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The heat shock transcription factors regulate response mechanisms to abiotic stresses in plants 热休克转录因子调节植物对非生物胁迫的响应机制
Pub Date : 2025-06-16 DOI: 10.1016/j.cropd.2025.100109
Yu-Xiao Wang , Jian-Hong Xu
Plants frequently encounter diverse abiotic stresses, including high temperature, low temperature, drought, salinity, and heavy metal contamination during their growth and development. These environmental challenges disrupt cellular homeostasis, impacting cell membrane stability, osmotic regulation, ionic composition, thereby leading to protein misfolding and the over-accumulation of reactive oxygen species (ROS). Heat shock transcription factors (HSFs) play a crucial role in plant stress response and adaptation by regulating the transcription of heat shock protein (HSP) genes and other stress-inducible genes. This process is integral to plant resilience against adverse conditions and other physiological functions. This review synthesizes the structure features, classification, regulatory mechanisms, and functional roles of plant HSFs in response to abiotic stresses such as high and low temperature, drought and salinity. Furthermore, we discuss future research directions, aiming to provide a theoretical guidance and genetic resources for enhancing crop stress tolerance through genetic improvement.
植物在生长发育过程中经常遇到高温、低温、干旱、盐碱、重金属污染等多种非生物胁迫。这些环境挑战破坏细胞稳态,影响细胞膜稳定性、渗透调节、离子组成,从而导致蛋白质错误折叠和活性氧(ROS)的过度积累。热休克转录因子(Heat shock transcription factors, HSFs)通过调控热休克蛋白(Heat shock protein, HSP)基因和其他胁迫诱导基因的转录,在植物的逆境响应和适应中起着至关重要的作用。这一过程是植物抵御不利条件和其他生理功能的必要条件。本文综述了植物hsf的结构特征、分类、调控机制及其在高温、低温、干旱、盐度等非生物胁迫下的功能作用。并对今后的研究方向进行了探讨,以期为通过遗传改良提高作物的抗逆性提供理论指导和遗传资源。
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引用次数: 0
Qualitative and quantitative characterization of mutations and genetic diversity analysis in M2 populations of chilli (Capsicum annuum L.) 辣椒(Capsicum annuum L.) M2居群突变的定性和定量分析及遗传多样性分析
Pub Date : 2025-06-12 DOI: 10.1016/j.cropd.2025.100108
Nazarul Hasan , Sana Choudhary , Neha Naaz , Nidhi Sharma , Megha Budakoti , Dinesh Chandra Joshi , Mahendar Singh Bhinda , Rafiul Amin Laskar
Mutations were induced through chemical mutagens to increase the genetic variability for the development of various mutants in M2 generation from genetic background of Capsicum annuum L. Main objective of this study was to identify mutants and to assess the genetic diversity in EMS, MMS, Cd(NO3)2 and Pb(NO3)2 induced M2 populations of Capsicum annuum L. Mutant phenotypes were categorized into sub-categories on the basis of their plant growth and morphological ​appearance, including plant habit, leaf, flower, fruit, and root. Mean value and genetic parameters such as genetic coefficient of variance, heritability and genetic gain were evaluated in quantitative traits. Inter-population differences were also carried out through analysis of variance. Enhanced heritability and genetic advance with high genetic coefficient variation in yield attributing traits provide an opportunity for the improvement of Capsicum annuum L. through phenotypic selection. In the present result, enhanced mean value at lower concentrations of mutagens in quantitative traits could endorse the improvement of mutant lines over their parental lines. Numbers of fruit per plant and 1000-seed weight were main priority traits in selection of high-yielding mutants and have a strong association with yield. The cluster analysis revealed that three divergent groups of Capsicum annuum L. with parent genotypes in an independent group showed high efficacy of mutagens. Genetic divergence among the cluster populations provides more opportunities to use chemical mutagens for inducing heritable changes in genetic material of Capsicum annuum L. and for further improvement of desirable traits. Mutants selected from treatments, including EMS1, EMS2, EMS3, MMS1 and MMS2, and Pb1, Pb2, and Cd1 could be used to develop an efficient and fast crop variety with desirable traits, and the mutagen EMS and MMS are more effective than Cd(NO3)2 and Pb(NO3)2.
