leafy greens

绿叶蔬菜
  • 文章类型: Journal Article
    背景:已经在温室中进行了有关镉胁迫下莴苣中光合作用和酶活性变化以及矿物质含量的研究,利用生菜营养液中锌(Zn)的调节作用。锌是一种微量营养素,在各种关键的植物过程中起着至关重要的作用。因此,将三种浓度的Zn(0.022、5和10mgL-1)施用于水培生菜(LactucasativaL.cv。Ferdos)在三种Cd毒性浓度(0、2.5和5mgL-1)下。
    结果:结果表明,随着营养液中锌浓度的增加,生长性状,如植物性能,叶绿素指数(SPAD),最小荧光(F0),叶片锌含量(Zn),叶和根铁(Fe)含量,锰(Mn),铜(Cu),镉也增加了。叶绿素a的最大含量(33.9mgg-1FW),叶绿素b(17.3mgg-1FW),类胡萝卜素(10.7mgg-1FW),最大荧光(Fm)(7.1),在不含Cd的Zn处理中观察到可变荧光(Fv)(3.47)。随着营养液中Cd浓度的增加,叶脯氨酸的最大量(5.93mmolg-1FW),丙二醛(MDA)(0.96μmg-1FW),过氧化氢(H2O2)(22.1μmg-1FW),在用5mgL-1不含Zn的Cd处理的莴苣中记录到超氧化物歧化酶(SOD)(90.3单位mg-1蛋白)。此外,以5mgL-1浓度施用Cd可获得叶片愈创木酚过氧化物酶(6.46单位mg-1蛋白)的最大活性。
    结论:一般来说,营养液中Zn浓度的增加降低了生菜叶片对Cd的吸收和毒性,正如大多数测量特征所证明的那样。这些发现表明,用锌补充水培营养液可以减轻镉毒性对莴苣生长和生理过程的不利影响,提供了一个有前途的战略,以提高镉污染环境中的作物生产力和食品安全。
    BACKGROUND: A study on photosynthetic and enzyme activity changes and mineral content in lettuce under cadmium stress has been conducted in a greenhouse, utilizing the modulated effect of zinc (Zn) application in the nutrient solution on lettuce. Zn is a micronutrient that plays an essential role in various critical plant processes. Accordingly, three concentrations of Zn (0.022, 5, and 10 mg L- 1) were applied to hydroponically grown lettuce (Lactuca sativa L. cv. Ferdos) under three concentrations of Cd toxicity (0, 2.5, and 5 mg L- 1).
    RESULTS: The results showed that along with increasing concentrations of zinc in the nutrient solution, growth traits such as plant performance, chlorophyll index (SPAD), minimum fluorescence (F0), leaf zinc content (Zn), leaf and root iron (Fe) content, manganese (Mn), copper (Cu), and cadmium increased as well. The maximum amounts of chlorophyll a (33.9 mg g- 1FW), chlorophyll b (17.3 mg g- 1FW), carotenoids (10.7 mg g- 1FW), maximum fluorescence (Fm) (7.1), and variable fluorescence (Fv) (3.47) were observed in the treatment with Zn without Cd. Along with an increase in Cd concentration in the nutrient solution, the maximum amounts of leaf proline (5.93 mmol g- 1FW), malondialdehyde (MDA) (0.96 μm g- 1FW), hydrogen peroxide (H2O2) (22.1 μm g- 1FW), and superoxide dismutase (SOD) (90.3 Unit mg- 1 protein) were recorded in lettuce treated with 5 mg L- 1 of Cd without Zn. Additionally, the maximum activity of leaf guaiacol peroxidase (6.46 Unit mg- 1 protein) was obtained with the application of Cd at a 5 mg L- 1 concentration.
    CONCLUSIONS: In general, an increase in Zn concentration in the nutrient solution decreased the absorption and toxicity of Cd in lettuce leaves, as demonstrated in most of the measured traits. These findings suggest that supplementing hydroponic nutrient solutions with zinc can mitigate the detrimental effects of cadmium toxicity on lettuce growth and physiological processes, offering a promising strategy to enhance crop productivity and food safety in cadmium-contaminated environments.
