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Buckwheat Plant Height Estimation Based on Stereo Vision and a Regression Convolutional Neural Network under Field Conditions 田间条件下基于立体视觉和回归卷积神经网络的荞麦株高估计
IF 3.7 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-09-01 DOI: 10.3390/agronomy13092312
Jianlong Zhang, Wenwen Xing, Xuefeng Song, Yulong Cui, Wang Li, Decong Zheng
Buckwheat plant height is an important indicator for producers. Due to the decline in agricultural labor, the automatic and real-time acquisition of crop growth information will become a prominent issue for farms in the future. To address this problem, we focused on stereo vision and a regression convolutional neural network (CNN) in order to estimate buckwheat plant height. MobileNet V3 Small, NasNet Mobile, RegNet Y002, EfficientNet V2 B0, MobileNet V3 Large, NasNet Large, RegNet Y008, and EfficientNet V2 L were modified into regression CNNs. Through a five-fold cross-validation of the modeling data, the modified RegNet Y008 was selected as the optimal estimation model. Based on the depth and contour information of buckwheat depth image, the mean absolute error (MAE), root mean square error (RMSE), mean square error (MSE), and mean relative error (MRE) when estimating plant height were 0.56 cm, 0.73 cm, 0.54 cm, and 1.7%, respectively. The coefficient of determination (R2) value between the estimated and measured results was 0.9994. Combined with the LabVIEW software development platform, this method can estimate buckwheat accurately, quickly, and automatically. This work contributes to the automatic management of farms.
荞麦株高是生产者的重要指标。由于农业劳动力的减少,农作物生长信息的自动实时获取将成为未来农场面临的一个突出问题。为了解决这个问题,我们专注于立体视觉和回归卷积神经网络(CNN)来估计荞麦植株高度。将MobileNet V3 Small、NasNet Mobile、RegNet Y002、EfficientNet V2 B0、MobileNet V3 Large、NasNet Large、RegNet Y008和EfficientNet V2 L分别修改为回归cnn。通过对建模数据进行五重交叉验证,选择修正后的RegNet Y008作为最优估计模型。基于荞麦深度图像的深度和轮廓信息,估算株高的平均绝对误差(MAE)、均方根误差(RMSE)、均方误差(MSE)和平均相对误差(MRE)分别为0.56 cm、0.73 cm、0.54 cm和1.7%。估计结果与实测值的决定系数(R2)值为0.9994。结合LabVIEW软件开发平台,该方法能够准确、快速、自动地对荞麦进行估算。这项工作有助于农场的自动化管理。
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引用次数: 0
Special Issue “Recent Advances in Genomics, Genetic Resources Evaluation and Breeding of Cucurbitaceae Crops” 《葫芦科作物基因组学、遗传资源评价与育种研究进展》特刊
IF 3.7 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-09-01 DOI: 10.3390/agronomy13092308
Ana I. López-Sesé
Recent progress in plant genomic technologies has amounted to a revolution, making a huge set of molecular tools available for use in plant breeding [...]
植物基因组技术的最新进展相当于一场革命,使一套巨大的分子工具可用于植物育种〔…〕
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引用次数: 0
Innovations in Agriculture for Sustainable Agro-Systems 农业创新促进可持续农业系统
IF 3.7 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-09-01 DOI: 10.3390/agronomy13092309
Christos Lykas, I. Vagelas
Agriculture has changed dramatically and has been improved due to new technologies [...]