利用化学诱变剂诱导突变,增加了辣椒遗传背景下M2代各种突变体发育的遗传变异性。本研究的主要目的是鉴定突变体,并评估EMS、MMS、Cd(NO3)2和Pb(NO3)2诱导的辣椒M2群体的遗传多样性。叶、花、果和根。对数量性状的遗传变异系数、遗传力和遗传增益等平均值和遗传参数进行了评价。通过方差分析进行种群间差异分析。产量性状遗传系数变异较大的遗传力和遗传先进性为辣椒的表型选择改良提供了契机。在本研究结果中,在较低浓度诱变剂下,数量性状的平均值提高可能支持突变系优于其亲本系。单株果数和千粒重是选择高产突变体的主要优先性状,与产量有很强的相关性。聚类分析表明,具有亲本基因型的3个不同群体在一个独立的群体中表现出较高的诱变效果。聚类居群间的遗传差异为利用化学诱变剂诱导辣椒遗传物质的遗传变化和进一步改良理想性状提供了更多的机会。从EMS1、EMS2、EMS3、MMS1和MMS2以及Pb1、Pb2和Cd1处理中选择的突变体可用于培育具有理想性状的高效快速作物品种,其中EMS和MMS的诱变效果优于Cd(NO3)2和Pb(NO3)2。
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引用次数: 0
NLRs in plant immunity: Structural insights and molecular mechanisms 植物免疫中的nlr:结构见解和分子机制
Pub Date : 2025-04-17 DOI: 10.1016/j.cropd.2025.100103
Qingshuo Gu , Shasha Liu , Zuhua He , Xiangzong Meng , Yiwen Deng
Plants defend against pathogens by employing intracellular NLR (nucleotide-binding leucine-rich repeat) receptors to detect pathogen effectors and initiate immune responses. While some NLRs function independently, increasing evidence reveals that many NLRs act in single, pairs or within immune networks, involving cooperative or antagonistic interactions mediated by domains such as TIR, CC, or integrated decoy domains. Recent structural breakthroughs have shown how NLRs assemble into oligomeric resistosomes, such as ZAR1 and Sr35 forming Ca2+-permeable channels, and TNL resistosomes acting as NADases to generate signaling molecules. These molecules are sensed by EDS1–PAD4 or EDS1–SAG101 complexes, which subsequently activate helper NLRs like ADR1s and NRG1s to mediate defense signaling and cell death. Moreover, novel regulatory mechanisms and negative regulators are being uncovered. These advances offer mechanistic insights into the NLR immune network and provide valuable insight into novel R gene design and molecular breeding for crop disease resistance.
植物通过利用细胞内NLR(核苷酸结合的富含亮氨酸的重复序列)受体检测病原体效应物并启动免疫反应来防御病原体。虽然一些nlr独立发挥作用,但越来越多的证据表明,许多nlr以单个、成对或在免疫网络中起作用,涉及由TIR、CC或综合诱饵结构域等结构域介导的合作或拮抗相互作用。最近的结构突破显示了nlr如何组装成寡聚抵抗体,如ZAR1和Sr35形成Ca2+渗透通道,以及TNL抵抗体如何作为nadase产生信号分子。这些分子被EDS1-PAD4或EDS1-SAG101复合物感知,随后激活辅助nlr如adr1和NRG1s介导防御信号传导和细胞死亡。此外,新的监管机制和负面监管正在被发现。这些进展为研究NLR免疫网络提供了机制见解,并为新型R基因设计和作物抗病分子育种提供了有价值的见解。
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引用次数: 0
Control of seed weight by a DNA demethylase in soybean DNA去甲基酶对大豆种子重的控制
Pub Date : 2025-03-26 DOI: 10.1016/j.cropd.2025.100102
Mengzhu Zhang , Wu Jiao , Xinyu Jiang , Jinhui Wang , Longfei Wang , Wenxue Ye , Yue Wang , Qingshan Chen , Dawei Xin , Qingxin Song
Soybean seeds are a major source of protein and oil for human and animal nutrition. The molecular mechanisms underlying seed weight regulation, especially through epigenetic processes, are still poorly understood in soybean. Here, we reveal that a DNA demethylase gene, GmDMEa, underlies a genetic locus controlling seed weight through genome-wide association studies of 316 soybean accessions. Disruption of GmDMEa by CRISPR/Cas9 significantly increases seed weight and yield per plant accompanied with increased DNA methylation levels in the specific genomic regions which are demethylated in endosperm relative to embryo. GmDMEa is involved in activation of the endosperm-preferred genes that are negatively correlated with seed weight. Furthermore, DNA methylation variations induce significant changes of chromatin accessibility in endosperm. Notably, allelic variations of GmDMEa were artificially selected during soybean domestication. These findings reveal the role of dynamic DNA methylation in regulation of seed weight and provide a valuable gene resource for soybean breeding.
