Spinacia oleracea

  • 文章类型: Journal Article
    菠菜是维生素的重要来源,矿物,和抗氧化剂。这些营养素使其美味,对人体健康有益。然而,菠菜中营养物质积累的遗传机制尚不清楚。在这项研究中,我们分析了叶绿素a的含量,叶绿素b,草酸盐,硝酸盐,粗纤维,可溶性糖,锰,铜,和铁在62种不同的菠菜中。此外,3,356,182高质量,使用重测序发现单核苷酸多态性,并用于全基因组关联研究.共发现2077个基因座与营养元素的浓度显着相关。数据挖掘确定了这些区间中四个性状的关键基因:叶绿素,草酸盐,可溶性糖,Fe。我们的研究提供了对营养变异的遗传结构的见解,并促进菠菜育种以获得良好的营养。
    Spinach is a significant source of vitamins, minerals, and antioxidants. These nutrients make it delicious and beneficial for human health. However, the genetic mechanism underlying the accumulation of nutrients in spinach remains unclear. In this study, we analyzed the content of chlorophyll a, chlorophyll b, oxalate, nitrate, crude fiber, soluble sugars, manganese, copper, and iron in 62 different spinach accessions. Additionally, 3,356,182 high-quality, single-nucleotide polymorphisms were found using resequencing and used in a genome-wide association study. A total of 2077 loci were discovered that significantly correlated with the concentrations of the nutritional elements. Data mining identified key genes in these intervals for four traits: chlorophyll, oxalate, soluble sugar, and Fe. Our study provides insights into the genetic architecture of nutrient variation and facilitates spinach breeding for good nutrition.
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  • 文章类型: English Abstract
    用少量生物活性化合物富集食物的主要原理是预测和评估食物基质中包含的组分的可能的化学相互作用。这些相互作用对次要生物活性化合物的生物利用度具有影响。在我们的工作中,我们研究了吸附和解吸(释放)的过程,影响从菠菜叶(FFI-1)和藜麦谷物(FFI-2)在水胶体基质-菊粉上获得的功能性食品成分组合物中次要生物活性化合物蜕皮甾酮(20E)的生物利用度的主要过程。研究的目的是研究在体外胃肠道水解酶(GIT)的影响下,具有菊粉和基于菠菜和藜麦的功能性食品成分的适应基因组合物中20E的吸附-解吸过程的完整性。材料和方法。为了获得实验组成,含有FFI-1和FFI-2和多糖(菊粉),使用机械混合方法。为了研究吸附性能,制备组合物的模型溶液。使用体外酶模型,研究了20E从组合物的基质中释放的能力。通过HPLC-MS/MS测定20E的含量。结果。获得具有不同多糖/FFI比率的6种组合物。在研究的第一阶段,对于菊粉:FFI=2.50或3.75g:189.19mgFFI-1或68.40mgFFI-2的4种组合物,观察到模型溶液中20E的最大吸附。在研究的第二阶段,当在酶促GIT模型上评估20E的解吸时,发现20E几乎完全只从2种组合物中释放出来,在其他情况下,约25%的20E保持结合状态。结论。获得菊粉(2.50g):FFI-1(189.19mg)/FFI-2(68.40mg)比例的两种组合物的配方,在人体胃肠道酶的影响下,其最佳吸附/释放参数为20E。这些组合物可以被认为有希望包含在强化食品的配方中。
    The main principle in the enrichment of food with minor bioactive compounds is the prediction and evaluation of possible chemical interactions of the components included in the matrix of the food. These interactions have a impact on the bioavailability of minor bioactive compounds. In our work, we studied the processes of sorption and desorption (release), the main processes affecting the bioavailability of the minor bioactive compound ecdysterone (20 E) in the composition of functional food ingredients obtained from spinach leaves (FFI-1) and quinoa grains (FFI-2) on hydrocolloid matrix - inulin. The objective of the research was to study the completeness of sorption-desorption processes of 20 E in adaptogenic compositions with inulin and functional food ingredients based on spinach and quinoa under the influence of hydrolytic enzymes of the gastrointestinal tract (GIT) in vitro. Material and methods. To obtain experimental compositions, containing FFI-1 and FFI-2 and the polysaccharide (inulin), a mechanical mixing method was used. To study the sorption properties, model solutions of the compositions were prepared. Using an in vitro enzymatic model, the ability of 20 E to be released from the matrix of the compositions was studied. The content of 20 E was determined by HPLC-MS/MS. Results. 6 compositions with different ratios of polysaccharide/FFI were obtained. At the first stage of the study, the maximum sorption of 20E in the model solution was observed for 4 compositions with the ratio of inulin : FFI = 2.50 or 3.75 g : 189.19 mg FFI-1 or 68.40 mg FFI-2. At the second stage of the study, when assessing the desorption of 20 E on the enzymatic GIT model, it was found that 20 E almost completely released only from 2 compositions, in other cases about 25% of 20 E remained in a bound state. Conclusion. The formulation of two compositions with the ratio of inulin (2.50 g) : FFI-1 (189.19 mg)/FFI-2 (68.40 mg) were obtained, which have the most optimal sorption / release parameters of 20 E under the influence of human gastrointestinal enzymes. These compositions can be considered promising for inclusion in the formulation of fortified foods.