由于新技术的出现,农业发生了巨大的变化,并得到了改善[…]
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引用次数: 0
Agricultural Jiaosu Enhances the Stress Resistance of Pak Choi (Brassica rapa L. subsp. chinensis) by Recruiting Beneficial Rhizosphere Bacteria and Altering Metabolic Pathways 农业胶素增强白菜(Brassica rapa L.)的抗逆性。通过招募有益根际细菌和改变代谢途径
IF 3.7 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-09-01 DOI: 10.3390/agronomy13092310
Xiaoqian Cheng, Youhui Gao, Ziyu Wang, Yafan Cai, Xiaofen Wang
Agricultural Jiaosu (AJ) is a method of recycling agricultural wastes for improving soil properties, promoting plant growth, and enhancing plant stress resistance. However, the underlying mechanism by which AJ improves plant stress resistance needs to be determined. Therefore, in this study, two treatments of AJ spraying and water spraying were set up to determine the enzyme activities related to the stress resistance of pak choi after 30 days of growth, and the potential mechanism of AJ’s influence on the stress resistance of pak choi was revealed by transcriptome, metabolome, and rhizome microbiome analyses. Microbial community analysis revealed that the application of AJ does not alter microbial abundance in the rhizosphere; however, it can improve microbial diversity and enrich Actinobacteriota, Proteobacteria, and Firmicutes in the pak choi rhizosphere. Metabolomic analysis revealed that these phyla were significantly positively correlated, with highly upregulated metabolites. Our findings suggest that AJ recruits beneficial microorganisms (BMs) in the rhizosphere and stimulates the expression of genes and metabolites involved in phenylpropanoid and glucosinolate biosynthesis, as well as glutathione and alpha-linolenic acid metabolism pathways. The use of AJ could considerably minimise the use of pesticides and fertilisers and improve the quality of the ecological environment.
农业胶素(AJ)是利用农业废弃物改善土壤性质、促进植物生长、增强植物抗逆性的一种方法。然而,AJ提高植物抗逆性的潜在机制还有待确定。因此,本研究设置AJ喷施和水喷施两种处理,测定生长30 d后小白菜抗逆性相关酶活性,并通过转录组、代谢组和根茎微生物组分析揭示AJ对小白菜抗逆性影响的潜在机制。微生物群落分析表明,施用AJ对根际微生物丰度没有影响;然而,它可以提高微生物多样性,丰富放线菌门,变形菌门和厚壁菌门在白菜根际。代谢组学分析显示,这些门显著正相关,代谢产物高度上调。我们的研究结果表明,AJ在根际招募有益微生物(BMs),并刺激参与苯丙氨酸和硫代葡萄糖苷生物合成以及谷胱甘肽和α -亚麻酸代谢途径的基因和代谢物的表达。使用AJ可以大大减少农药和化肥的使用,改善生态环境质量。
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引用次数: 0
Organic Manure Significantly Promotes the Growth of Oilseed Flax and Improves Its Grain Yield in Dry Areas of the Loess Plateau of China 黄土高原干旱区有机肥显著促进油麻生长和提高粮食产量
IF 3.7 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-08-31 DOI: 10.3390/agronomy13092304
Xingkang Ma, Yuhong Gao, Bing Wu, Xingbang Ma, Y. Wang, B. Yan, Zhengjun Cui, Ming Wen, Xue Zhang, Haidi Wang
Organic fertilizers could be useful for agricultural sustainability. Therefore, this study explored green cultivation techniques to improve the grain yield of oilseed flax in dry areas of the Loess Plateau of China. With no fertilization (CK) as the control, the effects of sheep manure (S1: 12.5 t ha−1; S2: 25 t ha−1), poultry manure (C1: 5.8 t ha−1; C2: 11.6 t ha−1), and chemical fertilizers (F1: N 112 kg ha−1, P 75 kg ha−1, K 67.5 kg ha−1; F2: N 225 kg ha−1, P 150 kg ha−1, K 135 kg ha−1) on the growth and development, the grain filling characteristics, and the yield of the Zhangya 2 oilseed flax (Linum usitatisimum L.) variety were compared and analyzed based on a two-factor split plot experiment. The results showed that the application of manure significantly increased the emergence rate (ER) of oilseed flax. Poultry manure increased plant height while sheep manure increased stem diameter. The dry matter production was higher in the 25 t ha−1 sheep manure treatment by 2.47–40.11% compared with that of the other treatments, and it promoted the distribution ratio of dry matter to grains after anthesis. The observed relationship was in accordance with that presented by the logistic equation between grain weight and days after anthesis, and there were significant positive correlations between the 1000-grain weight and the average filling rate (V-ave), the maximum filling rate (V-max), and the growth at the maximum filling rate (W-max). The application of organic manure accelerated the grain filling rate (GFR); under the treatment with 25 t ha−1 sheep manure, V-ave, V-max, and W-max increased by 4.84–22.72%, 1.16–17.54%, and 4.58–22.63%, respectively, and the grain yield and the net income per unit area increased by 6.35–39.25% and 3.04–95.07%, respectively, compared with those under the other treatments. Consequently, the treatment with 25 t ha−1 sheep manure can significantly promote the growth and development of oilseed flax plants, optimize the grain filling characteristics, and increase the grain yield and net income, making it a suitable fertilization technique for oilseed flax in dry areas of the Loess Plateau of China.
