentially accumulated metabolites (DAMs). Furthermore, integrated analysis revealed a strong correlation between the <i>HCT-like</i> gene and metabolite MWS0178 (chlorogenic acid). Paraffin section assay revealed that the epidermal cells of immature CSJ010 fruits exhibited a more compact arrangement with significantly greater length than those of CSJ009. Quantitative determination of carotenoids showed that lutein emerged as the predominant carotenoid in immature pepper fruits. Additionally, missense mutation of <i>LCYB2</i> is likely to lead to a decrease in <i>β</i>-carotene content in immature CSJ009 fruits, whereas CCS may directly catalyze the conversion of lycopene to <i>β</i>-carotene in mature fruits. The null mutation in <i>CCS</i> promoted the biosynthesis of <i>β,ϵ</i>-branch carotenoids leading to lutein being the most abundant carotenoid found in orange CSJ010 fruits. These findings provide important insights into the mechanism underlying color formation in pepper fruits and establish a foundation for the further exploration of color-related genes.</p>","PeriodicalId":12632,"journal":{"name":"Frontiers in Plant Science","volume":"15 ","pages":"1448060"},"PeriodicalIF":4.1,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11576296/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142681482","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Identifying the earliest citrus responses to Candidatus Liberibacter asiaticus infection: a temporal metabolomics study. 鉴别柑橘对白色念珠菌感染的最早反应:一项时间代谢组学研究。
IF 4.1 2区 生物学
Frontiers in Plant Science Pub Date : 2024-11-06 eCollection Date: 2024-01-01 DOI: 10.3389/fpls.2024.1455344
Jingwen Li, Yuanzhi Zimmy Wang, Fred G Gmitter, Yu Wang
{"title":"Identifying the earliest citrus responses to <i>Candidatus</i> Liberibacter asiaticus infection: a temporal metabolomics study.","authors":"Jingwen Li, Yuanzhi Zimmy Wang, Fred G Gmitter, Yu Wang","doi":"10.3389/fpls.2024.1455344","DOIUrl":"10.3389/fpls.2024.1455344","url":null,"abstract":"<p><p>The global citrus industry faces a great threat from Huanglongbing (HLB), a destructive disease caused by '<i>Candidatus</i> Liberibacter asiaticus' (<i>C</i>Las) that induces significant economic losses without any known cure. Understanding how citrus plants defend against HLB, particularly at the early stages of infection, is crucial for developing long-term solutions. This study investigated the earliest metabolic responses of fresh citrus leaves to <i>C</i>Las infection using untargeted metabolomics and machine learning models. HLB-tolerant and HLB-sensitive cultivars were compared to analyze their biochemical reactions within 48 hours post-infection. HESI/Q-Orbitrap MS analysis identified temporal differential metabolites, revealing distinct metabolic pathways activated in response to <i>C</i>Las infection. Both cultivars responded by increasing specific metabolite concentrations, such as flavonoids, within 2 hours post-infection, but the HLB-tolerant cultivar maintained higher levels throughout the 48-hour period. This early metabolic activity could influence long-term plant health by enhancing disease resistance and reducing pathogen impact. These findings provide potential biomarkers for breeding HLB-resistant cultivars and offer valuable insights for developing sustainable management strategies to mitigate the impact of HLB on the citrus industry, ensuring its long-term productivity and economic viability.</p>","PeriodicalId":12632,"journal":{"name":"Frontiers in Plant Science","volume":"15 ","pages":"1455344"},"PeriodicalIF":4.1,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11579704/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142687003","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Understanding cold stress response mechanisms in plants: an overview. 了解植物的冷胁迫响应机制:综述。
IF 4.1 2区 生物学
Frontiers in Plant Science Pub Date : 2024-11-06 eCollection Date: 2024-01-01 DOI: 10.3389/fpls.2024.1443317
Zhenfeng Qian, Lilian He, Fusheng Li