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  • 文章类型: Journal Article
    金属和准金属(以下称,植物性食物中的金属(类))是人类接触的来源,但并非所有的金属(类)-食物相互作用都是相同的。金属(类)在土壤中的行为以及如何被植物吸收并存储在可食用植物组织/食物中方面存在差异。因此,不可能有一个一致的解决方案来减少食物中有毒金属(loid)暴露于人类。此外,金属是如何被吸收的,分布式,代谢,和人体排泄的不同,基于这两种金属(loid),食物中的其他元素和营养素,以及人类的营养状况。诸如美国食品和药物管理局的“接近零”倡议,旨在减少幼儿接触有毒元素镉,铅,砷,食品中的汞需要仔细考虑每种金属(类)和植物的相互作用。本文以菠菜以及金属镉和铅为例,探讨了这种植物-金属(类)相互作用。这篇综述强调了暴露程度的差异,生物利用度,以及缓解战略的实用性,同时概述研究差距和未来需求。关注可行性和生产者需求,通过利益相关者访谈告知,强调需要更好的分析测试设施以及种植者和消费者教育。更多的研究应集中在最大程度地减少绿叶蔬菜的氯化物输入,以减少Cd的植物利用率以及草酸盐在降低菠菜中Cd生物利用度方面的作用。这些发现适用于其他绿叶蔬菜(例如,羽衣甘蓝,生菜),但不适用于其他植物或金属(类)。
    Metals and metalloids (hereafter, metal(loid)s) in plant-based foods are a source of exposure to humans, but not all metal(loid)-food interactions are the same. Differences exist between metal(loid)s in terms of their behavior in soils and in how they are taken up by plants and stored in the edible plant tissue/food. Thus, there cannot be one consistent solution to reducing toxic metal(loid)s exposure to humans from foods. In addition, how metal(loid)s are absorbed, distributed, metabolized, and excreted by the human body differs based on both the metal(loid), other elements and nutrients in the food, and the nutritional status of the human. Initiatives like the United States Food and Drug Administration\'s Closer to Zero initiative to reduce the exposure of young children to the toxic elements cadmium, lead, arsenic, and mercury from foods warrant careful consideration of each metal(loid) and plant interaction. This review explores such plant-metal(loid) interactions using the example of spinach and the metals cadmium and lead. This review highlights differences in the magnitude of exposure, bioavailability, and the practicality of mitigation strategies while outlining research gaps and future needs. A focus on feasibility and producer needs, informed via stakeholder interviews, emphasizes the need for better analytical testing facilities and grower and consumer education. More research should focus on minimization of chloride inputs for leafy greens to lessen plant-availability of Cd and the role of oxalate in reducing Cd bioavailability from spinach. These findings are applicable to other leafy greens (e.g., kale, lettuce), but not for other plants or metal(loid)s.
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  • 文章类型: Journal Article
    为了更健康的人类营养,希望提供具有高含量的营养食品,例如多酚,维生素,和类胡萝卜素。我们调查了高生长辐照度在多大程度上影响酚类物质的含量,α-生育酚和类胡萝卜素,在野生火箭(Diplotaxistenuifolia)中,越来越多地用作沙拉绿色。盆栽植物在气候室中生长,日长16小时,光合光子通量密度从20到1250μmolm-2s-1不等。光系统II的最大量子产率的测量,FV/FM,以及紫黄质循环(V循环)的环氧化状态表明,植物没有遭受过多的光合作用。属于V循环的类胡萝卜素的含量,α-生育酚和几种槲皮素衍生物,随着辐照度几乎线性增加。UV-A和蓝光相对于红光诱导的叶绿素荧光的非侵入性测量,表明类黄酮和类胡萝卜素的含量,不仅允许对两种化合物进行半定量测量,而且还允许在低生长辐照度和高生长辐照度之间的相互转移过程中跟踪其动态变化。结果表明,生长辐照度对三种不同类型的具有抗氧化性能的化合物的含量有很大影响,并且可以使用叶绿素荧光来确定完整叶片中的类黄酮和特定类胡萝卜素的含量。结果可用于育种,以增强野生火箭叶中的健康化合物,并监测其含量以选择合适的基因型。