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  • 文章类型: Randomized Controlled Trial
    背景:患有多囊卵巢综合征(PCOS)的女性具有较高的肠粘膜通透性,导致脂多糖(LPS)渗漏和内毒素血症。这个,反过来,导致由肠-脑轴引起的氧化应激(OS)和神经炎症,影响脑源性神经营养因子(BDNF)和S100钙结合蛋白B(S100B)水平等神经营养因子水平。在这项研究中,据推测,菠菜补充的类囊体膜以及低热量饮食可能改善了LPS水平,神经营养因子,PCOS患者的OS。
    方法:在这种双盲中,随机化,安慰剂对照,和临床试验,48名根据鹿特丹标准诊断为PCOS的肥胖女性被随机分为类囊体组(N=21)和安慰剂组(N=23)。为所有患者规定了比总能量消耗少500卡路里的个性化低热量饮食。参与者每天补充5克/天富含类囊体的菠菜提取物或安慰剂(5克玉米淀粉),持续12周,并规定低热量饮食。在基线和12周干预后评估人体测量和生化参数。
    结果:在接受口服类囊体补充剂和低热量饮食的参与者中,LPS水平显著下降(P<0.001)和BDNF水平升高(P<0.001)。此外,空腹血糖显着下降,胰岛素,胰岛素抵抗的稳态评估模型,游离睾酮指数,两组卵泡刺激素/黄体生成素比值(P<0.05)。两组间丙二醛变化无显著差异,过氧化氢酶,总抗氧化能力,和S100B水平(P>0.05)。
    结论:总而言之,补充低热量饮食的菠菜类囊体膜降低了LPS水平,增加BDNF水平,并改善了血糖状况和性激素水平;然而,干预12周后,他们对OS标志物水平无影响.
    BACKGROUND: Women with polycystic ovary syndrome (PCOS) have higher intestinal mucosal permeability, leading to the lipopolysaccharide (LPS) leakage and endotoxemia. This, in turn, leads to oxidative stress (OS) and neuro-inflammation caused by the gut-brain axis, affecting the neurotrophic factors levels such as brain-derived neurotrophic factor (BDNF) and S100 calcium-binding protein B (S100 B) levels. In this study, it was hypothesized that the thylakoid membranes of spinach supplementation along with a hypocaloric diet may have improved the LPS levels, neurotrophic factors, and OS in PCOS patients.
    METHODS: In this double-blind, randomized, placebo-controlled, and clinical trial, 48 women with obesity and diagnosed with PCOS based on Rotterdam criteria were randomly assigned to thylakoid (N = 21) and placebo groups (N = 23). A personalized hypocaloric diet with 500 calories less than the total energy expenditure was prescribed to all patients. The participants were daily supplemented with either a 5 g/day thylakoid-rich spinach extract or a placebo (5 g cornstarch) for 12 weeks along with a prescribed low-calorie diet. Anthropometric measurements and biochemical parameters were assessed at baseline and after the 12-week intervention.