大豆种子是人类和动物营养中蛋白质和油脂的主要来源。大豆种子重量调控的分子机制,特别是表观遗传过程,目前仍知之甚少。在这里,我们通过对316份大豆材料的全基因组关联研究发现,DNA去甲基化酶基因GmDMEa是控制种子重量的遗传位点。CRISPR/Cas9对GmDMEa的破坏显著增加了单株种子重量和产量,同时增加了胚乳中相对于胚胎去甲基化的特定基因组区域的DNA甲基化水平。GmDMEa参与了与种子重量负相关的胚乳偏好基因的激活。此外,DNA甲基化变异引起胚乳染色质可及性的显著变化。值得注意的是,GmDMEa等位基因变异是在大豆驯化过程中人为选择的。这些发现揭示了动态DNA甲基化在大豆种子重调控中的作用,为大豆育种提供了宝贵的基因资源。
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引用次数: 0
Heterologous expression of a chloride transporter gene AoCLCf from Avicennia officinalis enhances salt tolerance of Arabidopsis plants 拟南芥氯离子转运基因AoCLCf的异源表达增强了拟南芥的耐盐性
Pub Date : 2025-03-21 DOI: 10.1016/j.cropd.2025.100101
Sivamathini Rajappa , Prakash Kumar
Plant chloride transporters are pivotal for preserving turgor pressure, pH, and cellular ion balance while adapting to salinity stress. We identified a salt-responsive gene, AoCLCf from Avicennia officinalis, which belongs to the chloride channel (CLC) family, and it shares significant sequence similarity with its Arabidopsis counterpart, AtCLCf. Through functional characterization in yeast mutants and Arabidopsis plants, we found that AoCLCf expression was induced primarily in roots under salt stress. Subcellular localization revealed a salt-induced translocation of GFP-AoCLCf from the Golgi apparatus to the plasma membrane. Expression of AoCLCf in the Saccharomyces cerevisiae mutant strain Δgef1 helped to rescue the growth of the mutant at high NaCl concentrations (up to 1.25M). Moreover, constitutive expression of AoCLCf in wild-type Arabidopsis significantly enhanced salt tolerance, as evidenced by increased seed germination rates, and improved seedling growth (greater root and shoot length) under 150 ​mM NaCl treatment. Spectrofluorimetric assays using liposomes embedded with recombinant AoCLCf protein showed that it functions as a chloride channel. These findings underscore the pivotal role of AoCLCf in improving salt stress tolerance through the maintenance of cellular ion homeostasis.