    For healthier human nutrition, it is desirable to provide food with a high content of nutraceuticals such as polyphenolics, vitamins, and carotenoids. We investigated to what extent high growth irradiance influences the content of phenolics, α-tocopherol and carotenoids, in wild rocket (Diplotaxis tenuifolia), which is increasingly used as a salad green. Potted plants were grown in a climate chamber with a 16 h day length at photosynthetic photon flux densities varying from 20 to 1250 μmol m-2 s-1. Measurements of the maximal quantum yield of photosystem II, FV/FM, and of the epoxidation state of the violaxanthin cycle (V-cycle) showed that the plants did not suffer from excessive light for photosynthesis. Contents of carotenoids belonging to the V-cycle, α-tocopherol and several quercetin derivatives, increased nearly linearly with irradiance. Nonintrusive measurements of chlorophyll fluorescence induced by UV-A and blue light relative to that induced by red light, indicating flavonoid and carotenoid content, allowed not only a semiquantitative measurement of both compounds but also allowed to follow their dynamic changes during reciprocal transfers between low and high growth irradiance. The results show that growth irradiance has a strong influence on the content of three different types of compounds with antioxidative properties and that it is possible to determine the contents of flavonoids and specific carotenoids in intact leaves using chlorophyll fluorescence. The results may be used for breeding to enhance healthy compounds in wild rocket leaves and to monitor their content for selection of appropriate genotypes.
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  • 文章类型: Journal Article
    目前,新鲜,未经加工的食品已成为肠致病性感染传播链的相关元素。为了在植物表面生存并进一步传播感染,沙门氏菌等病原体必须稳定地附着在叶片表面。附着力,由各种毒力因子驱动,包括编码1型菌毛的最丰富的fim操纵子,通常是感染的第一步,防止病原体的物理去除。过去对沙门氏菌1型菌毛及其FimH粘附素的粘附特性进行了深入研究。然而,缺乏关于其在与植物细胞相互作用中的作用的知识。了解这种相互作用所涉及的机制和结构可能有助于努力降低污染风险并提高新鲜食品的安全性。这里,我们应用沙门氏菌基因组定点诱变,粘附试验,蛋白质-蛋白质相互作用,和基于表面等离子体共振的生物物理学方法,以阐明FimH粘附素与菠菜叶相互作用的作用。我们表明,FimH至少部分负责沙门氏菌与菠菜叶的结合,并且这种相互作用以不依赖甘露糖的方式发生。重要的是,我们确定了一个潜在的FimH受体为内切-1,3-β-d-葡聚糖酶,并发现这种相互作用是强烈和特异性的,解离常数在纳摩尔范围内。这项研究促进了我们对沙门氏菌与植物表面相互作用的理解,提供见解,可以帮助最大限度地减少污染风险和提高新鲜食品的安全性,未加工食品。
    Currently, fresh, unprocessed food has become a relevant element of the chain of transmission of enteropathogenic infections. To survive on a plant surface and further spread the infections, pathogens like Salmonella have to attach stably to the leaf surface. Adhesion, driven by various virulence factors, including the most abundant fim operon encoding type 1 fimbriae, is usually an initial step of infection, preventing physical removal of the pathogen. Adhesion properties of Salmonella\'s type 1 fimbriae and its FimH adhesin were investigated intensively in the past. However, there is a lack of knowledge regarding its role in interaction with plant cells. Understanding the mechanisms and structures involved in such interaction may facilitate efforts to decrease the risk of contamination and increase fresh food safety. Here, we applied Salmonella genome site-directed mutagenesis, adhesion assays, protein-protein interactions, and biophysics methods based on surface plasmon resonance to unravel the role of FimH adhesin in interaction with spinach leaves. We show that FimH is at least partially responsible for Salmonella binding to spinach leaves, and this interaction occurs in a mannose-independent manner. Importantly, we identified a potential FimH receptor as endo-1,3-β-d-Glucanase and found that this interaction is strong and specific, with a dissociation constant in the nanomolar range. This research advances our comprehension of Salmonella\'s interactions with plant surfaces, offering insights that can aid in minimizing contamination risks and improving the safety of fresh, unprocessed foods.
