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Transcriptomic and Metabolomic Analyses Provide New Insights into the Response of Strawberry (Fragaria × ananassa Duch.) to Drought Stress 转录组和代谢组分析为草莓(Fragaria × ananassa Duch.)应对干旱胁迫提供了新见解
Pub Date : 2024-07-12 DOI: 10.3390/horticulturae10070734
Lili Jiang, Ruimin Song, Xiaofang Wang, Jie Wang, Chong Wu
Strawberry plants have shallow roots and large leaves, which are highly sensitive to variations in water levels. To explore the physicochemical and molecular mechanisms of strawberry response to water stress, and provide new ideas for strawberry scientific irrigation, we measured the transpiration rate, fresh weight, biomass gain, and other indicators of potted “Zhangji” strawberry plants under drought and waterlogging treatments using a Plantarray system. Transcriptomic and metabolomic analyses of strawberry leaves following mild drought, moderate drought, severe drought, and rehydration treatments were performed to identify key genes and metabolites involved in the response to drought stress. Below a certain threshold, the transpiration rate of strawberry plants was significantly lower after the deficit irrigation treatment than the conventional water treatment. Transcriptome analysis revealed that genes involved in oxidoreductase activity and in sulfur and nitrogen metabolism were up-regulated, as well as starch and sucrose. Strawberry plants secrete various endogenous growth hormones to maintain their normal growth under drought stress. The syntheses of salicylic acid (SA) and abscisic acid (ABA) were up-regulated in the mild and moderate drought treatments. However, the syntheses of 1-aminocyclopropanecarboxylic acid (ACC) and indole-3-acetic acid (IAA) were down-regulated in severe drought treatment and up-regulated in rehydration after severe drought treatment.
草莓植株根浅叶大,对水位变化高度敏感。为探索草莓对水分胁迫响应的理化和分子机制,为草莓科学灌溉提供新思路,我们利用植物芯片系统测量了盆栽 "张记 "草莓植株在干旱和涝害处理下的蒸腾速率、鲜重、生物量增加等指标。对轻度干旱、中度干旱、严重干旱和补水处理后的草莓叶片进行转录组和代谢组分析,以确定参与干旱胁迫响应的关键基因和代谢产物。在一定阈值以下,亏缺灌溉处理后草莓植株的蒸腾速率明显低于常规水处理。转录组分析表明,涉及氧化还原酶活性、硫和氮代谢的基因以及淀粉和蔗糖的基因都被上调。草莓植物在干旱胁迫下会分泌多种内源生长激素以维持正常生长。在轻度和中度干旱处理中,水杨酸(SA)和脱落酸(ABA)的合成受到上调。然而,1-氨基环丙烷羧酸(ACC)和吲哚-3-乙酸(IAA)的合成在严重干旱处理中下调,而在严重干旱处理后的复水处理中上调。
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引用次数: 0
Chemical Content and Color of Dried Organic Beetroot Powder Affected by Different Drying Methods 不同干燥方法对干有机甜菜根粉化学成分和颜色的影响
Pub Date : 2024-07-12 DOI: 10.3390/horticulturae10070733
Ž. Tarasevičienė, A. Paulauskienė, J. Černiauskienė, Aura Degimienė
Preserving vegetable products through drying, which reduces the water concentration to levels inhibiting the growth of microorganisms, is a method to extend their shelf life. Consequently, dried products can be stored for extended periods, mitigating seasonality in some regions. Beetroot roots are a good source of minerals, vitamins, and bioactive compounds, as well as valuable betalain pigments, which consist of red-purple betacyanins and yellow-orange betaxanthins. During processing, the content of betalains decreases because they have insufficient resistance to high temperatures; therefore, color changes occur. Different drying methods were used for beetroot dehydration: conventional drying, vacuum freeze-drying, and spray-drying. The chemical content and physical properties were analyzed. The total phenolic content, as well as betalains, depended not only on the drying method applied but also on the cultivar of beetroots. The phenol content ranged from 2.30 mg GAE g−1 DM in vacuum freeze-dried ‘Scarlet’ beetroot powder to 1.85 mg GAE g−1 DM in conventionally dried ‘Jolie’, as well as ‘Scarlet’, beetroot powder. The predominant betalains in beetroot powder were betacyanins, with the highest content in spray-dried ‘Scarlet’ beetroot powder and the lowest in conventionally dried ‘Kestrel’ beetroot powder. The most significant color changes were observed in spray-dried beetroot powders.
