Current Plant Biology最新文献

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In-depth genome-wide characterization of MaNAC25 and MaNAC28 cold-responsive transcription factor binding sites in banana via DAP-Seq 通过 DAP-Seq 深入分析香蕉中 MaNAC25 和 MaNAC28 冷响应转录因子结合位点的全基因组特征
IF 5.4
Current Plant Biology Pub Date : 2024-10-06 DOI: 10.1016/j.cpb.2024.100389
Chunbo Song
{"title":"In-depth genome-wide characterization of MaNAC25 and MaNAC28 cold-responsive transcription factor binding sites in banana via DAP-Seq","authors":"Chunbo Song","doi":"10.1016/j.cpb.2024.100389","DOIUrl":"10.1016/j.cpb.2024.100389","url":null,"abstract":"<div><div>Mapping transcription factor proteins' binding sites across the entire genome in banana is crucial for unveiling their transcriptional regulatory mechanisms and enhancing our understanding of their regulatory networks. Our study showed that DAP-Seq experiments identified MaNAC25 and MaNAC28 numerous binding peaks, mainly in the promoter regions, with strong signals near the transcription start site (TSS). Significantly, the discovery of new binding motifs for MaNAC28 excluding NAC core binding element CGTA/G indicates their potential as novel DNA binding motifs for NAC transcription factors in cold stress response. Moreover, MaNAC25 was found to chiefly influence biological processes and molecular functions, whereas MaNAC28 was more focused on molecular functions. Both MaNAC25 and MaNAC28 extended their regulatory networks by interacting with other transcription factors during cold stress. Therefore, DAP-Seq technology furnishes essential insights and a robust foundation for researching transcriptional regulatory mechanisms among diverse transcription factors and broadening their regulatory networks.</div></div>","PeriodicalId":38090,"journal":{"name":"Current Plant Biology","volume":"40 ","pages":"Article 100389"},"PeriodicalIF":5.4,"publicationDate":"2024-10-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142422760","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Genetic dissection of flour whiteness through genome-wide association analysis in common wheat (Triticum aestivum L.) 通过全基因组关联分析剖析普通小麦(Triticum aestivum L.)
IF 5.4
Current Plant Biology Pub Date : 2024-10-05 DOI: 10.1016/j.cpb.2024.100391
Jinna Hou , Hui Deng , Fuxin Xu , Shenghui Geng , Congcong Liu , Wenxu Li , Xia Shi , Zhengqing Wu , Zhensheng Lei , Zhengfu Zhou
{"title":"Genetic dissection of flour whiteness through genome-wide association analysis in common wheat (Triticum aestivum L.)","authors":"Jinna Hou ,&nbsp;Hui Deng ,&nbsp;Fuxin Xu ,&nbsp;Shenghui Geng ,&nbsp;Congcong Liu ,&nbsp;Wenxu Li ,&nbsp;Xia Shi ,&nbsp;Zhengqing Wu ,&nbsp;Zhensheng Lei ,&nbsp;Zhengfu Zhou","doi":"10.1016/j.cpb.2024.100391","DOIUrl":"10.1016/j.cpb.2024.100391","url":null,"abstract":"<div><div>The color of flour products has an important influence on consumer acceptance. Flour color is largely determined and measured by the index of flour whiteness (FW) in China. In this study, an association population comprising 207 wheat (<em>Triticum aestivum</em>) accessions originating from seven countries was used for dissection of FW-related genetic loci through genome-wide association analysis. Six quantitative trait loci (QTLs) significantly associated with FW were identified, accounting for 7.87–16.53 % of the total phenotypic variation. Four KASP markers were developed from single-nucleotide polymorphisms associated with the QTLs <em>QFW.HAAS</em>-<em>1AS</em>, <em>QFW.HAAS-1BL</em>, <em>QFW.HAAS-5AL</em>, and <em>QFW.HAAS-7AL</em>. The phytoene synthase-encoding gene <em>TraesCS7A03G1357000</em> (<em>TaPsyA1</em>) was identified as a candidate gene for <em>QFW.HAAS-7AL</em>. Two allelic variants of <em>TaPsyA1</em> (designated <em>PsyA1-a</em> and <em>PsyA1-b</em>) were differentiated on the basis of a 37 bp insertion/deletion polymorphism in the second intron. <em>PsyA1-b</em> included the 37 bp insertion, which led to a translational frameshift in the gene and was associated with higher FW. The <em>PsyA1-a</em> allele lacked the 37 bp insertion and was classified into two haplotypes according to the number of repeated ‘TC’ units in a simple sequence repeat in the promoter region. Of the two <em>PsyA1-a</em> haplotypes, the Type 1 haplotype conferred higher FW, flour brightness, and flour redness, and lower yellow pigment content and flour yellowness. The KASP markers and <em>PsyA1</em> polymorphic markers developed in the present study are suitable for use in molecular marker-assisted selection for improvement of wheat FW.