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  • 文章类型: Journal Article
    对农产品中单核细胞增生李斯特菌的定量风险评估(QRA)模型进行了综述,目的是评估和对比食物链上控制策略的有效性。尽管回收的13种QRA模型中有9种专注于新鲜或RTE绿叶蔬菜,它们都不代表初级生产中的重要因素或污染源,比如种植的类型,水,肥料或灌溉方法/做法。使用传输速率对加工过程和消费者处理过程中的交叉污染进行建模,被证明适度驱动李斯特菌病的最终风险,因此突出了准确表示传递系数参数的重要性。许多QRA模型一致认为,零售时的温度波动或家中的温度滥用是导致李斯特菌病风险增加的关键因素。除了可以帮助评估当前农场实践和潜在控制措施的主要模块之外,未来最小加工产品的QRA模型还应包含一个精细的消毒模块,能够根据类型估计各种消毒剂的有效性,浓度和暴露时间。最后,应使用现实的时间-温度轨迹来估计供应链下游产品中的L.单核细胞增生菌的生长,和验证的微生物动力学参数,两者目前在文献中可用。
    A review of quantitative risk assessment (QRA) models of Listeria monocytogenes in produce was carried out, with the objective of appraising and contrasting the effectiveness of the control strategies placed along the food chains. Despite nine of the thirteen QRA models recovered being focused on fresh or RTE leafy greens, none of them represented important factors or sources of contamination in the primary production, such as the type of cultivation, water, fertilisers or irrigation method/practices. Cross-contamination at processing and during consumer\'s handling was modelled using transfer rates, which were shown to moderately drive the final risk of listeriosis, therefore highlighting the importance of accurately representing the transfer coefficient parameters. Many QRA models coincided in the fact that temperature fluctuations at retail or temperature abuse at home were key factors contributing to increasing the risk of listeriosis. In addition to a primary module that could help assess current on-farm practices and potential control measures, future QRA models for minimally processed produce should also contain a refined sanitisation module able to estimate the effectiveness of various sanitisers as a function of type, concentration and exposure time. Finally, L. monocytogenes growth in the products down the supply chain should be estimated by using realistic time-temperature trajectories, and validated microbial kinetic parameters, both of them currently available in the literature.
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  • 文章类型: Journal Article
    绿叶蔬菜是食源性疾病的主要来源。然而,很少有研究试图估计绿叶蔬菜的疾病归因和负担。这项研究将三个基于疫情的归因模型与疾病发生率和经济成本模型的结果相结合,以开发针对美国绿叶蔬菜及其子类别的全面的病原体特定负担估计。我们发现,多达9.18%(90%CI:5.81%-15.18%)的食源性疾病与已鉴定的病原体有关,归因于绿叶蔬菜。包括与特定病原体无关的“未知”疾病,在美国,绿叶蔬菜每年有多达2,307,558(90%CI:1,077,815-4,075,642)种疾病。这些疾病的经济成本估计每年高达52.78亿美元(90%CI:3.230-82.21亿美元)。不包括爆发规模小的病原体,诺如病毒,产志贺毒素的大肠杆菌(非O157和O157:H7),弯曲杆菌属。,和非伤寒沙门氏菌,与最多的疾病和最大的成本相关的绿叶蔬菜。而生菜(生菜,冰山,“其他生菜”)占绿叶蔬菜爆发的60.8%,它占绿叶食源性疾病的75.7%和费用的70%。最后,我们强调,在所有食品中,19.8%的产志贺毒素大肠杆菌O157:H7疾病与生叶有关,在美国,每年估计有12,496种疾病和32,464万美元。
    Leafy green vegetables are a major source of foodborne illnesses. Nevertheless, few studies have attempted to estimate attribution and burden of illness estimates for leafy greens. This study combines results from three outbreak-based attribution models with illness incidence and economic cost models to develop comprehensive pathogen-specific burden estimates for leafy greens and their subcategories in the United States. We find that up to 9.18% (90% CI: 5.81%-15.18%) of foodborne illnesses linked to identified pathogens are attributed to leafy greens. Including \'Unknown\' illnesses not linked to specific pathogens, leafy greens account for as many as 2,307,558 (90% CI: 1,077,815-4,075,642) illnesses annually in the United States. The economic cost of these illnesses is estimated to be up to $5.278 billion (90% CI: $3.230-$8.221 billion) annually. Excluding the pathogens with small outbreak sizes, Norovirus, Shiga toxin-producingEscherichia coli (both non-O157 and O157:H7), Campylobacter spp., and nontyphoidal Salmonella, are associated with the highest number of illnesses and greatest costs from leafy greens. While lettuce (romaine, iceberg, \"other lettuce\") takes 60.8% of leafy green outbreaks, it accounts for up to 75.7% of leafy green foodborne illnesses and 70% of costs. Finally, we highlighted that 19.8% of Shiga toxin-producingEscherichia coli O157:H7 illnesses are associated with romaine among all food commodities, resulting in 12,496 estimated illnesses and $324.64 million annually in the United States.