通过干燥将水分浓度降低到抑制微生物生长的水平来保存蔬菜产品,是延长其保质期的一种方法。因此,干燥产品可以长期储存,从而缓解某些地区的季节性问题。甜菜根是矿物质、维生素、生物活性化合物以及宝贵的甜菜素色素的良好来源,甜菜素色素包括红紫色的甜菜红素和黄橙色的甜菜黄素。在加工过程中,甜菜色素的含量会减少,因为它们对高温的抵抗力不足,因此颜色会发生变化。甜菜脱水采用了不同的干燥方法:传统干燥法、真空冷冻干燥法和喷雾干燥法。对化学成分和物理特性进行了分析。总酚含量和甜菜醛含量不仅取决于所采用的干燥方法,还取决于甜菜的栽培品种。酚含量从真空冷冻干燥的 "Scarlet "甜菜根粉的 2.30 mg GAE g-1 DM 到传统干燥的 "Jolie "和 "Scarlet "甜菜根粉的 1.85 mg GAE g-1 DM 不等。甜菜根粉中最主要的甜菜苷是甜菜红素,喷雾干燥的 "Scarlet "甜菜根粉中含量最高,而传统干燥的 "Kestrel "甜菜根粉中含量最低。喷雾干燥甜菜根粉的颜色变化最为明显。
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引用次数: 0
Effect of Cold Plasma Treatment on the Quality of Fresh-Cut Hami Melons during Chilling Storage 冷等离子体处理对冷藏期间新鲜哈密瓜质量的影响
Pub Date : 2024-07-12 DOI: 10.3390/horticulturae10070735
Heyun Zheng, Tenglong Miao, Jie Shi, Mengtian Tian, Libin Wang, Xinli Geng, Qiuqin Zhang
Cold plasma (CP) is an alternative to traditional thermal sterilization techniques. This study aimed to investigate the preservation effects of CP treatment at 120 kV and 130 Hz for 150 s on fresh-cut Hami melons during storage at 4 °C for 8 d. There was no significant difference in the pH, color, firmness, and soluble solids content of the two groups during 0–4 days of storage. After CP treatment, the enzyme activities, total viable count (TVC), and values of the electronic nose (E-nose) changed. During storage, the increase in polyphenol oxidase (PPO) and peroxidase (POD) activities was inhibited by CP treatment. Initially, CP treatment yielded a 1.06 log reduction in total viable count (TVC). During storage, the TVC of the CP-treated group was significantly lower than that of the untreated group. CP treatment affected the E-nose values related to ketones, terpenes, polar, aromatic, and sulphur compounds. This study indicated that high-voltage and short-time CP treatment can extend the shelf-life of fresh-cut Hami melons by inhibiting oxidation and reducing microbial contamination without negative effects on physical quality.