</div></div>","PeriodicalId":38090,"journal":{"name":"Current Plant Biology","volume":"40 ","pages":"Article 100391"},"PeriodicalIF":5.4,"publicationDate":"2024-10-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142422759","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
The Serratia sp. strain C2 confers tomato tolerance to high salt, virus infection and both stresses in combination Serratia sp. 菌株 C2 可使番茄耐受高盐、病毒感染以及两种胁迫的共同作用
IF 5.4
Current Plant Biology Pub Date : 2024-10-04 DOI: 10.1016/j.cpb.2024.100390
Naima Sayahi , Giorgia Sportelli , Anna Vittoria Carluccio , Chantal Ebel , Tahar Mechichi , Fabrizio Cillo , Moez Hanin , Livia Stavolone
{"title":"The Serratia sp. strain C2 confers tomato tolerance to high salt, virus infection and both stresses in combination","authors":"Naima Sayahi ,&nbsp;Giorgia Sportelli ,&nbsp;Anna Vittoria Carluccio ,&nbsp;Chantal Ebel ,&nbsp;Tahar Mechichi ,&nbsp;Fabrizio Cillo ,&nbsp;Moez Hanin ,&nbsp;Livia Stavolone","doi":"10.1016/j.cpb.2024.100390","DOIUrl":"10.1016/j.cpb.2024.100390","url":null,"abstract":"<div><div>Besides increasing plant growth, several Plant Growth Promoting Rhizobacteria (PGPR), can enhance tolerance to biotic and/or abiotic stresses of numerous plant species. While cultivated plants are frequently subject to combined stresses in the field, there is limited knowledge of the effect of PGPR on plants undergoing simultaneous stress conditions. Therefore, we tested the beneficial properties of the halotolerant PGPR <em>Serratia</em> sp. strain C2, previously shown to enhance salt stress tolerance in barley, on tomato plants exposed to salinity, to Potato Virus Y (PVY) infection, and both stresses simultaneously. In our experimental conditions, C2 inoculation improved tomato tolerance to salt stress and positively correlated with a 46–68 % decrease in the level of PVY RNA compared to non-inoculated tomato plants. Morphometric, physiological and biochemical analyses (e.g., chlorophyll, sugar and proline accumulation, oxidative stress status and NDVI) indicated that C2 treatments had beneficial effects on tomato growth under simple and combined stress conditions. This is the first report of a PGPR enhancing tolerance not only to individually induced salinity and PVY infection, but also to both stresses in combination. Moreover, the expression analysis of selected genes involved in stress responses and RNA silencing-mediated antiviral immunity suggests that C2 can interfere with distinct defence response pathways to enhance stress tolerance in tomato. These pioneering results support the perspective of using PGPR as multi-spectrum and multi-host biostimulants for improving plant growth and protection from biotic, abiotic, and combined stresses to promote sustainable crop production in the face of environmental changes.</div></div>","PeriodicalId":38090,"journal":{"name":"Current Plant Biology","volume":"40 ","pages":"Article 100390"},"PeriodicalIF":5.4,"publicationDate":"2024-10-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142422758","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhancing sweet cherry resilience to spring frost and rain-induced cracking with pre-harvest melatonin treatments 通过采收前褪黑激素处理增强甜樱桃对春季霜冻和雨水引起的裂果的抗逆性
IF 5.4
Current Plant Biology Pub Date : 2024-09-26 DOI: 10.1016/j.cpb.2024.100388
M.C. Ruiz-Aracil , J.M. Valverde , A. Beltrà , J.M. Lorente-Mento , A. Carrión-Antolí , D. Valero , F. Guillén