有机肥料可能有助于农业的可持续性。因此,本研究探索了在黄土高原干旱地区提高油麻产量的绿色栽培技术。以不施肥(CK)为对照,研究了羊粪(S1:12.5t ha−1;S2:25t ha−1)、鸡粪(C1:5.8t ha−2;C2:11.6t ha−3)和化肥(F1:N112kg ha−1、P75kg ha−1,K67.5kg ha–1;F2:N225kg ha−2、P150kg ha−2,以张掖2号油麻(Linum usitatiisimum L.)为试材,采用双因素分块试验对其产量进行了比较分析。结果表明,施用有机肥显著提高了油麻的出苗率。鸡粪增加株高,羊粪增加茎粗。与其他处理相比,25t ha−1羊粪处理的干物质产量提高了2.47–40.11%,并促进了花后干物质在籽粒中的分配比例。观察到的关系符合粒重与花后天数之间的logistic方程,1000粒重与平均灌浆速率(V-ave)、最大灌浆速率(Vmax)和最大灌浆速率下的生长(W-max)之间存在显著的正相关。施用有机肥可提高籽粒灌浆速率;与其他处理相比,25t ha−1羊粪处理的V-ave、V-max和W-max分别提高了4.84–22.72%、1.16–17.54%和4.58–22.63%,粮食产量和单位面积净收入分别提高了6.35–39.25%和3.04–95.07%。因此,25t ha−1羊粪处理可显著促进油麻植株的生长发育,优化籽粒灌浆特性,提高粮食产量和净收入,是我国黄土高原干旱区油麻适宜的施肥技术。
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引用次数: 0
Improvement of Fruit Quality and Phytochemical Components of Pomegranate by Spraying with B2O3 and ZnO Nanoparticles 纳米B2O3和ZnO对石榴果实品质和植物化学成分的影响
IF 3.7 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-08-31 DOI: 10.3390/agronomy13092305
A. Al-Saif, I. Elnaggar, A. N. A. Abd El-wahed, I. M. Taha, Hosny F. Abdel-Aziz, Mohammed H. Farouk, A. Hamdy
Pomegranate is one of the most important and widely distributed trees. Boron and zinc are important nutrients for plant growth and fruit quality. Nanotechnology has emerged as one of the most innovative scientific fields in agriculture. This study was conducted to describe the changes in the physiochemical characteristics (weight, diameter, length, firmness and color), as well as the phytochemicals attributes (total phenolics, total flavonoids, ascorbic acid, anthocyanin and antioxidant %) and minerals contents, of pomegranates fruits of the ‘Wonderful’ cultivar as a result of spraying pomegranate trees using nanomaterials (zinc oxide (ZnONPs) and boron oxide (B2O3NPs)). In three successive developmental stages (full bloom, 6 weeks after full bloom and one month before harvest time), the trees were sprayed with 0.25, 0.5 and 1 g/L ZnONPs, as well as 0.25, 0.5 and 1 g/L B2O3NPs during the 2021 and 2022 seasons. The application of ZnONPs and B2O3NPs influenced the qualitative characteristics of the fruits in the studied seasons. The highest marketable % was observed for the 0.50 and 1 g/L ZnONPs and 1 g/L B2O3NPs compared to the other treatments. Also, a positive effect was recorded for the ZnONPs and B2O3NPs on the fruits’ physical properties. All of the ZnONP and B2O3NP treatments resulted in increasing the total phenolic, flavonoid, anthocyanin and ascorbic acid contents and the antioxidant activity in the pomegranate juices. In conclusion, our results suggest that spraying pomegranate trees with ZnONPs and B2O3NPs improves the marketable fruit, enhances the fruit quality and increases the bioactive components and antioxidant activity.