{"title":"Understanding cold stress response mechanisms in plants: an overview.","authors":"Zhenfeng Qian, Lilian He, Fusheng Li","doi":"10.3389/fpls.2024.1443317","DOIUrl":"10.3389/fpls.2024.1443317","url":null,"abstract":"<p><p>Low-temperature stress significantly impacts plant growth, development, yield, and geographical distribution. However, during the long-term process of evolution, plants have evolved complicated mechanisms to resist low-temperature stress. The cold tolerance trait is regulated by multiple pathways, such as the Ca<sup>2+</sup> signaling cascade, mitogen-activated protein kinase (MAPK) cascade, inducer of CBF expression 1 (ICE1)-C-repeat binding factor (CBF)-cold-reulated gene (COR) transcriptional cascade, reactive oxygen species (ROS) homeostasis regulation, and plant hormone signaling. However, the specific responses of these pathways to cold stress and their interactions are not fully understood. This review summarizes the response mechanisms of plants to cold stress from four aspects, including cold signal perception and transduction, ICE1-CBF-COR transcription cascade regulation, ROS homeostasis regulation and plant hormone signal regulation. It also elucidates the mechanism of cold stress perception and Ca<sup>2+</sup> signal transduction in plants, and proposes the important roles of transcription factors (TFs), post-translational modifications (PTMs), light signals, circadian clock factors, and interaction proteins in the ICE1-CBF-COR transcription cascade. Additionally, we analyze the importance of ROS homeostasis and plant hormone signaling pathways in plant cold stress response, and explore the cross interconnections among the ICE1-CBF-COR cascade, ROS homeostasis, and plant hormone signaling. This comprehensive review enhances our understanding of the mechanism of plant cold tolerance and provides a molecular basis for genetic strategies to improve plant cold tolerance.</p>","PeriodicalId":12632,"journal":{"name":"Frontiers in Plant Science","volume":"15 ","pages":"1443317"},"PeriodicalIF":4.1,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11576170/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142681485","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Ionomic and proteomic changes highlight the effect of silicon supply on the nodules functioning of Trifolium incarnatum L. 生物工程学和蛋白质组学的变化凸显了硅供应对成株三叶草(Trifolium incarnatum L.)结核功能的影响。
IF 4.1 2区 生物学
Frontiers in Plant Science Pub Date : 2024-11-06 eCollection Date: 2024-01-01 DOI: 10.3389/fpls.2024.1462149
Raphaël Coquerel, Mustapha Arkoun, Jacques Trouverie, Benoit Bernay, Philippe Laîné, Philippe Etienne
{"title":"Ionomic and proteomic changes highlight the effect of silicon supply on the nodules functioning of <i>Trifolium incarnatum</i> L.","authors":"Raphaël Coquerel, Mustapha Arkoun, Jacques Trouverie, Benoit Bernay, Philippe Laîné, Philippe Etienne","doi":"10.3389/fpls.2024.1462149","DOIUrl":"10.3389/fpls.2024.1462149","url":null,"abstract":"<p><strong>Introduction: </strong>Numerous studies have reported the beneficial effects of silicon (Si) in alleviating biotic or abiotic stresses in many plant species. However, the role of Si in Fabaceae facing environmental stress is poorly documented. The aim of this study is to investigate the effect of Si on physiological traits and nodulation efficiency in <i>Trifolium incarnatum</i> L.</p><p><strong>Methods: </strong>Si was supplied (1.7 mM in the form of Na<sub>2</sub>SiO<sub>3</sub>) plants inoculated with <i>Rhizobium leguminosarum</i> bv <i>trifolii</i> and plant physiological traits and nodule ionomic and molecular traits were monitored over 25 days.</p><p><strong>Results: </strong>Si supply promoted shoot biomass, the quantity of both Si and N in roots and shoots, and the number, biomass and density of nodules and their nitrogenase abundance which contribute to better dinitrogen (N<sub>2</sub>) fixation. Ionomic analysis of nodules revealed that Si supply increased the amount of several macroelements (potassium, phosphorus and sulfur) and microelements (copper, zinc and molybdenum) known to improve nodulation efficiency and N<sub>2</sub> fixation. Finally, comparative proteomic analysis (+Si <i>versus</i> -Si) of nodules highlighted that Si modulated the proteome of both symbionts with 989 and 212 differentially accumulated proteins (DAPs) in the infected host root cells and their symbiont bacteria, respectively.</p><p><strong>Discussion: </strong>Among the DAPs, the roles of those involved in nodulation and N<sub>2</sub> fixation are discussed. For the first time, this study provides new insights into the effects of Si on both nodular partners and paves the way for a better understanding of the impact of Si on improving nodule function, and more specifically, on the nodules' N<sub>2</sub>-fixing capacity.</p>","PeriodicalId":12632,"journal":{"name":"Frontiers in Plant Science","volume":"15 ","pages":"1462149"},"PeriodicalIF":4.1,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11576322/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142681481","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Non-destructive assessment of apple internal quality using rotational hyperspectral imaging. 利用旋转高光谱成像技术对苹果内部质量进行非破坏性评估。