{"title":"Enhancing sweet cherry resilience to spring frost and rain-induced cracking with pre-harvest melatonin treatments","authors":"M.C. Ruiz-Aracil ,&nbsp;J.M. Valverde ,&nbsp;A. Beltrà ,&nbsp;J.M. Lorente-Mento ,&nbsp;A. Carrión-Antolí ,&nbsp;D. Valero ,&nbsp;F. Guillén","doi":"10.1016/j.cpb.2024.100388","DOIUrl":"10.1016/j.cpb.2024.100388","url":null,"abstract":"<div><div>Sweet cherry producers annually confront climatic challenges such as spring frost and fruit cracking. This vulnerability arises primarily from spring frost during bloom or cracking at critical maturity stages during persistent rainfall. With changing climate patterns, innovative strategies are essential to mitigate these adversities. Foliar applications of melatonin (MT) at 0, 0.01, 0.05 and 0.1 mM were tested on the ‘Prime Giant’ and ‘Sweetheart’ cultivars over four different production cycles (2020–2023) to evaluate the effect on frost resilience on flower buds and fruit cracking reduction. MT-treated flower buds showed reduced malondialdehyde content and increased fruit set in most seasons, reducing their vulnerability to extreme weather events. In addition, MT consistently decreased sweet cherry cracking incidence across all studied seasons, indicating a strong effect between the fruit ripening stage and susceptibility to fruit cracking, which was cultivar dependent. Quality parameters at harvest, including fruit firmness, and colour at harvest, were either delayed or unaffected in MT-treated fruits compared with controls. However, other ripening parameters were stimulated by pre-harvest MT applications in several growing cycles, such as total soluble solids, which slightly reduced total acidity in MT-treated fruits. In summary, pre-harvest MT treatments can be a promising strategy for climate change adaptation and stress mitigation, potentially increasing sweet cherry production under extreme weather conditions.</div></div>","PeriodicalId":38090,"journal":{"name":"Current Plant Biology","volume":"40 ","pages":"Article 100388"},"PeriodicalIF":5.4,"publicationDate":"2024-09-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142358523","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
LED light treatments enhance neuroprotective properties and differentially impact phenolic compounds and triterpenoid content in Gotu Kola (Centella asiatica (L.) Urb.) LED 光处理可增强五加科拉(积雪草)的神经保护特性,并对其酚类化合物和三萜类化合物的含量产生不同影响
IF 5.4
Current Plant Biology Pub Date : 2024-09-11 DOI: 10.1016/j.cpb.2024.100386
Melissa Soun-udom , Maria Rita Garcia , Andreia P. Oliveira , Paula B. Andrade , Srunya Vajrodaya , Sutsawat Duangsrisai , Nelson G.M. Gomes
{"title":"LED light treatments enhance neuroprotective properties and differentially impact phenolic compounds and triterpenoid content in Gotu Kola (Centella asiatica (L.) Urb.)","authors":"Melissa Soun-udom ,&nbsp;Maria Rita Garcia ,&nbsp;Andreia P. Oliveira ,&nbsp;Paula B. Andrade ,&nbsp;Srunya Vajrodaya ,&nbsp;Sutsawat Duangsrisai ,&nbsp;Nelson G.M. Gomes","doi":"10.1016/j.cpb.2024.100386","DOIUrl":"10.1016/j.cpb.2024.100386","url":null,"abstract":"<div><p>Due to an array of medicinal properties being attributed to Gotu kola (<em>Centella asiatica</em> (L.) Urb.), there is a growing demand for the incorporation of the plant as an herbal ingredient in drugs, cosmetics but mainly in dietary supplements and herbal drugs, which has been causing a gradual decline on its wild population. A possible way might be the improvement of the content in bioactive constituents that, in this specific matter, have been mainly labelled as being pentacyclic triterpenoids. We hypothesize that using light-emitting diode (LED) treatments can enhance its content in bioactives and improve its neuroprotective effects. Specific LED light treatments caused a metabolic shift, globally reducing the concentrations of the triterpenoids madecassoside, asiaticoside, and their corresponding aglycones. However, LED light treatments caused a pronounced increase in specific phenolic bioactives in comparison with samples obtained under sunlight, mostly pronounced in the concentrations of di-<em>O</em>-caffeoylquinic acids. Principal component analysis corroborated that the improvement on the neuroinflammatory status in BV-2 microglial cells and enhanced inhibition of tyrosinase are correlated with the increase in specific phenolic constituents resulting from LED light treatments. While the anti-neuroinflammatory effects in BV-2 microglial cells are demonstrated here for the first time, our core findings are mostly crucial for meeting the increased demand for <em>C. asiatica</em> in herbal products, as our LED light treatment boosts yields in specific phenolic bioactives and improves neuroprotective effects.