石榴是一种重要且分布最广的树木。硼和锌是植物生长和果实品质的重要营养素。纳米技术已成为农业中最具创新性的科学领域之一。本研究旨在描述植物的理化特性(重量、直径、长度、硬度和颜色)以及植物化学物质属性(总酚、总黄酮、抗坏血酸、花青素和抗氧化剂%)和矿物质含量的变化,使用纳米材料(氧化锌(ZnONPs)和氧化硼(B2O3NP))喷洒石榴树后,“奇妙”品种的石榴果实。在三个连续的发育阶段(盛开、盛开后6周和收获前一个月),在2021和2022季节,向树木喷洒0.25、0.5和1 g/L的ZnONPs,以及0.25、0.5、1 g/L的B2O3NP。ZnONPs和B2O3NP的施用影响了所研究季节果实的品质特征。与其他处理相比,观察到0.50和1g/L ZnONPs以及1g/L B2O3NP的最高市场份额。此外,ZnONPs和B2O3NP对果实的物理性质也有积极影响。ZnONP和B2O3NP处理均能提高石榴汁中总酚、类黄酮、花青素和抗坏血酸的含量和抗氧化活性。总之,我们的研究结果表明,向石榴树上喷洒ZnONPs和B2O3NP可以改善石榴的适销性,提高果实质量,并增加生物活性成分和抗氧化活性。
{"title":"Improvement of Fruit Quality and Phytochemical Components of Pomegranate by Spraying with B2O3 and ZnO Nanoparticles","authors":"A. Al-Saif, I. Elnaggar, A. N. A. Abd El-wahed, I. M. Taha, Hosny F. Abdel-Aziz, Mohammed H. Farouk, A. Hamdy","doi":"10.3390/agronomy13092305","DOIUrl":"https://doi.org/10.3390/agronomy13092305","url":null,"abstract":"Pomegranate is one of the most important and widely distributed trees. Boron and zinc are important nutrients for plant growth and fruit quality. Nanotechnology has emerged as one of the most innovative scientific fields in agriculture. This study was conducted to describe the changes in the physiochemical characteristics (weight, diameter, length, firmness and color), as well as the phytochemicals attributes (total phenolics, total flavonoids, ascorbic acid, anthocyanin and antioxidant %) and minerals contents, of pomegranates fruits of the ‘Wonderful’ cultivar as a result of spraying pomegranate trees using nanomaterials (zinc oxide (ZnONPs) and boron oxide (B2O3NPs)). In three successive developmental stages (full bloom, 6 weeks after full bloom and one month before harvest time), the trees were sprayed with 0.25, 0.5 and 1 g/L ZnONPs, as well as 0.25, 0.5 and 1 g/L B2O3NPs during the 2021 and 2022 seasons. The application of ZnONPs and B2O3NPs influenced the qualitative characteristics of the fruits in the studied seasons. The highest marketable % was observed for the 0.50 and 1 g/L ZnONPs and 1 g/L B2O3NPs compared to the other treatments. Also, a positive effect was recorded for the ZnONPs and B2O3NPs on the fruits’ physical properties. All of the ZnONP and B2O3NP treatments resulted in increasing the total phenolic, flavonoid, anthocyanin and ascorbic acid contents and the antioxidant activity in the pomegranate juices. In conclusion, our results suggest that spraying pomegranate trees with ZnONPs and B2O3NPs improves the marketable fruit, enhances the fruit quality and increases the bioactive components and antioxidant activity.","PeriodicalId":56066,"journal":{"name":"Agronomy-Basel","volume":" ","pages":""},"PeriodicalIF":3.7,"publicationDate":"2023-08-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"45721312","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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: 1
Changes in Molecular Structure of Humic Substances in Cambisols under Agricultural Use 农用cambisol中腐殖质分子结构的变化
IF 3.7 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-08-31 DOI: 10.3390/agronomy13092299
Oxana Vishnyakova, L. Ubugunov
Soil organic matter stability and transformation affected by agriculture is a global problem of great concern. This study aimed to reveal structural changes in humic molecules under conventional soil tillage in Cambisols of the Transbaikal area. Humic acids were isolated from the humus horizons of native and arable variants of Eutric Cambisol Cryic (gleyic, humic, loamic) from the forest steppe, and Haplic Cambisol (arenic, humic, protocalcic) from the steppe zone. The changes in the humic substances’ quality were evaluated by means of an elemental analysis and 13C nuclear magnetic resonance spectroscopy. The results indicate that different agronomic management affected the changes in the composition and molecular structure of humic acids. Soil tillage induced an increase in the carbon content, the proportion of aromatic compounds and carboxyl groups and the depletion in nitrogen. As measured by 13C NMR spectroscopy, the intensity of these changes was determined by soil properties and the hydrothermal regime. Organic matter from Eutric Cambisol Cryic was suggested as providing significant environmental resistance to the agricultural impact due to the optimization of the water regime and a loamy texture. Prolonged ploughing of sandy Haplic Cambisol under the arid conditions promoted deep changes in the humic substances’ composition and chemical structure.