冷等离子体(CP)是传统热消毒技术的替代品。本研究旨在探讨在 4 °C 下贮藏 8 天期间,在 120 kV 和 130 Hz 下进行 150 秒的 CP 处理对鲜切哈密瓜的保鲜效果。在贮藏 0-4 天期间,两组哈密瓜的 pH 值、色泽、硬度和可溶性固形物含量没有显著差异。经过氯化石蜡处理后,酶活性、总存活数(TVC)和电子鼻(E-nose)值都发生了变化。在贮藏期间,多酚氧化酶(PPO)和过氧化物酶(POD)活性的增加受到氯化石蜡处理的抑制。最初,氯化石蜡处理可使总存活数(TVC)减少 1.06 log。在贮藏期间,CP 处理组的 TVC 明显低于未处理组。氯化石蜡处理影响了与酮、萜烯、极性、芳香和硫化合物有关的 E-Nose 值。这项研究表明,高压和短时间氯化石蜡处理可抑制氧化和减少微生物污染,从而延长鲜切哈密瓜的货架期,而不会对物理质量产生负面影响。
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引用次数: 0
An Efficient In Vitro Shoot Organogenesis and Comparative GC-MS Metabolite Profiling of Gaillardia pulchella Foug Gaillardia pulchella Foug 的高效离体芽器官发生和 GC-MS 代谢物比较分析
Pub Date : 2024-07-11 DOI: 10.3390/horticulturae10070728
Mahima Bansal, A. Mujib, Yashika Bansal, Y. Dewir, N. Mendler-Drienyovszki
Gaillardia pulchella Foug. is a widely studied plant because of its high pharmacological and ornamental value. The leaves of G. pulchella were used for inducing callus and subsequent plant regeneration as it is the primary source of phytocompounds. The purpose of the present investigation was to formulate an in vitro propagation method for Gaillardia by using leaf explants in MS (Murashige and Skoog) medium. The best callus induction was observed on high (2.0 mg/L) α-naphthalene acetic acid (NAA) and a low (0.5 mg/L) 6-benzylaminopurine (BAP) with callus induction frequency of 91.66%. The leaf callus also demonstrated high caulogenesis ability (95.83%), with an average 5.2 shoots/callus mass at 0.5 mg/L BAP and 2.0 mg/L NAA. Indole Acetic acid (IAA) at 1.0 mg/L had the maximum rooting percentage (79.17%) with 12.4 roots per shoot. Rooted plantlets were later transferred to greenhouse conditions, showing a survivability rate of 75–80%. The physiological parameters, i.e., phenolic compounds and the flavonoids’ level, in the DPPH assay were higher in leaves obtained in vitro compared to callus formed from leaves and field-obtained (mother) leaves. Gas chromatography–mass spectrometry (GC–MS) analysis of methanol extracts of leaves (in vivo and in vitro) and leaf callus presented a wide array of compounds. In callus extract, some 34 phytocompounds were identified. Some of them were 3-hydroxy-2,3-dihydromaltol (25.39%), isoamyl acetate (11.63%), palmitic acid (11.55%), 4-methyloxazole (7.54%), and 5-methoxypyrrolidin-2-one (7.49%). Leaves derived in vivo and in vitro had 45 and 28 phytocompounds, respectively, belonging to different classes like lignans, phenols, terpenoids, alkaloids and fatty acids, etc. Those findings demonstrated that the leaf derived callus and the leaves are the potential stable source of several compounds with medicinal importance. The developed protocol may provide an alternative source of compounds without affecting wild flora.
Gaillardia pulchella Foug.是一种被广泛研究的植物,因为它具有很高的药理和观赏价值。由于 G. pulchella 的叶片是植物化合物的主要来源,因此被用于诱导胼胝体和随后的植物再生。本研究的目的是利用叶片外植体在 MS(Murashige 和 Skoog)培养基中制定 Gaillardia 的体外繁殖方法。在高浓度(2.0 毫克/升)α-萘乙酸(NAA)和低浓度(0.5 毫克/升)6-苄基氨基嘌呤(BAP)培养基中,胼胝体诱导效果最好,诱导率达 91.66%。叶片胼胝体也表现出较高的茎生能力(95.83%),在 0.5 毫克/升 BAP 和 2.0 毫克/升 NAA 的条件下,平均 5.2 个芽/胼胝体质量。吲哚乙酸(IAA)浓度为 1.0 毫克/升时,生根率最高(79.17%),每芽生根 12.4 条。生根后的小苗转入温室条件下,存活率为 75-80%。与叶片形成的胼胝体和田间获得的(母本)叶片相比,体外获得的叶片在 DPPH 试验中的生理参数,即酚类化合物和黄酮类化合物的含量更高。对叶(体内和体外)和叶茧的甲醇提取物进行的气相色谱-质谱(GC-MS)分析显示了多种化合物。在胼胝体提取物中,发现了约 34 种植物化合物。其中包括 3-羟基-2,3-二氢麦芽酚(25.39%)、乙酸异戊酯(11.63%)、棕榈酸(11.55%)、4-甲基恶唑(7.54%)和 5-甲氧基吡咯烷-2-酮(7.49%)。在体内和体外提取的叶片中分别含有 45 和 28 种植物化合物,属于木脂素、酚类、萜类、生物碱和脂肪酸等不同类别。这些发现表明,叶片衍生的胼胝体和叶片是多种具有重要药用价值的化合物的潜在稳定来源。所开发的方案可以在不影响野生植物群的情况下提供另一种化合物来源。
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引用次数: 0
Does the Daily Light Integral Influence the Sowing Density of Tomato Plug Seedlings in a Controlled Environment? 在可控环境中,日光照积分是否会影响番茄插条幼苗的播种密度?