    RESULTS: A statistically significant decrease in the LPS levels (P < 0.001) and an increase in the BDNF levels (P < 0.001) were recorded for the participants receiving the oral thylakoid supplements and a low-calorie diet. Furthermore, significant decreases were observed in fasting blood glucose, insulin, homeostatic model of assessment for insulin resistance, free testosterone index, and follicle-stimulating hormone / luteinizing hormone ratio in both groups (P < 0.05). No significant differences were detected between the two groups regarding the changes in malondialdehyde, catalase, total antioxidant capacity, and S100B levels (P > 0.05).
    CONCLUSIONS: In sum, the thylakoid membranes of spinach supplemented with a hypocaloric diet reduced the LPS levels, increased the BDNF levels, and improved the glycemic profile and sex-hormone levels; however, they had no effects on the OS markers levels after 12 weeks of intervention.
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  • 文章类型: Journal Article
    FDA细菌学分析手册(BAM)沙门氏菌培养方法至少需要3天才能获得阳性结果。FDA开发了一种定量PCR(qPCR)方法来检测24小时预富集培养物中的沙门氏菌,使用ABI7500PCR系统。通过单一实验室验证(SLV)研究,qPCR方法已被评估为广泛食品的快速筛选方法。当前的多实验室验证(MLV)研究旨在测量这种qPCR方法的可重复性,并将其性能与培养方法进行比较。16个实验室参加了两轮MLV研究,每个分析了24个盲编码的婴儿菠菜测试部分。第一轮在qPCR和培养方法的实验室中产生了84%和82%的阳性率,分别,根据FDA的微生物学方法验证指南,这两个部分都超出了部分接种测试部分所需的分数范围(25%-75%)。第二轮收益率为68%,阳性率为67%。第二轮研究的相对检测水平(RLOD)为0.969,表明qPCR和培养方法具有相似的灵敏度(p>0.05)。研究表明,qPCR产生可重复的结果,并且对于食品中沙门氏菌的检测具有足够的敏感性和特异性。
    The FDA Bacteriological Analytical Manual (BAM) Salmonella culture method takes at least 3 days for a presumptive positive result. The FDA developed a quantitative PCR (qPCR) method to detect Salmonella from 24-h preenriched cultures, using ABI 7500 PCR system. The qPCR method has been evaluated as a rapid screening method for a broad range of foods by single laboratory validation (SLV) studies. The present multi-laboratory validation (MLV) study was aimed to measure the reproducibility of this qPCR method and compare its performance with the culture method. Sixteen laboratories participated in two rounds of MLV study to analyze twenty-four blind-coded baby spinach test portions each. The first round yielded ∼84% and ∼82% positive rates across laboratories for the qPCR and culture methods, respectively, which were both outside the fractional range (25%-75%) required for fractionally inoculated test portions by the FDA\'s Microbiological Method Validation Guidelines. The second round yielded ∼68% and ∼67% positive rates. The relative level of detection (RLOD) for the second-round study was 0.969, suggesting that qPCR and culture methods had similar sensitivity (p > 0.05). The study demonstrated that the qPCR yields reproducible results and is sufficiently sensitive and specific for the detection of Salmonella in food.
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  • 文章类型: Journal Article
    艰难梭菌是一种普遍存在于土壤中的人类病原体。尽管感染率上升和食源性传播的证据,关于土壤中的患病率或影响持久性的因素的数据有限。本研究的目的是调查这些细菌在三种不同菠菜田土壤中的流行情况,并检查其化学成分(碳,有机碳,氮,有机物,矿物质和pH)和微生物群,以深入了解可能促进/抑制艰难梭菌的因素。总体艰难梭菌患病率(10%)低于预期(基于国际研究),并且与领域1和领域2(各5%)相比,领域3(20%)获得显著(P<0.05)更高的患病率。对土壤的分析表明,pH值以及有机物,钙和磷含量直接和间接(通过微生物群)影响了艰难梭菌在相邻领域的流行,其他因素(如气候)相似。尽管需要进一步的研究来验证我们的发现,这些数据为开发潜在的基于土壤的控制策略提供了第一步。
    Clostridioides difficile is a human pathogen that is ubiquitous in soil. Despite increasing infection rates and evidence of foodborne transmission, there is limited data on prevalence in soil or which factors influence persistence. The aim of this study was to investigate the prevalence of these bacteria in soil from three different spinach fields and to examine the chemical composition (carbon, organic carbon, nitrogen, organic matter, minerals and pH) and microbiota to gain insight into the factors that may promote/inhibit C. difficile. The overall C. difficile prevalence (10%) was lower than expected (based on international studies) and a significantly (P < 0.05) higher prevalence was obtained in Field 3 (20%) as compared to Fields 1 and 2 (5% each). Analysis of the soil suggested that the pH as well as organic matter, calcium and phosphorus content directly and indirectly (via the microbiota) influenced the prevalence of C. difficile in adjacent fields, where other factors (eg. climate) are similar. Although further studies are required to validate our findings, the data provides the first step in developing potential soil based control strategies.