植物氯离子转运体是维持膨压、pH值和细胞离子平衡的关键,同时适应盐度胁迫。研究人员从拟南芥(Avicennia officinalis)中鉴定了一个盐响应基因AoCLCf,该基因属于氯离子通道(CLC)家族,与拟南芥对应基因AtCLCf具有显著的序列相似性。通过对酵母突变体和拟南芥的功能鉴定,我们发现盐胁迫下AoCLCf主要在根中表达。亚细胞定位显示盐诱导GFP-AoCLCf从高尔基体转移到质膜。AoCLCf在酿酒酵母(Saccharomyces cerevisiae)突变株Δgef1中的表达有助于在高NaCl浓度(高达1.25M)下挽救突变体的生长。此外,在150 mM NaCl处理下,AoCLCf在野生型拟南芥中的组成性表达显著增强了耐盐性,表现为种子发芽率提高,幼苗生长(根和茎长增加)改善。用包埋重组AoCLCf蛋白的脂质体进行荧光光谱分析,发现其具有氯离子通道的功能。这些发现强调了AoCLCf通过维持细胞离子稳态在提高盐胁迫耐受性方面的关键作用。
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引用次数: 0
Environmental stress induced biosynthesis of plant secondary metabolites- transcriptional regulation as a key 环境胁迫诱导植物次生代谢产物的生物合成——转录调控为关键
Pub Date : 2025-02-28 DOI: 10.1016/j.cropd.2025.100100
Aishwarya Ashok Gaude, Siddhi Kashinath Jalmi
Secondary metabolites represnt are diverse array of plant-synthesized compounds that, while not essential for growth and development, play crucial roles in plant defense against biotic and abiotic stresses, attracting pollinators and seed dispersers, and facilating adaptation to environmental challenges The biosynthesis of these secondary metabolites, incuding alkaloids, terpenoids, phenolics, and flavonoids is tightly regulated through multiple pathways, particularly under stress conditions which enables the plant to tolerate the stressful environment. Understanding how environmental stresses modulate secondary metabolite biosynthesis can be harnessed to develop stress-resistant crops and enhance the production of commercially and pharmaceutically valuable compounds by utilizing stress as an elicitor. This review provides a comprehensive overview of the current understanding of the transcriptional regulation of secondary metabolite pathways, with a focus on key classes such as flavonoids, terpenoids, and terpenoid indole alkaloids in response to abiotic stresses (e.g. salinity, drought, light, and temperature) and biotic stress. We highlight the ​critical ​roles of transcription factors like MYB, bHLH, and WRKY in regulating these pathways and their contribution to plant stress tolerance. This comprehensive analysis offers insights into improving crop resilience and enabling the sustainable production of high-value phytochemicals through advanced understanding of secondary metabolite regulation.
次生代谢物是植物合成的多种化合物,虽然不是生长发育所必需的,但在植物抵御生物和非生物胁迫、吸引传粉者和种子传播者、促进适应环境挑战等方面发挥着至关重要的作用。这些次生代谢物包括生物碱、萜类、酚类和类黄酮等,它们的生物合成受到多种途径的严格调控。特别是在压力条件下,使植物能够忍受压力环境。了解环境胁迫如何调节次生代谢物的生物合成,可以利用胁迫作为激发子来开发抗胁迫作物,并提高具有商业和药用价值的化合物的生产。本文综述了目前对次生代谢途径转录调控的全面了解,重点介绍了黄酮类、萜类和萜类吲哚生物碱等关键类生物碱对非生物胁迫(如盐度、干旱、光照和温度)和生物胁迫的响应。我们强调转录因子如MYB、bHLH和WRKY在调控这些途径及其对植物抗逆性的贡献中的关键作用。这一综合分析通过对次生代谢物调控的深入了解,为提高作物抗逆性和实现高价值植物化学物质的可持续生产提供了见解。
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引用次数: 0
Effect of the B chromosome-located long non-coding RNAs on gene expression in maize B染色体长链非编码rna对玉米基因表达的影响
Pub Date : 2025-02-01 DOI: 10.1016/j.cropd.2024.100091
Xin Liu , Wenjie Yue , Shiqi Lin, Yuxian Yang, Tong Chen, Xiaowen Shi
Using artificial chromosomes in maize breeding allows for site-specific integration of multigene stacks, effectively overcoming the limitations of conventional transgenic approaches. The maize B chromosome, which is dispensable and highly heterochromatic, has minimal impact on phenotypes at low copy numbers, making it a promising platform for engineering artificial chromosomes. However, recent studies have demonstrated that the maize B chromosome can impact gene expression and recombination on the A chromosome. Understanding the genetic characteristics of the B chromosomes and their impact on gene expression is essential for their application in artificial chromosome construction. Despite advancements in elucidating how the B chromosome affects A chromosome expression, the role of long non-coding RNAs (lncRNAs) in this context remains unclear. In this study, we analyzed the RNA-seq data from leaf tissue of plants with 0–7 ​B chromosomes, identifying a total of 1614 lncRNAs, including 1516 A chromosome-located and 98 ​B chromosome-located lncRNAs, 72 of which are specific to the B chromosome. While A-located lncRNAs show greater dependence on the mere presence of the B chromosome, the expression of B-located lncRNAs is significantly affected by the number of B chromosomes present. Regulatory networks constructed in this study suggest that B-located lncRNAs may drive the differential expression of A chromosome-located transcription factors and genes associated with circadian rhythm regulation, indicating their regulatory role in A chromosome gene expression.