Pub Date : 2024-07-11 DOI: 10.3390/horticulturae10070730
Xiangru Xu, Fulin Yang, Jinxiu Song, Rong Zhang, Wei Cai
To achieve high-density tomato seedlings in a plant factory with artificial lighting, tomatoes (Solanum lycopersicum Mill. cv. “Zhongza NO.9”) were used as the experimental material. This study expected to analyze the effects of light intensity (150, 200, 250, and 300 μmol·m−2·s−1) and light time (12 and 14 h), as well as daily light integral (DLI, 10.80, 12.60, and 12.96 mol·m−2·d−1) and sowing density (50, 72, and 105 holes per tray), on seedling quality. The results indicated that biomass accumulation, seedling quality, and energy use efficiency of seedlings significantly improved with an increase in DLI. At a DLI of 12.96 mol·m−2·d−1, seedlings sown at a density of 72 holes per tray exhibited comparable growth characteristics and biomass accumulation to those sown at 50 holes per tray. However, under lower DLIs, seedlings at 50 holes per tray displayed superior growth morphology and seedling quality compared to those at 72 holes per tray. This indicates that increasing the DLI can partially mitigate the negative effects of higher sowing density on seedling quality. Light use efficiency (LUE) and energy use efficiency (EUE) were not significantly different between seedlings at 72 and 105 holes per tray but were higher than those at 50 holes per tray. Therefore, optimizing parameters such as DLI and sowing density can effectively enhance the seedling quality, spatial use efficiency, and light use efficiency in industrial seedling production. Based on the results of this study, a DLI of 12.96 mol·m−2·d−1 (achieved with a light intensity of 300 μmol·m−2·s−1 and a light time of 12 h) and sowing density of 72 holes per tray are recommended for cultivating high-quality tomato seedlings while reducing energy consumption.
为了在人工照明的植物工厂中实现高密度番茄育苗,本研究以番茄(Solanum lycopersicum Mill.本研究旨在分析光照强度(150、200、250 和 300 μmol-m-2-s-1)、光照时间(12 和 14 小时)、日光照积分(DLI,10.80、12.60 和 12.96 mol-m-2-d-1)和播种密度(50、72 和 105 穴/盘)对幼苗质量的影响。结果表明,随着 DLI 的增加,秧苗的生物量积累、秧苗质量和能量利用效率显著提高。当 DLI 为 12.96 mol-m-2-d-1 时,以每盘 72 穴的密度播种的秧苗与以每盘 50 穴的密度播种的秧苗的生长特性和生物量积累相当。然而,在较低的 DLI 条件下,每盘播种 50 穴的秧苗在生长形态和秧苗质量上要优于每盘播种 72 穴的秧苗。这表明,增加 DLI 可以部分缓解较高播种密度对秧苗质量的负面影响。光利用效率(LUE)和能量利用效率(EUE)在每盘 72 穴和 105 穴的幼苗之间没有显著差异,但高于每盘 50 穴的幼苗。因此,优化 DLI 和播种密度等参数可有效提高工业化育苗的秧苗质量、空间利用效率和光利用效率。根据本研究的结果,推荐使用 12.96 mol-m-2-d-1 的 DLI(光照强度为 300 μmol-m-2-s-1,光照时间为 12 小时)和每盘 72 穴的播种密度来培育优质番茄幼苗,同时降低能耗。
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引用次数: 0
Application of Plant Growth Regulators Mitigates Water Stress in Basil 应用植物生长调节剂减轻罗勒的水分胁迫
Pub Date : 2024-07-11 DOI: 10.3390/horticulturae10070729
Dayane Mércia Ribeiro Silva, Isabelly CS Marques, B. Carvalho, E. Aires, Francisco Gilvan Borges Ferreira Freitas Júnior, Fernanda Nery Vargens, Vinicius Alexandre Ávila dos Santos, João Henrique Silva da Luz, José Wilker Germano de Souza, Wesley de Oliveira Galdino, Jadielson Inácio de Sousa, Alan Fontes Melo, Ricardo Barros Silva, Luana do Nascimento Silva Barbosa, J. V. Silva, Valdevan Rosendo dos Santos, Maria Gleide Jane Lima de Góis, S. Paulino, E. Ono, J. D. Rodrigues