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  • 文章类型: Journal Article
    藜麦(藜藜麦。)绿叶蔬菜(QLGs)是具有高营养价值的植物性食品,几乎没有研究过。在这项工作中,对三个QLGs品种的营养和功能组成进行了评价。发现蛋白质含量高于35g100g-1dw,必需氨基酸组成平衡,使其成为植物蛋白的良好来源。此外,膳食纤维和矿物质含量升高,高于藜麦种子和其他叶类蔬菜中检测到的含量,被发现了。脂质分布显示亚油酸(C18:2,ω6)(20.2%)和亚麻酸(C18:3,ω3)(52.8%)的含量较高,ω6/ω3比率较低(〜0.4/1)。在所有测试的品种中发现总糖含量<1g100g-1dw,低于种子中获得的。皂苷含量在0.76和0.87%之间变化。此外,高的总酚类化合物值(969.8-1195.4毫克没食子酸100克-1),主要是羟基肉桂酸和类黄酮,并发现了良好的抗氧化活性(7.64-8.90gTroloxkg-1)。这里使用的多变量分析使我们能够根据评估的藜麦品种对样品进行分类,应用的顺序逐步多元回归表明,PUFA和蔗糖含量对蛋白质含量有负面影响,而棕榈酸含量对该参数有正面影响。总的来说,这项研究表明,QLGs是有前途的营养和功能性植物性食品,支持促进其种植的必要性,商业化,和消费。
    Quinoa (Chenopodium quinoa Willd.) leafy greens (QLGs) are plant-based foods of high nutritional value that have been scarcely studied. In this work, the nutritional and functional composition of three QLGs varieties was evaluated. A protein content higher than 35 g 100 g-1 dw with a well-balanced essential amino acid composition was found making them a good source of vegetable protein. In addition, elevated contents of dietary fibre and minerals, higher than those detected in quinoa seeds and other leafy vegetables, were found. The lipid profile showed higher contents of linoleic (C18:2, ω6) (20.2 %) and linolenic acids (C18:3, ω3) (52.8 %) with low ω6/ ω3 ratios (∼0.4/1). A total sugar content <1 g 100 g-1 dw was found for all varieties tested, lower than that obtained in seeds. The saponin content varied between 0.76 and 0.87 %. Also, high values of total phenolic compounds (969.8-1195.4 mg gallic acid 100 g-1), mainly hydroxycinnamic acids and flavonoids, and great antioxidant activities (7.64-8.90 g Trolox kg-1) were found. Multivariate analysis here used allowed us to classify the samples according to the quinoa variety evaluated, and the sequential stepwise multiple regression applied revealed that the PUFA and sucrose contents negatively influenced the protein content while the palmitic acid content affected positively this parameter. Overall, this study shows that QLGs are promising nutritious and functional plant-based foods supporting the necessity of promoting their cultivation, commercialization, and consumption.