在玉米育种中使用人工染色体可以实现多基因堆栈的位点特异性整合,有效地克服了传统转基因方法的局限性。玉米B染色体是可有可无且高度异色的染色体,在低拷贝数下对表型的影响最小,使其成为工程人工染色体的一个很有前景的平台。然而,最近的研究表明,玉米B染色体可以影响A染色体上的基因表达和重组。了解B染色体的遗传特性及其对基因表达的影响,对其在人工染色体构建中的应用具有重要意义。尽管在阐明B染色体如何影响A染色体表达方面取得了进展,但长链非编码rna (lncRNAs)在这方面的作用仍不清楚。在本研究中,我们分析了0-7条B染色体植物叶片组织的RNA-seq数据,共鉴定出1614个lncrna,其中1516个位于a染色体,98个位于B染色体,其中72个是B染色体特异性的lncrna。虽然a位lncRNAs更依赖于B染色体的存在,但B位lncRNAs的表达受到B染色体数量的显著影响。本研究构建的调控网络提示,b位lncRNAs可能驱动A染色体转录因子和昼夜节律调节相关基因的差异表达,提示其在A染色体基因表达中的调控作用。
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引用次数: 0
Genetic dissection and genomic prediction of drought indices in bread wheat (Triticum aestivum L.) genotypes 面包小麦(Triticum aestivum L.)基因型干旱指标的遗传解剖与基因组预测
Pub Date : 2025-02-01 DOI: 10.1016/j.cropd.2024.100084
Zakaria El Gataa , Alemu Admas , Samira El Hanafi , Zakaria Kehel , Fatima Ezzahra Rachdad , Wuletaw Tadesse
Drought constitutes the main obstacle to agricultural productivity in the Central and West Asia and North Africa (CWANA) region, notably leading to substantial reductions in wheat yields due to terminal water stress. The adoption of drought-resistant wheat varieties appears to be a vital strategy to maintain wheat production in the face of climatic challenges. In this context, a study was conducted utilizing a set of 198 elite bread wheat genotypes developed at the International Center for Agricultural Research in the Dry Areas (ICARDA). This set of elite genotypes was evaluated at the Sidi Al-Aidi station in Morocco over two years (2021–2022), under rain-fed and irrigated conditions. Phenotypic assessments for grain yield and drought indices were performed, alongside genotyping the population using 15k SNP markers. These preparatory steps facilitated a genome-wide association study (GWAS) and genomic prediction, leveraging the Mixed Linear Model (MLM) to pinpoint marker-trait associations (MTAs) and candidate genes pertinent to grain yield and drought indices. The results manifested substantial variations in both grain yield and drought indices among the genotypes tested. Grain yield performance ranged from 0.34 to 2.57 ​t/ha under rain-fed conditions and 1.12 to 4.57 ​t/ha under irrigated scenarios. The comprehensive analysis identified 39 significant MTAs (p ​< ​0.001) and 14 putative genes associated with drought indices and grain yield. Noteworthy is the marker “wsnp_Ex_c12127_19394952” on chromosome 5B, which displayed a significant correlation with grain yield in rain-fed environments. Furthermore, the most prominent marker linked to tolerance index (TOL) was “BobWhite_c42349_99”, situated on chromosome 5A and associated with the TraesCS5A02G498000 gene. This gene plays a critical role, encoding for catalase protein crucial for response to hydrogen peroxide. These markers could be used for marker-assisted selection in wheat breeding programs targeting drought tolerance.