</p></div>","PeriodicalId":38090,"journal":{"name":"Current Plant Biology","volume":"40 ","pages":"Article 100386"},"PeriodicalIF":5.4,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2214662824000689/pdfft?md5=cf6666429b78cad8d2021241c394b045&pid=1-s2.0-S2214662824000689-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142230798","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Auxin signaling, transport, and regulation during adventitious root formation 不定根形成过程中的叶绿素信号、运输和调节
IF 5.4
Current Plant Biology Pub Date : 2024-09-11 DOI: 10.1016/j.cpb.2024.100385
Muhamed Adem , Lata Sharma , Gyan Singh Shekhawat , Martin Šafranek , Ján Jásik
{"title":"Auxin signaling, transport, and regulation during adventitious root formation","authors":"Muhamed Adem ,&nbsp;Lata Sharma ,&nbsp;Gyan Singh Shekhawat ,&nbsp;Martin Šafranek ,&nbsp;Ján Jásik","doi":"10.1016/j.cpb.2024.100385","DOIUrl":"10.1016/j.cpb.2024.100385","url":null,"abstract":"<div><div>Adventitious roots (ARs) are post-embryonic roots that develop from non-root organs. These roots are vital for plant survival and are crucial for the clonal reproduction of valuable horticultural and forestry species. Despite their significance, ARs remain poorly understood. Research has shown that AR initiation and growth involve combined effects of genetic factors, growth regulators, and environmental stimuli. Cellular and molecular investigations have identified three key requirements for a cell to become an AR progenitor: it must be situated next to vascular tissue, exhibit high transcriptional activity, and undergo a redetermination of cell fate towards AR competency. The development of ARs is largely controlled by the interplay between auxins and other plant growth regulators (PGRs), such as cytokinins, ethylene, and jasmonates. Notably, the establishment of auxin concentration gradients through directional flow is essential for activating cellular processes necessary for AR formation. Recent studies have highlighted the importance of auxin-responsive genes, AUXIN RESPONSE FACTORs (ARFs) and AUXIN/INDOLE-3-ACETIC ACID REPRESSORs (Aux/IAAs) that play crucial roles in mediating AR initiation and emergence. Nevertheless, complex interactions between auxins and other PGRs remain the most enigmatic aspect of AR development. This review highlights the multifaceted roles of auxin and other PGRs in AR initiation and development, including biosynthesis, polar auxin transport, and regulation at the transcriptional, proteomic, and metabolomic levels.</div></div>","PeriodicalId":38090,"journal":{"name":"Current Plant Biology","volume":"40 ","pages":"Article 100385"},"PeriodicalIF":5.4,"publicationDate":"2024-09-11","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142526923","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Collaboration of hairy root culture and scale-up strategies for enhancing the biosynthesis of medicinal and defensive alkaloids in Papaver sp. 合作开展毛根培养并制定规模化战略,以提高罂粟中药用生物碱和防御性生物碱的生物合成能力
IF 5.4
Current Plant Biology Pub Date : 2024-09-06 DOI: 10.1016/j.cpb.2024.100381
Zahra Aghaali , Mohammad Reza Naghavi , Meisam Zargar