受农业影响的土壤有机质稳定与转化是一个备受关注的全球性问题。本研究旨在揭示外贝加尔地区Cambisols土壤常规耕作下腐殖质分子的结构变化。从森林草原原生和可耕地的富营养型Cambisol (gleyic, Humic, loic)和草原地带的富营养型Cambisol (arenic, Humic, protocalic)的腐殖酸层中分离出腐殖酸。采用元素分析和13C核磁共振谱法评价了腐殖质质的变化。结果表明,不同的农艺管理对腐植酸组成和分子结构的变化有影响。土壤耕作导致土壤碳含量、芳香族化合物和羧基的比例增加和氮的耗竭。通过13C核磁共振光谱测量,这些变化的强度是由土壤性质和热液制度决定的。来自欧陆Cambisol Cryic的有机物质被认为对农业影响具有显著的环境抗性,因为它优化了水分状况和壤土质地。在干旱条件下,长时间耕作沙质Cambisol促进了腐殖质物质组成和化学结构的深刻变化。
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引用次数: 1
Calibration and Modeling of Parameters for Kale Root Stubble Simulation Based on the Discrete Unit Method 基于离散单元法的羽衣甘蓝根茬模拟参数的标定与建模
IF 3.7 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-08-31 DOI: 10.3390/agronomy13092298
Jun Chen, Pin Jiang, Jianfei Liu, Xiaocong Zhang, Yixin Shi
Today, the post-harvest root stubble treatment of kale in Hunan mostly uses manual pulling and centralized treatments, which are inefficient and labor-intensive. In this study, to realize the direct mechanical crushing of kale root stubble and return it to the field after harvesting, we established an accurate simulation model of kale root stubble by creating a model of the root stubble of kale and calibrating the parameters of the simulation. This study took Jingfeng No. 1 kale stubble as the research object and used EDEM2021.2 simulation software to study the parameters of the kale stubble-crushing simulation model. The peak shear force of the sheared kale root stubble was used as the test data, and the most significant factors affecting the shear force were screened out through the Plackett–Burman test for the Design-Expert design. In addition, the steepest climb test and Box–Behnken test were used to accurately assess the factor data to obtain the best simulation value, which was 861.02 N. The relative error between the simulated and measured values was 0.61%. Finally, an accurate simulation stubble model was established by combining the best simulation parameters with the measured stubble length and diameter. This model provides a theoretical basis and technical support for more in-depth research on stubble simulation and mechanized stubble return.
目前,湖南羽衣甘蓝采后根茬处理多采用人工拔茬和集中处理,效率低,劳动密集。在本研究中,为了实现羽衣甘蓝根茬的直接机械破碎并在收获后将其返回田间,我们通过创建羽衣甘蓝根部残茬模型并校准模拟参数,建立了羽衣甘蓝根系残茬的精确模拟模型。本研究以景丰1号羽衣甘蓝残茬为研究对象,利用EDEM2021.2仿真软件对羽衣甘蓝碎茬模拟模型的参数进行了研究。以剪切羽衣甘蓝根残茬的峰值剪切力为试验数据,通过Plackett–Burman试验筛选出影响剪切力的最重要因素,供设计专家设计。此外,采用最陡爬升试验和Box-Behnken试验对因子数据进行了准确评估,得到了最佳模拟值861.02N。模拟值与实测值之间的相对误差为0.61%。最后,将最佳模拟参数与实测残茬长度和直径相结合,建立了准确的模拟残茬模型。该模型为更深入地研究留茬模拟和机械化留茬提供了理论依据和技术支持。
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引用次数: 0
Tracing the Element: The Molecular Bases of Molybdenum Homeostasis in Legumes 元素追踪:豆类钼稳态的分子基础
IF 3.7 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-08-31 DOI: 10.3390/agronomy13092300
S. Bursakov, P. Kroupin, G. Karlov, M. Divashuk
The optimization of all constituent conditions to obtain high and even maximum yields is a recent trend in agriculture. Legumes play a special role in this process, as they have unique characteristics with respect to storing protein and many other important components in their seeds that are useful for human and animal nutrition as well as industry and agriculture. A great advantage of legumes is the nitrogen fixation activity of their symbiotic nodule bacteria. This nitrogen self-sufficiency contributes directly to the challenging issue of feeding the world’s growing population. Molybdenum is one of the most sought-after nutrients because it provides optimal conditions for the maximum efficiency of the enzymes involved in nitrogen assimilation as well as other molybdenum-containing enzymes in the host plant and symbiotic nodule bacteria. In this review, we consider the most optimal way of providing legume plants with molybdenum, its distribution in ontogeny throughout the plant, and its accumulation at the end of the growing season in the seeds. Overall, molybdenum supply improves seed quality and allows for the efficient use of the micronutrient by molybdenum-containing enzymes in the plant and subsequently the nodules at the initial stages of growth after germination. A sufficient supply of molybdenum avoids competition for this trace element between nitrogenase and nodule nitrate reductase, which enhances the supply of nitrogen to the plant. Finally, we also consider the possibility of regulating molybdenum homeostasis using modern genetic approaches.