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  • 文章类型: Journal Article
    背景:生蔬菜被认为是肠寄生虫的载体。南美国家是新鲜蔬菜最重要的出口国之一;厄瓜多尔的热带气候和富含有机物的土壤使其能够全年收获并出售给不同的国家。这项研究的目的是评估水果寄生虫污染的发生,在厄瓜多尔安第斯山脉的农业区种植的蔬菜和绿叶蔬菜。方法:实地研究,横截面,对1,416个样本(516个水果,488种蔬菜,和412绿叶蔬菜)。每个样品用水洗涤,以及去除蔬菜后产生的溶液,进行24小时沉降。对浓缩的沉积物进行显微镜分析。结果:63.4%的样本检出寄生虫,绿叶蔬菜污染最严重(76.9%)(P<0.0001),(蔬菜占67.8%,水果占48.4%),其中,卷心菜(100%),洋葱(84%)和草莓(60.2%)受污染最严重。原生动物(49.6%)高于蠕虫(15.5%)(P<0.0001)。囊胚。(33.5%)最高,其次是艾美球虫。(26.3%),Entamoebaspp.(10.3%),贾第虫。(8.3%),Balantidiumspp.(6.9%);隐孢子虫属。(6.6%),环孢菌属。(4.4%),囊孢子菌属。(0.5%);Strongylida(15.5%)和A虫。(0.4%)。结论:水果的消费,蔬菜,这些作物中的绿叶蔬菜可能是该地区或销售这些产品的非流行地区的人类和动物的感染源。这项研究确定了在生长中需要严格的卫生措施;这将通过土壤处理来适当实现,用于种植的肥料和水。
    UNASSIGNED: Raw vegetables have been considered vehicles of enteroparasites. South American countries are among the most important exporters of fresh vegetables, including Ecuador, which has a tropical climate and soils rich in organic matter that allow it to harvest throughout the year for sale to different countries. The aim of the study was to assess the occurrence of the parasitic contamination of fruits, vegetables and leafy greens grown in an agricultural area of the Ecuadorian Andes.
    UNASSIGNED: A cross-sectional field study was conducted with snowball sampling on 1,416 samples (516 fruits, 488 vegetables, and 412 leafy greens). Each sample were washed with water, and the resulting solution after removing the vegetables, was subjected to 24-hour sedimentation. The concentrated sediment underwent microscopic analysis.
    UNASSIGNED: The overall positivity for parasitic contamination was 63.4%, with leafy greens having the highest contamination rate (76.9%) (P<0.0001), surpassing vegetables (67.8%) and fruits (48.4%). Cabbage (100%), onions (84%), and strawberries (60.2%) emerged as the most contaminated within their respective groups. Protozoa were more prevalent (49.6%) than helminths (15.5%) (P<0.0001). Blastocystis sp. (33.5%) ranked highest, followed by Eimeria spp. (26.3%), Entamoeba spp. (10.3%), Giardia spp. (8.3%), Balantidium spp. (6.9%), Cryptosporidium spp. (6.6%), Cyclospora spp. (4.4%), Cystoisospora spp. (0.5%), Strongylida (15.5%), and Ascaris spp. (0.4%).
    UNASSIGNED: The study reveals that vegetables and fruits for human consumption from this area of the Ecuadorian Andes are highly contaminated with various parasites, constituting a possible source of infection for humans and animals in this area, or in non-endemic areas where these products are marketed. The finding emphasizes the need for strict hygienic measures in agricultural crops, which will be properly achieved through the treatment of soil, manure and water used for cultivation.
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  • 文章类型: Journal Article
    绿叶蔬菜,尤其是生菜,一再与食源性疫情有关。本文研究了不同绿叶蔬菜对人类病原体的敏感性。五种常用的绿叶蔬菜,包括生菜,绿叶莴苣,婴儿菠菜,羽衣甘蓝,还有羽衣甘蓝,是根据它们的爆发频率选择的。研究了大肠杆菌O157:H787-23在完整的叶表面及其裂解物中的行为。细菌附着与叶片表面粗糙度呈正相关,并受表皮蜡成分的影响。在室温下,大肠杆菌O157:H7在长叶和绿叶莴苣表面上具有最佳的生长潜力。细菌生长与气孔大小呈正相关,并受表皮蜡成分的影响。在37°C时,大肠杆菌O157:H787-23在很大程度上受到菠菜和羽衣甘蓝裂解物的抑制,孵育24小时后,羽衣甘蓝裂解物中检测不到。羽衣甘蓝和羽衣甘蓝裂解物也在37°C下延迟或部分抑制了TSB和莴苣裂解物中的细菌生长,他们在4°C时大幅减少了绿叶莴苣上的大肠杆菌O157:H7种群。总之,绿叶蔬菜对大肠杆菌O157:H7的敏感性由生理化学性质和温度的生产特异性组合决定。
    Leafy greens, especially lettuce, are repeatedly linked to foodborne outbreaks. This paper studied the susceptibility of different leafy greens to human pathogens. Five commonly consumed leafy greens, including romaine lettuce, green-leaf lettuce, baby spinach, kale, and collard, were selected by their outbreak frequencies. The behavior of E. coli O157:H7 87-23 on intact leaf surfaces and in their lysates was investigated. Bacterial attachment was positively correlated with leaf surface roughness and affected by the epicuticular wax composition. At room temperature, E. coli O157:H7 had the best growth potentials on romaine and green-leaf lettuce surfaces. The bacterial growth was positively correlated with stomata size and affected by epicuticular wax compositions. At 37 °C, E. coli O157:H7 87-23 was largely inhibited by spinach and collard lysates, and it became undetectable in kale lysate after 24 h of incubation. Kale and collard lysates also delayed or partially inhibited the bacterial growth in TSB and lettuce lysate at 37 °C, and they sharply reduced the E. coli O157:H7 population on green leaf lettuce at 4 °C. In summary, the susceptibility of leafy greens to E. coli O157:H7 is determined by a produce-specific combination of physiochemical properties and temperature.