{"title":"Collaboration of hairy root culture and scale-up strategies for enhancing the biosynthesis of medicinal and defensive alkaloids in Papaver sp.","authors":"Zahra Aghaali ,&nbsp;Mohammad Reza Naghavi ,&nbsp;Meisam Zargar","doi":"10.1016/j.cpb.2024.100381","DOIUrl":"10.1016/j.cpb.2024.100381","url":null,"abstract":"<div><p>The <em>Papaver</em> genus is famous for its ability to biosynthesize a wide variety of secondary metabolites, including benzylisoquinoline alkaloids (BIAs) which have been prescribed to treat several health issues, ranging from cough to cancer. Plus, they have been evidenced to be powerful antioxidants scavenging free radical that are synthesized and accumulated when plants are striving to relieve biotic and abiotic stresses. Morphine, codeine, thebaine, noscapine, papaverine, and sanguinarine are the most well-known BIAs. The biosynthesis of BIAs is limited to organized tissues, and because the content of BIAs in these tissues is relatively low, the use of differentiated organ culture, hairy root culture, is drown much more attention. Interestingly, the biosynthetic capacity of the hairy root culture is higher than that of native plants, making them an appropriate platform for <em>in vitro</em> BIA production. One of the most attractive options for improving BIAs accumulation in hairy roots for both modest and massive production is to adopt biotechnological strategies. Regarding the latter, however, the bioreactor-based production of plant bioactive compounds is preceded by optimization of some factors related to machinery and culture medium. The purpose of this review is to supply comprehensive information about current and innovative biotechnological approaches which have been employed or have the potential to be applied for elevating BIA production in the <em>Papaver</em> hairy root culture as well as their importance from the medicinal and defensive perspectives.</p></div>","PeriodicalId":38090,"journal":{"name":"Current Plant Biology","volume":"40 ","pages":"Article 100381"},"PeriodicalIF":5.4,"publicationDate":"2024-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S221466282400063X/pdfft?md5=db4a76248e92286ec75ff39c5025a4e0&pid=1-s2.0-S221466282400063X-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142162794","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Developmental regulators in promoting genetic transformation efficiency in maize and other plants 促进玉米和其他植物遗传转化效率的发育调节因子
IF 5.4
Current Plant Biology Pub Date : 2024-08-30 DOI: 10.1016/j.cpb.2024.100383
Yilin Jiang , Xun Wei , Meirui Zhu , Xiaoyan Zhang , Qingping Jiang , ZiXiao Wang , Yanyong Cao , Xueli An , Xiangyuan Wan
{"title":"Developmental regulators in promoting genetic transformation efficiency in maize and other plants","authors":"Yilin Jiang ,&nbsp;Xun Wei ,&nbsp;Meirui Zhu ,&nbsp;Xiaoyan Zhang ,&nbsp;Qingping Jiang ,&nbsp;ZiXiao Wang ,&nbsp;Yanyong Cao ,&nbsp;Xueli An ,&nbsp;Xiangyuan Wan","doi":"10.1016/j.cpb.2024.100383","DOIUrl":"10.1016/j.cpb.2024.100383","url":null,"abstract":"<div><p>Given global agricultural challenges such as population growth, climate change, and limitations on resources and the environment, as well as increasing diversity in breeding goals, relying on traditional breeding methods is inadequate to provide food security requirements and promote sustainable development. Genetic transformation technology has become an effective tool for performing functional genomics research and molecular breeding. In this study, we conducted an in-depth analysis of 1669 literary works to investigate the potential of developmental regulators (DRs) in enhancing the efficiency of plant genetic transformation, with a concentration on their use in maize. Through multi-omics data analysis, we identified 12 homologous DRs from various species that are potentially applicable to maize. We identified a total of 41 possible disease resistances (DRs) for maize genetic transformation. Further experimental verification of ZmWIND1, a novel regulator belonging to the ERF/AP2 transcription factor (TF) family, showed that it significantly improved the efficiency of plant regeneration and transformation efficiency in maize. Specifically, compared to the control group, the callus induction rates for the pG3GB411-<em>ZmWIND1</em> vector increased to 60.22 % and 47.85 % in Xiang249 and Zheng58, respectively. Transformation efficiency increased to 37.5 % in Xiang249 and 16.56 % in Zheng58, both significantly surpassing the control group. These findings have the potential to broaden the range of transformable maize varieties and lines, as well as introduce new genetic transformation methods in agricultural biotechnology, underscoring the immense potential to enhance genetic transformation efficiency through systematic exploration and application of DRs in maize.