干旱是影响中亚、西亚和北非(CWANA)地区农业生产力的主要障碍,特别是由于末端缺水导致小麦产量大幅下降。采用抗旱小麦品种似乎是在气候挑战面前维持小麦生产的一项重要战略。在此背景下,利用国际干旱地区农业研究中心(ICARDA)开发的198个优质面包小麦基因型进行了一项研究。在为期两年(2021-2022年)的摩洛哥Sidi Al-Aidi站,在雨养和灌溉条件下对这组精英基因型进行了评估。对籽粒产量和干旱指标进行表型评估,并使用15k SNP标记对群体进行基因分型。这些准备步骤促进了全基因组关联研究(GWAS)和基因组预测,利用混合线性模型(MLM)来确定与粮食产量和干旱指标相关的标记-性状关联(mta)和候选基因。结果表明,籽粒产量和干旱指标在不同基因型间存在显著差异。旱作条件下的粮食产量表现为0.34 ~ 2.57 t/公顷,灌溉条件下为1.12 ~ 4.57 t/公顷。综合分析确定了39个显著mta (p <;0.001)和14个与干旱指数和粮食产量相关的推定基因。值得注意的是,5B染色体上的标记“wsnp_Ex_c12127_19394952”与雨养环境下的籽粒产量有显著的相关性。此外,与耐受性指数(TOL)相关最显著的标记是位于染色体5A上的BobWhite_c42349_99,与TraesCS5A02G498000基因相关。这个基因起着至关重要的作用,编码过氧化氢酶蛋白,对过氧化氢的反应至关重要。这些标记可用于小麦抗旱性育种的标记辅助选择。
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引用次数: 0
Synthetic genomics in crop breeding: Evidence, opportunities and challenges 作物育种中的合成基因组学:证据、机遇和挑战
Pub Date : 2025-02-01 DOI: 10.1016/j.cropd.2024.100090
Yuhan Zhou, Ziqi Zhou, Qingyao Shu
Synthetic genomics represents a formidable domain, encompassing the intentional design, construction, and manipulation of artificial genetic material to generate novel organisms or modify existing ones. In the context of crop breeding, molecular design breeding has emerged as a transformative force, ushering in notable progress. Nevertheless, the field faces unprecedented challenges, with climate change, population growth, and the scarcity of superior genetic resources exerting significant pressures. Recent strides in DNA synthesis methodologies, exemplified by innovative techniques like SCRaMbLE, have empowered the assembly and engineering of viral and microbial genomes. These advancements open promising avenues for the application of synthetic genomics in multicellular eukaryotic organisms, particularly in the realm of crop improvement. Synthetic genomics, with its capacity to manipulate gene sequences and regulatory elements, holds immense promise for the breeding of crops that meet diverse needs. Despite these advancements, the integration of synthetic genomics into crop breeding encounters hurdles, including the intricacies of complex crop genomes, the unpredictability introduced by epigenetic modification, and the limitations in achieving robust transformation processes. Addressing these challenges is pivotal to unlock the full potential of synthetic genomics in revolutionizing crop breeding. Looking ahead, we envision synthetic genomics in crop breeding not only as a scientific frontier but also as a burgeoning industry.