IF 4.1 2区 生物学
Frontiers in Plant Science Pub Date : 2024-11-06 eCollection Date: 2024-01-01 DOI: 10.3389/fpls.2024.1432120
Xiaojiang Wang, Junying Han, Chengzhong Liu, Tong Feng
{"title":"Non-destructive assessment of apple internal quality using rotational hyperspectral imaging.","authors":"Xiaojiang Wang, Junying Han, Chengzhong Liu, Tong Feng","doi":"10.3389/fpls.2024.1432120","DOIUrl":"10.3389/fpls.2024.1432120","url":null,"abstract":"<p><p>This work aims to predict the starch, vitamin C, soluble solids, and titratable acid contents of apple fruits using hyperspectral imaging combined with machine learning approaches. First, a hyperspectral camera by rotating samples was used to obtain hyperspectral images of the apple fruit surface in the spectral range of 380~1018 nm, and its region of interest (ROI) was extracted; then, the optimal preprocessing method was preferred through experimental comparisons; on this basis, genetic algorithms (GA), successive projection algorithms (SPA), and competitive adaptive reweighting adoption algorithms (CARS) were used to extract feature variables; subsequently, multiple machine learning models (support vector regression SVR, principal component regression PCR, partial least squares regression PLSR, and multiple linear regression MLR) were used to model the inversion between hyperspectral images and internal nutrient quality physicochemical indexes of fruits, respectively. Through the comparative analysis of all the model prediction results, it was found that among them, for starch, vitamin C, soluble solids, and titratable acid content, 2<sup>nd</sup> Der-CARS-MLR were the optimal prediction models with superior performance (the prediction coefficients of determination R<sub>p</sub> <sup>2</sup> exceeded 90% in all of them). In addition, potential relationships among four nutritional qualities were explored based on t-values and p-values, and a significant conclusion was drew that starch and vitamin C was highly correlated.</p>","PeriodicalId":12632,"journal":{"name":"Frontiers in Plant Science","volume":"15 ","pages":"1432120"},"PeriodicalIF":4.1,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11577084/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142681483","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Groundcover improves nutrition and growth of citrus trees and reduces water runoff, soil erosion and nutrient loss on sloping farmland. 地被植物可改善柑橘树的营养和生长,减少坡耕地的水流、土壤侵蚀和养分流失。
IF 4.1 2区 生物学
Frontiers in Plant Science Pub Date : 2024-11-06 eCollection Date: 2024-01-01 DOI: 10.3389/fpls.2024.1489693
Rui Liu, Yuting Zhang, Zhichao Wang, Xueliang Zhang, Wenjing Xu, Jianwei Zhang, Yueqiang Zhang, Bin Hu, Xiaojun Shi, Heinz Rennenberg
{"title":"Groundcover improves nutrition and growth of citrus trees and reduces water runoff, soil erosion and nutrient loss on sloping farmland.","authors":"Rui Liu, Yuting Zhang, Zhichao Wang, Xueliang Zhang, Wenjing Xu, Jianwei Zhang, Yueqiang Zhang, Bin Hu, Xiaojun Shi, Heinz Rennenberg","doi":"10.3389/fpls.2024.1489693","DOIUrl":"10.3389/fpls.2024.1489693","url":null,"abstract":"<p><strong>Introduction: </strong>Groundcover management plays a crucial role in improving water retention and soil nutrition in orchard systems, thereby preventing environmental constrains by non-point source pollution. However, effectiveness of groundcover management in citrus orchards developed on sloping farmland with eroded purple soil has not been studied in detail. In particular, information on the soil nutrient losses, <i>e.g.</i>, nitrogen (N) and phosphorus (P), through interflow and its effects on growth and nutrition of citrus plants has not been reported.</p><p><strong>Methods: </strong>The present study evaluated the effects of different cover crops, <i>i.e.</i>, <i>Lolium perenne</i> L. (Lolium), <i>Vicia villosa</i> Roth (Vicia) and <i>Orychophragmus violaceus</i> (Ory), on nutrition and growth of citrus trees as well as water, soil and nutrient retention in an orchard developed in sloping farmland during two consecutive years.