Abiotic stresses, such as water limitation, are significant limiting factors in basil production. One alternative to mitigate the harmful effects of this stress on plants is using plant growth regulators. This study’s objective is to evaluate different doses of plant regulators in basil under water deficiency conditions. A randomized block experimental design in a factorial scheme with two factors was used: the first factor referred to the water regimes of 50% and 100% stomatal conductance, the second to different doses of the plant regulator mixture: 0 mL L−1 (control), 3 mL L−1, 6 mL L−1, 9 mL L−1, and 12 mL L−1. Each treatment consisted of 12 pots per repetition. Biometric parameters, chlorophyll a fluorescence, and gas exchange were analyzed. The plant regulator positively influenced basil plants under water deficiency, with the most pronounced effects observed at the 12 mL L−1 dose: a 17% increase in the number of leaves, a fourfold increase in CO2 assimilation and carboxylation efficiency, and a sevenfold increase in water use efficiency. Therefore, the application of plant regulators on basil is recommended to mitigate the negative effects of water stress, with the most significant results observed at a dose of 12 mL L−1.
非生物胁迫,如水分限制,是罗勒生产的重要限制因素。使用植物生长调节剂是减轻这种胁迫对植物有害影响的一种替代方法。本研究旨在评估缺水条件下不同剂量的植物生长调节剂对罗勒的影响。研究采用随机区组实验设计,包含两个因子:第一个因子是指气孔导度为 50%和 100%的水分制度,第二个因子是指不同剂量的植物生长调节剂混合物:0 mL L-1(对照)、3 mL L-1、6 mL L-1、9 mL L-1 和 12 mL L-1。每个处理重复 12 盆。对生物计量参数、叶绿素 a 荧光和气体交换进行了分析。植物调节剂对缺水情况下的罗勒植株有积极影响,其中 12 mL L-1 剂量的影响最为明显:叶片数量增加了 17%,二氧化碳同化和羧化效率提高了四倍,水分利用效率提高了七倍。因此,建议在罗勒上施用植物调节剂,以减轻水分胁迫的负面影响,12 毫升升/升的剂量效果最显著。
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引用次数: 0
Metabolism of Fluorinated Topolin Cytokinins in Micropropagated Phalaenopsis amabilis 微繁殖蝴蝶兰中氟化托普林细胞分裂素的新陈代谢
Pub Date : 2024-07-10 DOI: 10.3390/horticulturae10070727
N. Murvanidze, Karel Doležal, L. Plačková, S. Werbrouck
Fluorinated cytokinins have emerged as promising alternatives to traditional cytokinins in Phalaenopsis plant tissue culture, offering enhanced stability and bioactivity. However, their metabolic fate and impact on endogenous cytokinin profiles remain largely unexplored. This study builds upon previous research to investigate the comparative metabolism of the traditional cytokinin 6-Benzylaminopurine (BA) with the successful alternatives 6-(3-fluorobenzylamino)purine (FmT) and 6-(3-fluorobenzylamino)purine 9-riboside (FmTR). Additionally, this study examines the impact of another crucial factor, the use of ventilated versus closed containers, on metabolic processes. The results revealed the distinct metabolic profiles associated with each treatment, highlighting the complex interplay between exogenous and endogenous cytokinin levels. This study is the first to investigate the effects of these stable, synthetic, and exogenous cytokinins on the naturally occurring cytokinin levels and their metabolites in micropropagated Phalaenopsis. Additionally, we proposed an alternative inactivation pathway involving the conversion of FmTR and BA to pT and pTR. These findings provide valuable insights into the intricate relationship between cytokinin metabolism and plant growth under in vitro conditions.