合成基因组学代表了一个强大的领域,包括有意设计、构建和操纵人工遗传物质,以产生新的生物体或修改现有的生物体。在作物育种的背景下,分子设计育种已经成为一股变革力量,带来了显着的进步。然而,该领域面临着前所未有的挑战,气候变化、人口增长和优质遗传资源的稀缺施加了巨大的压力。DNA合成方法的最新进展,例如像SCRaMbLE这样的创新技术,使病毒和微生物基因组的组装和工程得以实现。这些进展为合成基因组学在多细胞真核生物中的应用开辟了有希望的途径,特别是在作物改良领域。合成基因组学具有操纵基因序列和调控元件的能力,为培育满足各种需求的作物带来了巨大的希望。尽管取得了这些进步,但将合成基因组学整合到作物育种中遇到了障碍,包括复杂作物基因组的复杂性、表观遗传修饰引入的不可预测性以及实现稳健转化过程的局限性。解决这些挑战对于释放合成基因组学在彻底改变作物育种方面的全部潜力至关重要。展望未来,我们设想作物育种中的合成基因组学不仅是一个科学前沿,而且是一个新兴的产业。
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引用次数: 0
Artificial intelligence-based tools for next-generation seed quality analysis 基于人工智能的下一代种子质量分析工具
Pub Date : 2025-02-01 DOI: 10.1016/j.cropd.2024.100094
Sumeet Kumar Singh , Rashmi Jha , Saurabh Pandey , Chander Mohan , Chetna , Saipayan Ghosh , Satish Kumar Singh , Sarita Kumari , Ashutosh Singh
Innovation in agrotechnologies is urgently needed to fulfill the demand burden on food and agriculture industries. The key challenge in producing a high-quality, high-yielding crop is using quality seed and its identification. Seed quality identification in the seed industry often uses traditional methods based on manual observations, which are cumbersome and time-consuming. Still, there is always the risk of faulty reporting and non-uniformity in test results among different testing agencies. Because of the changing requirements of the seed industry, Artificial Intelligence (AI)-based tools and various methods have been developed to test the quality of seeds. AI-based tools have been extensively applied in different farming applications. This review explores these tools and strategies, including traditional, semi-automatic, or automated ones developed using machine learning. These include non-destructive techniques such as x-ray imaging, remote sensing, multispectral imaging, hyperspectral imaging, and near-infrared (NIR) spectroscopy, which are less expensive and time and/or labor-savings. Furthermore, we discuss the characteristics of AI-based techniques for depth analysis and their application in various aspects of seed quality, including seed vigor, seed health, seed germination, and seed viability. Lastly, we furhter evaluate the challenges of these methods and how they will provide healthy seeds to each farmer in the future and increase the overall production of crops. We propose to leverage AI-based tools to bridge the knowledge gap between traditional screening methods and integration of advanced technologies for better screening of crop seeds.
迫切需要农业技术创新,以满足粮食和农业工业的需求负担。生产优质高产作物的关键挑战是使用优质种子及其鉴定。种子行业的种子质量鉴定通常采用基于人工观察的传统方法,这种方法繁琐且耗时。然而,不同的检测机构之间总是存在报告错误和检测结果不一致的风险。由于种子行业的需求不断变化,基于人工智能(AI)的工具和各种方法已经开发出来,以测试种子的质量。基于人工智能的工具已广泛应用于不同的农业应用。本文探讨了这些工具和策略,包括使用机器学习开发的传统、半自动或自动化工具和策略。这些技术包括非破坏性技术,如x射线成像、遥感、多光谱成像、高光谱成像和近红外(NIR)光谱,这些技术成本较低,节省时间和/或人力。此外,我们还讨论了基于人工智能的深度分析技术的特点及其在种子质量的各个方面的应用,包括种子活力、种子健康、种子发芽和种子活力。最后,我们进一步评估了这些方法的挑战,以及它们如何在未来为每个农民提供健康的种子,并提高作物的整体产量。我们建议利用基于人工智能的工具来弥合传统筛选方法与先进技术之间的知识差距,以更好地筛选作物种子。
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引用次数: 0
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Crop Design
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