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  • 文章类型: Journal Article
    对六种不同治疗用途的药物的积累进行了彻底的调查,并在洋葱之间进行了比较。菠菜,和萝卜植物生长在六种土壤类型。而中性分子(例如,卡马西平(CAR)及其某些代谢产物)被有效地积累并容易转移到植物叶片(洋葱>萝卜>菠菜),离子(阴离子和阳离子)分子似乎是轻微到中等的。CAR的最大积累超过38,000(洋葱),42,000(萝卜),和7000(菠菜)ngg-1(干重),其中大多数发生在植物叶片内。在代谢物中,卡马西平10,11-环氧化物(EPC-一种主要的CAR代谢物)的积累约为19,000(洋葱),7000(萝卜),和6000(菠菜)ngg-1(干重)。即使所有这些药物一起使用,这种趋势也非常相似。大多数其他分子的积累(例如,西酞普兰,克林霉素,克林霉素亚砜,非索非那定,厄贝沙坦,和磺胺甲恶唑)仅限于植物根部,除了某些情况(例如,洋葱叶中的克林霉素和克林霉素亚砜)。我们的结果清楚地证明了这种积累过程对药物/代谢物进入食物链的潜在作用。最终成为对相关生物群的威胁。
    The accumulation of six pharmaceuticals of different therapeutic uses has been thoroughly investigated and compared between onion, spinach, and radish plants grown in six soil types. While neutral molecules (e.g., carbamazepine (CAR) and some of its metabolites) were efficiently accumulated and easily translocated to the plant leaves (onion > radish > spinach), the same for ionic (both anionic and cationic) molecules seems to be minor to moderate. The maximum accumulation of CAR crosses 38,000 (onion), 42,000 (radish), and 7000 (spinach) ng g-1 (dry weight) respectively, in which the most majority of them happened within the plant leaves. Among the metabolites, the accumulation of carbamazepine 10,11-epoxide (EPC - a primary CAR metabolite) was approximately 19,000 (onion), 7000 (radish), and 6000 (spinach) ng g-1 (dry weight) respectively. This trend was considerably similar even when all these pharmaceuticals applied together. The accumulation of most other molecules (e.g., citalopram, clindamycin, clindamycin sulfoxide, fexofenadine, irbesartan, and sulfamethoxazole) was restricted to plant roots, except for certain cases (e.g., clindamycin and clindamycin sulfoxide in onion leaves). Our results clearly demonstrated the potential role of this accumulation process on the entrance of pharmaceuticals/metabolites into the food chain, which eventually becomes a threat to associated living biota.