在蝴蝶兰植物组织培养过程中,氟化细胞分裂素具有更高的稳定性和生物活性,有望成为传统细胞分裂素的替代品。然而,它们的代谢命运及其对内源性细胞分裂素谱的影响在很大程度上仍未得到探索。本研究在以往研究的基础上,对传统细胞分裂素 6-苄氨基嘌呤(BA)与成功替代品 6-(3-氟苄基氨基)嘌呤(FmT)和 6-(3-氟苄基氨基)嘌呤 9-核苷(FmTR)的代谢进行了比较研究。此外,本研究还探讨了另一个关键因素,即通风容器与密闭容器的使用对代谢过程的影响。研究结果表明,每种处理方法都有不同的代谢特征,突出了外源和内源细胞分裂素水平之间复杂的相互作用。这项研究首次调查了这些稳定、合成和外源细胞分裂素对微繁殖蝴蝶兰中天然细胞分裂素水平及其代谢物的影响。此外,我们还提出了另一种失活途径,涉及 FmTR 和 BA 向 pT 和 pTR 的转化。这些发现为我们深入了解细胞分裂素代谢与植物离体生长之间错综复杂的关系提供了宝贵的资料。
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引用次数: 0
Response of Aeroponically Cultivated Baby-Leaf Lettuce (Lactuca sativa L.) Plants with Different Zinc, Copper, Iodine, and Selenium Concentrations 气培小叶生菜(Lactuca sativa L.)植株对不同锌、铜、碘和硒浓度的反应
Pub Date : 2024-07-10 DOI: 10.3390/horticulturae10070726
M. Puccinelli, Andrea De Padova, Paolo Vernieri, Giulia Carmassi, Luca Incrocci
Over two billion people worldwide suffer from micronutrient deficiencies. Biofortifying vegetables can enhance micronutrient intake through the diet. This study assessed the biofortification of indoor-grown baby-leaf lettuce using aeroponics. Four experiments, two each, were conducted by adding different concentrations of Zn (from 10 to 450 µM) or Cu (from 3 to 250 µM) into a nutrient solution. A fifth experiment was conducted by simultaneously adding to the nutrient solution the optimal concentration of I (5 µM) and Se (13 µM), chosen on the basis of previous works, and the optimal concentration of Zn (250 µM) and Cu (150 µM), chosen on the basis of the results obtained in the first four experiments. Leaf biomass, mineral concentrations, chlorophylls, carotenoids, phenols, flavonoids, nitrates, and antioxidant capacity were measured 21 days after transplanting. Higher concentrations of Cu, Zn, I, or Se in the nutrient solution led to an increase in their concentrations in lettuce leaves, without affecting the growth or leaf quality of lettuce plants. The simultaneous application of I with the other elements induced a higher accumulation in leaves compared to when I is applied alone. One hundred grams of lettuce leaves biofortified with Se, I, Cu, and Zn would provide the 6.1%, 35.3%, and 263.0% of Adequate Intake for Cu, Se, and I, respectively, and 4.5% of Population Reference Intake for Zn. Our results suggest that simultaneously biofortifying baby-leaf lettuce with these four minerals is a practical and convenient way to integrate these micronutrients into the diet without reducing the yield or quality of lettuce.