优化所有组成条件以获得高产量甚至最大产量是最近农业的一个趋势。豆类在这一过程中发挥着特殊的作用,因为它们在种子中储存蛋白质和许多其他重要成分方面具有独特的特性,这些成分对人类和动物的营养以及工业和农业都很有用。豆科植物的一大优势是其共生结核菌的固氮活性。这种氮的自给自足直接有助于解决养活世界上不断增长的人口这一具有挑战性的问题。钼是最受欢迎的营养物质之一,因为它为宿主植物和共生结核细菌中参与氮同化的酶以及其他含钼酶的最高效率提供了最佳条件。本文对豆科植物提供钼的最佳途径、钼在整个植物个体发育中的分布以及钼在生长季末在种子中的积累进行了综述。总的来说,钼的供应提高了种子质量,并允许植物中含钼酶有效利用微量营养素,随后在发芽后生长的初始阶段形成根瘤。钼的充足供应避免了氮素酶和根瘤硝酸还原酶对这一微量元素的竞争,从而提高了植物对氮的供应。最后,我们还考虑了利用现代遗传方法调节钼稳态的可能性。
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引用次数: 0
Assessment of Genetic Diversity and Protein Content of Scandinavian Peas (Pisum sativum) 北欧豌豆(Pisum sativum)遗传多样性和蛋白质含量评价
IF 3.7 2区 农林科学 Q1 AGRONOMY Pub Date : 2023-08-31 DOI: 10.3390/agronomy13092307
Louise Winther, Søren Kjærsgaard Rasmussen, Gert Poulsen, C. B. A. Lange
We produced homogeneous lines of 227 pea accessions from the Nordic Genetic Resource Center via single seed descent. The genetic diversity among these, mostly Scandinavian accessions, was investigated using three microsatellite markers, A9, AC58 and AA5. The microsatellites were highly informative and separated 153 of 194 accessions on a Neighbor Joining topology. The high polymorphism information content (PIC) values between 0.87 and 0.91 indicated that the gene bank material contains a large number of pea accessions with different breeding histories. The peas were grown in the field for two years and seed protein content showed variation between 9.3% and 34.1% over the years and accessions, respectively. The mean thousand seed weight was 152.05 g. More than 10 accessions had a protein content above 28%, showing that the collection has potential as breeding nursery for high-protein pea cultivars.
我们通过单种子杂交从北欧遗传资源中心获得了227份豌豆材料的同质系。使用三个微卫星标记A9、AC58和AA5对这些主要是斯堪的纳维亚材料的遗传多样性进行了研究。这些微卫星信息量很大,在相邻连接拓扑结构上分离了194份材料中的153份。多态性信息含量(PIC)在0.87和0.91之间的高值表明该基因库材料包含大量具有不同育种历史的豌豆材料。豌豆在田间生长两年,种子蛋白质含量随年份和材料的变化分别在9.3%和34.1%之间。平均千粒重为152.05g。超过10份材料的蛋白质含量超过28%,表明该集合具有作为高蛋白豌豆品种育种苗圃的潜力。
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引用次数: 0
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Agronomy-Basel
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