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  • 文章类型: Journal Article
    土壤中的重金属通过其对人类食物链的毒性作用构成严重威胁。植物修复是一种清洁和绿色的潜在成本有效的技术,可以修复重金属污染的土壤。然而,植物提取的效率通常受到土壤中重金属的植物利用率低的限制,生长缓慢,和小型生物质生产的超级蓄能植物。为了解决这些问题,为了更好的植物提取,需要具有高生物量产量和可以溶解土壤中金属的改良剂的植物。进行了盆栽实验,以评估向日葵的植物提取效率,万寿菊,和菠菜受在镍(Ni)中掺入Sesbania(增溶剂)和添加石膏(增溶剂)的影响,铅(Pb)-,和铬(Cr)污染的土壤。进行了分馏研究,以研究在种植累积植物后以及受土壤改良剂(Sesbania和石膏)影响的受污染土壤中重金属的生物利用度。结果表明,在三种累积植物中,万寿菊是植物提取污染土壤中重金属的最有效方法。向日葵和万寿菊都能够降低收获后土壤中重金属的生物有效性,这反映在随后种植的稻田作物(稻草)中的(重金属)较低的浓度上。分馏研究表明,碳酸盐和重金属的有机结合部分控制了实验土壤中重金属的生物有效性。Sesbania和石膏均不能有效溶解实验土壤中的重金属。因此,排除了使用Sesbania和石膏溶解污染土壤中重金属的可能性。
    Heavy metals in soil pose a serious threat through their toxic effect on the human food chain. Phytoremediation is a clean and green potentially cost-effective technology in remediating the heavy metal-contaminated soil. However, the efficiency of phytoextraction is very often limited by low phytoavailability of heavy metals in soil, slow growth, and small biomass production of hyper-accumulator plants. To solve these issues, accumulator plant(s) with high biomass production and amendment(s) which can solubilize metals in soil is required for better phytoextraction. A pot experiment was conducted to assess the efficiency of phytoextraction of sunflower, marigold, and spinach as affected by the incorporation of Sesbania (solubilizer) and addition of gypsum (solubilizer) in nickel (Ni)-, lead (Pb)-, and chromium (Cr)-contaminated soil. A fractionation study was conducted to study the bioavailability of the heavy metals in contaminated soil after growing the accumulator plants and as affected by using soil amendments (Sesbania and gypsum). Results showed that marigold was the most efficient among the three accumulator plants in phytoextraction of the heavy metals in the contaminated soil. Both sunflower and marigold were able to reduce the bioavailability of the heavy metals in the post-harvest soil, which was reflected in their (heavy metals) lower concentration in subsequently grown paddy crop (straw). The fractionation study revealed that carbonate and organically bound fractions of the heavy metals control the bioavailability of the heavy metals in the experimental soil. Both Sesbania and gypsum were not effective in solubilizing the heavy metals in the experimental soil. Therefore, the possibility of using Sesbania and gypsum for solubilizing heavy metals in contaminated soil is ruled out.
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  • 文章类型: Journal Article
    稻米中Cd的过度积累已引起人类慢性Cd疾病。在大多数农作物中,Zn比Cd多100倍,强烈抑制Cd的吸收和转运。然而,水稻(OryzasativaL.)没有发现这种反应,与其他作物相比,发现其具有不寻常的Cd吸收模式,如菠菜(SpinaciaoleraceaL.)。此外,使用传统高浓度金属离子的正常溶液实验对Zn和Cd之间共享转运蛋白的研究可能会导致不相关的相互作用。因此,在这项工作中,我们开发了乙二醇四乙酸酯缓冲的营养液。水稻和菠菜幼苗在校准的低Cd2活性和低至植物毒性Zn2活性水平下生长,同时以足够的水平缓冲其他微量营养素阳离子。结果表明,随着pZn2=8.1-5.4的水稻生长,根Cd和茎Ni显着且逐渐减少。然而,随着Zn2溶液从缺乏到充足的增加,水稻中的芽Cd和Mn略有下降,然后在有毒的Zn2溶液中增加(pZn2=5.4)。在有毒的pZn2+(5.6和5.4pZn2+活性)下,水稻中Cd的根茎比显著增加(p<.05)。可以得出结论,共污染(有毒)Zn不会抑制水稻对Cd的吸收。对于菠菜,Zn从pZn2=8.1-5.7变化时,芽和根Cd均大幅减少,就像射杀Ni一样。这项工作揭示了,为了了解食物链Cd的风险,需要考虑Zn在限制除水稻以外的所有作物中Cd吸收中的抑制作用。
    Excessive Cd accumulation in rice grain has caused chronic Cd diseases in humans. In most crops, 100 times more Zn than Cd strongly inhibits Cd uptake and translocation. However, this response is not found for rice (Oryza sativa L.), which was found to have an unusual Cd uptake pattern compared with other crops, such as spinach (Spinacia oleracea L.). Moreover, studies on shared transporters between Zn and Cd using normal solution experiments with traditional high concentrations of metal ions may result in irrelevant interactions. Therefore, we developed ethyleneglycoltetraacetate-buffered nutrient solutions in this work. Rice and spinach seedlings were grown under calibrated low Cd2+ activity and low to phytotoxic Zn2+ activity levels while buffering other micronutrient cations at sufficient levels. Results showed that as rice grew with pZn2+  = 8.1-5.4, root Cd and shoot Ni decreased significantly and gradually. However, shoot Cd and Mn in rice decreased slightly with the increase of solution Zn2+ from deficiency to sufficiency and then increased at toxic Zn2+ solution (pZn2+  = 5.4). The shoot/root ratios of Cd in rice under toxic pZn2+ (5.6 and 5.4 pZn2+ activity) were significantly increased (p < .05). It could be concluded that rice absorption of Cd is not inhibited by co-contaminating (toxic) Zn. For spinach, with Zn varying from pZn2+  = 8.1-5.7, both shoot and root Cd substantially decreased, as did shoot Ni. This work revealed that, to understand food chain Cd risks, one needs to consider the inhibitory role of Zn in limiting Cd absorption in all crops studied except rice.