全世界有 20 多亿人缺乏微量营养素。对蔬菜进行生物强化可以通过饮食提高微量营养素的摄入量。本研究评估了利用气生栽培技术对室内种植的小叶莴苣进行生物强化的情况。通过在营养液中添加不同浓度的锌(从 10 微摩尔到 450 微摩尔)或铜(从 3 微摩尔到 250 微摩尔),进行了四次实验,每次两次。第五次实验是在营养液中同时加入根据以前的研究结果选择的 I(5 µM)和 Se(13 µM)的最佳浓度,以及根据前四次实验结果选择的 Zn(250 µM)和 Cu(150 µM)的最佳浓度。叶片生物量、矿物质浓度、叶绿素、类胡萝卜素、酚类、类黄酮、硝酸盐和抗氧化能力在移植 21 天后进行了测量。营养液中 Cu、Zn、I 或 Se 的浓度越高,莴苣叶片中的矿物质浓度就越高,但不会影响莴苣植株的生长或叶片质量。与单独施用 I 元素相比,同时施用 I 和其他元素在叶片中的累积量更高。每 100 克莴苣叶片生物强化 Se、I、Cu 和 Zn 后,Cu、Se 和 I 的充足摄入量分别为 6.1%、35.3% 和 263.0%,Zn 的充足摄入量为人群参考摄入量的 4.5%。我们的研究结果表明,同时用这四种矿物质对小叶莴苣进行生物强化是将这些微量营养素纳入膳食的一种实用而方便的方法,而且不会降低莴苣的产量或质量。
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引用次数: 0
Optimizing the In Vitro Propagation of Tea Plants: A Comparative Analysis of Machine Learning Models 优化茶树的体外繁殖:机器学习模型的比较分析
Pub Date : 2024-07-09 DOI: 10.3390/horticulturae10070721
Taner Bozkurt, S. Inan, İ. Dündar, Musab A. Isak, Ö. Şimşek
In this study, we refine in vitro propagation techniques for Camellia sinensis using a machine learning approach to ascertain the influence of different shooting and rooting conditions on key growth metrics. This was achieved by applying random forest (RF), XGBoost, and multilayer perceptron (MLP) models to dissect the complexities of micropropagation and rooting processes. The research unveiled significant disparities in growth metrics under varying media conditions, underscoring the profound impact of media composition on plant development. The meticulous statistical analysis, employing ANOVA, highlighted statistically significant differences in growth metrics, indicating the critical role of media composition in optimizing growth conditions. Methodologically, the study utilized explants from 2–3-year-old tea plants, which underwent sterilization before being introduced to two distinct culture media for their micropropagation and rooting phases. Statistical analyses were conducted to evaluate the differences in growth outcomes between media, while machine learning models were employed to predict the efficacy of micropropagation and rooting based on various growth regulators. This approach allowed for a comprehensive evaluation of the model’s performance in simulating plant growth under different conditions, leveraging metrics like R2, RMSE, and MAE. The findings from this study significantly advance the understanding of tea plant micropropagation, highlighting the utility of machine learning models in agricultural optimization. This research contributes to enhancing micropropagation strategies for the tea plant and exemplifies the transformative potential of integrating machine learning into plant science, paving the way for improved agricultural and horticultural practices. This interdisciplinary approach offers a novel perspective on optimizing in vitro propagation processes, contributing substantially to plant tissue culture and biotechnology.