</p><p><strong>Results and discussion: </strong>The results show that the groundcover species Lolium and Vicia mediated nursing effects on nutrition and growth of citrus trees. These nursing effects included enhanced foliar levels of carbon(C), N and P as well as increased tree height, stem diameter, and crown width. Groundcover management generally reduced the annual surface runoff, interflow, soil loss, total N loss and total P loss. Among the cover crop species studied, Lolium and Vicia were overall more efficient than Ory in this context. Lolium reduced the average annual total loss of N and P by 42.53% and 49.23%, respectively, compared with clean tillage. The estimated annual reduction potentials of soil, N and P losses in Southwestern China were 16.3, 3.4 and 8.5 million tons yr<sup>-1</sup>, respectively. Obviously, Lolium and Vicia provide highly beneficial ground coverage on sloping farmland and, thus, can be used for future sustainable development of citrus orchards.</p>","PeriodicalId":12632,"journal":{"name":"Frontiers in Plant Science","volume":"15 ","pages":"1489693"},"PeriodicalIF":4.1,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11576175/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142681479","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
ANFIS Fuzzy convolutional neural network model for leaf disease detection. 用于叶病检测的 ANFIS 模糊卷积神经网络模型。
IF 4.1 2区 生物学
Frontiers in Plant Science Pub Date : 2024-11-05 eCollection Date: 2024-01-01 DOI: 10.3389/fpls.2024.1465960
Tae-Hoon Kim, Mobeen Shahroz, Bayan Alabdullah, Nisreen Innab, Jamel Baili, Muhammad Umer, Fiaz Majeed, Imran Ashraf
{"title":"ANFIS Fuzzy convolutional neural network model for leaf disease detection.","authors":"Tae-Hoon Kim, Mobeen Shahroz, Bayan Alabdullah, Nisreen Innab, Jamel Baili, Muhammad Umer, Fiaz Majeed, Imran Ashraf","doi":"10.3389/fpls.2024.1465960","DOIUrl":"10.3389/fpls.2024.1465960","url":null,"abstract":"<p><p>Leaf disease detection is critical in agriculture, as it directly impacts crop health, yield, and quality. Early and accurate detection of leaf diseases can prevent the spread of infections, reduce the need for chemical treatments, and minimize crop losses. This not only ensures food security but also supports sustainable farming practices. Effective leaf disease detection systems empower farmers with the knowledge to take timely actions, leading to healthier crops and more efficient resource management. In an era of increasing global food demand and environmental challenges, advanced leaf disease detection technologies are indispensable for modern agriculture. This study presents an innovative approach for detecting pepper bell leaf disease using an ANFIS Fuzzy convolutional neural network (CNN) integrated with local binary pattern (LBP) features. Experiments involve using the models without LBP, as well as, with LBP features. For both sets of experiments, the proposed ANFIS CNN model performs superbly. It shows an accuracy score of 0.8478 without using LBP features while its precision, recall, and F1 scores are 0.8959, 0.9045, and 0.8953, respectively. Incorporating LBP features, the proposed model achieved exceptional performance, with accuracy, precision, recall, and an F1 score of higher than 99%. Comprehensive comparisons with state-of-the-art techniques further highlight the superiority of the proposed method. Additionally, cross-validation was applied to ensure the robustness and reliability of the results. This approach demonstrates a significant advancement in agricultural disease detection, promising enhanced accuracy and efficiency in real-world applications.</p>","PeriodicalId":12632,"journal":{"name":"Frontiers in Plant Science","volume":"15 ","pages":"1465960"},"PeriodicalIF":4.1,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11577083/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142681460","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"生物学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Immunity priming and biostimulation by airborne nonanal increase yield of field-grown common bean plants. 通过空气传播的壬醛进行免疫启动和生物刺激,可提高大田种植的蚕豆产量。
IF 4.1 2区 生物学
Frontiers in Plant Science Pub Date : 2024-11-05 eCollection Date: 2024-01-01 DOI: 10.3389/fpls.2024.1451864
Iris J Elizarraraz-Martínez, Mariana A Rojas-Raya, Ana A Feregrino-Pérez, Laila P Partida-Martínez, Martin Heil
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