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  • 文章类型: Journal Article
    我们评估了过采样技术在预测菠菜洗涤水中大肠杆菌MG1655存在时增强机器学习模型性能的功效。三种过抽样方法被用来平衡两个数据集,形成训练随机森林(RF)的基础,支持向量机(SVM),和二项逻辑回归(BLR)模型。数据经历了特定方法的集中和标准化,在训练数据集中,将异常值替换为特定于特征的方法。在没有这些预处理步骤的情况下进行测试。通过10倍交叉验证使用测试数据的子集优化模型超参数。模型在完整数据集上进行训练,并在新获得的菠菜洗涤水样品上进行测试。合成少数过采样技术(SMOTE)和自适应合成采样方法(ADASYN)取得了较好的效果,SMOTERF达到90.0%的精度,灵敏度为93.8%,特异性为87.5%,曲线下面积(AUC)为98.2%(未进行数据预处理),ADASYN准确度为86.55%,灵敏度87.5%,83.3%的特异性,和92.4%的AUC。SMOTE和ADASYN显著改善了(p<0.05)SVM和RF模型,与未经预处理的非过采样同行相比。数据预处理产生了喜忧参半的影响,提高了BLR模型的准确性和特异性(p<0.05),但降低了SVM和RF模型的准确性和特异性(p<0.05)。对洗涤水中大肠杆菌检测影响最大的理化特性是水的电导率,范围从7.9到196.2µS。紧随其后的是水的浊度,本研究范围为2.97至72.35NTU。
    We assessed the efficacy of oversampling techniques to enhance machine learning model performance in predicting Escherichia coli MG1655 presence in spinach wash water. Three oversampling methods were applied to balance two datasets, forming the basis for training random forest (RF), support vector machines (SVMs), and binomial logistic regression (BLR) models. Data underwent method-specific centering and standardization, with outliers replaced by feature-specific means in training datasets. Testing occurred without these preprocessing steps. Model hyperparameters were optimized using a subset of testing data via 10-fold cross-validation. Models were trained on full datasets and tested on newly acquired spinach wash water samples. Synthetic Minority Oversampling Technique (SMOTE) and Adaptive Synthetic Sampling approach (ADASYN) achieved strong results, with SMOTE RF reaching an accuracy of 90.0%, sensitivity of 93.8%, specificity of 87.5%, and an area under the curve (AUC) of 98.2% (without data preprocessing) and ADASYN achieving 86.55% accuracy, 87.5% sensitivity, 83.3% specificity, and a 92.4% AUC. SMOTE and ADASYN significantly improved (p < 0.05) SVM and RF models, compared to their non-oversampled counterparts without preprocessing. Data preprocessing had a mixed impact, improving (p < 0.05) the accuracy and specificity of the BLR model but decreasing the accuracy and specificity (p < 0.05) of the SVM and RF models. The most influential physiochemical feature for E. coli detection in wash water was water conductivity, ranging from 7.9 to 196.2 µS. Following closely was water turbidity, ranging from 2.97 to 72.35 NTU within this study.
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