在这项研究中,我们利用机器学习方法改进了山茶的体外繁殖技术,以确定不同的种植和生根条件对关键生长指标的影响。这是通过应用随机森林(RF)、XGBoost 和多层感知器(MLP)模型来剖析微繁殖和生根过程的复杂性来实现的。研究揭示了不同培养基条件下生长指标的显著差异,强调了培养基成分对植物发育的深远影响。采用方差分析法进行的细致统计分析凸显了生长指标在统计学上的显著差异,表明了培养基成分在优化生长条件中的关键作用。在方法上,该研究利用了 2-3 年生茶树的外植体,这些外植体在微繁殖和生根阶段被引入两种不同的培养基之前都经过了灭菌处理。研究人员进行了统计分析,以评估不同培养基之间的生长结果差异,同时采用机器学习模型,根据各种生长调节剂预测微繁殖和生根的功效。这种方法利用 R2、RMSE 和 MAE 等指标,对模型在不同条件下模拟植物生长的性能进行了全面评估。这项研究的结果极大地促进了对茶树微繁殖的理解,凸显了机器学习模型在农业优化中的实用性。这项研究有助于改进茶树的微繁殖策略,体现了将机器学习融入植物科学的变革潜力,为改进农业和园艺实践铺平了道路。这种跨学科方法为优化体外繁殖过程提供了新的视角,为植物组织培养和生物技术做出了重大贡献。
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引用次数: 0
Insecticidal Potential of Essential Oils from Ammi visnaga L. and Trachyspermum ammi L. against Sitophilus oryzae (L.) and In Silico Study of Their Major Constituents Ammi visnaga L.和 Trachyspermum ammi L.精油的杀虫潜力及其主要成分的硅学研究
Pub Date : 2024-07-09 DOI: 10.3390/horticulturae10070722
Anjoud Harmouzi, Yassine El Ammari, Ibrahim Mssillou, Amina Chlouchi, Adrian Lim, Abdelaaty Abdelaziz Shahat, Mohamed Chebaibi
There is a high interest in utilizing natural bioactive products derived from plants as a substitute for synthetic chemicals in the industry. This research focuses on the phytochemical composition of essential oils (EOs) of Ammi visnaga L. and Trachyspermum ammi L and their insecticidal activity against Sitophilus oryzae (L.), a common pest found in stored cereals. The EOs were extracted through steam distillation and analyzed using gas chromatography coupled with mass spectrometry (GC-MS). The EOs of A. visnaga consisted of twenty-four components, with Abietadiene (41.23%) being the most abundant, followed by linalool (25.54%) and limonene (19.04%). On the other hand, the EOs of T. ammi consisted of twenty-eight main components, with isothymol being the most abundant (51.88%). The results revealed that the EOs of T. Ammi (DL50 = 0.1 µL EOs/L of air) were more toxic than A. visnaga (0.38 µL EOs/L of air), with the toxicity varying based on doses and exposure periods. To further understand the molecular mechanisms underlying this activity, molecular docking and dynamic simulations were performed using the major chemical constituents of the oils. The simulation results indicated that the major compounds, Abietadiene and isothymol, interact with the catalytic sites of the target proteins, inhibiting acetylcholinesterase and chitin synthase. These interactions form energetically favorable systems that remain stable throughout the molecular dynamic period. This research provides valuable insights into the potential of these EOs as natural insecticides and highlights the importance of molecular modeling in understanding the biological activities of plant-derived compounds.
在工业领域,人们对利用从植物中提取的天然生物活性产品替代合成化学品的兴趣很高。这项研究的重点是 Ammi visnaga L.和 Trachyspermum ammi L.精油(EOs)的植物化学成分及其对储存谷物中常见害虫 Sitophilus oryzae (L.) 的杀虫活性。通过蒸汽蒸馏萃取出的环氧乙烷采用气相色谱-质谱法(GC-MS)进行分析。A. visnaga 的环氧乙烷由 24 种成分组成,其中含量最高的是阿维他二烯(41.23%),其次是芳樟醇(25.54%)和柠檬烯(19.04%)。另一方面,T. ammi 的环氧乙烷由 28 种主要成分组成,其中异百里酚含量最高(51.88%)。结果表明,T. Ammi 的环氧乙烷(DL50 = 0.1 µL 环氧乙烷/升空气)比 A. visnaga 的环氧乙烷(0.38 µL 环氧乙烷/升空气)毒性更强,其毒性随剂量和接触时间的不同而变化。为了进一步了解这种活性的分子机制,研究人员利用油中的主要化学成分进行了分子对接和动态模拟。模拟结果表明,主要化合物阿维塔二烯和异百里酚与目标蛋白质的催化位点相互作用,抑制乙酰胆碱酯酶和几丁质合成酶。这些相互作用形成了能量上有利的系统,在整个分子动力学期间保持稳定。这项研究为了解这些环氧乙烷作为天然杀虫剂的潜力提供了宝贵的见解,并强调了分子建模在了解植物衍生化合物生物活性方面的重要性。
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引用次数: 0
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Horticulturae
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