</p></div>","PeriodicalId":38090,"journal":{"name":"Current Plant Biology","volume":"40 ","pages":"Article 100383"},"PeriodicalIF":5.4,"publicationDate":"2024-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2214662824000653/pdfft?md5=c58b32f82a568370369ded2d02496615&pid=1-s2.0-S2214662824000653-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142137314","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Exploration of machine learning approaches for automated crop disease detection 探索自动检测作物病害的机器学习方法
IF 5.4
Current Plant Biology Pub Date : 2024-08-24 DOI: 10.1016/j.cpb.2024.100382
Annu Singla , Ashima Nehra , Kamaldeep Joshi , Ajit Kumar , Narendra Tuteja , Rajeev K. Varshney , Sarvajeet Singh Gill , Ritu Gill
{"title":"Exploration of machine learning approaches for automated crop disease detection","authors":"Annu Singla ,&nbsp;Ashima Nehra ,&nbsp;Kamaldeep Joshi ,&nbsp;Ajit Kumar ,&nbsp;Narendra Tuteja ,&nbsp;Rajeev K. Varshney ,&nbsp;Sarvajeet Singh Gill ,&nbsp;Ritu Gill","doi":"10.1016/j.cpb.2024.100382","DOIUrl":"10.1016/j.cpb.2024.100382","url":null,"abstract":"<div><p>In the era of frequently changing climatic conditions along with ever increasing world population, it becomes imperative to ensure food security. The burden of biotic stresses pose serious threat to crop productivity, therefore, early and accurate detection of plant diseases is essential. Conventional methods exclusively rely on human expertise, and are often labor-intensive, time-consuming, and prone to errors. Recent advancements in machine learning (ML) offer promising alternatives by automating the disease detection processes with high precision and efficiency. We comprehensively analyze various ML techniques, including Convolutional Neural Networks (CNNs), Recurrent Neural Networks (RNNs), Support Vector Machines (SVMs), Random Forest (RF), and Deep Learning Architectures like ResNet and Inception, among others, highlighting their methodologies, datasets, performance metrics, and real-world applications. This systematic review provides a comprehensive analysis after text mining the most recent literature resources of the last half a decade. The review discusses the proposed models, techniques, accuracy, feature selection, extraction methods, the types of datasets used to perform experiments, and the sources of the datasets. Additionally, this review provides critical analyses of existing models in the context of their limitations and gaps. Our findings suggest that while ML based methods demonstrate substantial potential for enhancing agricultural disease management, there is a urgent need for more robust, scalable, and adaptable solutions to address diverse agricultural conditions and disease complexities. By systematically analyzing the extracted data, this review aspires to provide a valuable resource for researchers and practitioners aiming to develop and implement ML-based systems for crop disease detection, thereby contributing to sustainable agriculture and enhancing food security.</p></div>","PeriodicalId":38090,"journal":{"name":"Current Plant Biology","volume":"40 ","pages":"Article 100382"},"PeriodicalIF":5.4,"publicationDate":"2024-08-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.sciencedirect.com/science/article/pii/S2214662824000641/pdfft?md5=7d819a442658104589bfe010c6d1c477&pid=1-s2.0-S2214662824000641-main.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142088788","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Deciphering the role of SlWRKY36 and SlWRKY51 in salt stress tolerance via modulating ion homeostasis and proline biosynthesis 解密 SlWRKY36 和 SlWRKY51 通过调节离子平衡和脯氨酸生物合成在耐盐胁迫中的作用
IF 5.4
Current Plant Biology Pub Date : 2024-08-22 DOI: 10.1016/j.cpb.2024.100380
Iqra Mehboob , Sofia Baig , Maria Siddique , Xiaoliang Shan , Ayesha Baig , Mohammad Maroof Shah , Irum Shahzadi , Hongwei Zhao , Shamyla Nawazish , Samina Khalid
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