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  • 文章类型: Journal Article
    即食(RTE)和鲜切蔬菜满足当前对健康和易于准备的食物的需求。然而,众所周知,生蔬菜含有大量和多样化的细菌群落,促进腐败并缩短保质期。更好地了解它们的细菌群落以及各种环境因素对其组成的影响对于确保生产高质量的鲜切农产品至关重要。因此,宏基因扩增子方法,基于gyrB排序,用于破译与RTE火箭和小菠菜变质有关的细菌群落,并监测在不同温度下储存期间其组成的变化。我们的结果表明,假单胞菌属是两种叶类蔬菜的主要腐败组。具体来说,假单胞菌在大多数火箭样品中占主导地位,同时一种新的假单胞菌,荧光假单胞菌和/或脆弱假单胞菌在婴儿菠菜中含量很高。观察到每种蔬菜类型的不同批次之间细菌种类组成的显着差异。在婴儿菠菜的情况下,在批次水平未明确揭示温度和/或储存时间对细菌微生物群的影响.关于火箭,储存时间是导致假单胞菌丰度减少和乳酸菌丰度平行增加的最大影响因素。结果表明,需要对形成微生物群的各种环境因素进行大规模采样和进一步调查,才能更深入地了解RTE叶类蔬菜上的各种细菌群落,因此,提高这些产品的质量。
    Ready-to-eat (RTE) and fresh-cut vegetables meet the current needs for healthy and easy-to-prepare food. However, raw vegetables are widely known to harbor large and diverse bacterial communities promoting spoilage and reducing their shelf-life. A better understanding of their bacterial community and the impact of various environmental factors on its composition is essential to ensure the production of high-quality fresh-cut produce. Therefore, a metagenetic amplicon approach, based on gyrB sequencing, was applied for deciphering the bacterial communities associated with the spoilage of RTE rocket and baby spinach and monitoring the changes occurring in their composition during storage at different temperatures. Our results indicated that Pseudomonas genus was the main spoilage group for both leafy vegetables. Specifically, Pseudomonas viridiflava was dominant in most samples of rocket, while a new Pseudomonas species as well as, Pseudomonas fluorescens and/or Pseudomonas fragi were highly abundant in baby spinach. A significant variability on bacterial species composition among different batches of each vegetable type was observed. In the case of baby spinach, the impact of temperature and/or storage time on bacterial microbiota was not explicitly revealed at batch-level. Concerning rocket, the storage time was the most influential factor resulting in the reduction of Pseudomonas species\' abundances and the parallel increase of lactic acid bacteria abundances. The results suggest that a large-scale sampling and further investigation of the various environmental factors shaping the microbiota are needed for gaining deeper knowledge of the diverse bacterial communities on RTE leafy vegetables and thus, enhance the quality of these products.
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  • 文章类型: Journal Article
    虽然漫反射光谱(DRS)测量可以快速和同时收集,由于在相对较少的样本上收集的高度相关的光谱特征,因此产生的数据集是不平衡和冗余的。因此,使用机器学习(ML)技术对这些数据集进行建模具有挑战性,并且需要更长的训练时间和更多的计算资源。此外,用这样的数据开发的模型经常容易过拟合,产生有希望但通常不可重复的结果。我们证明了使用特征向量分解主成分分析(PCA)在短近红外区域(750-900nm)中降低DRS测量的维数和数据挖掘的优势。从用两种不同的农药和对照样品喷洒的菠菜样品中获得了总共547个由151个波长组成的DRS测量值。随后用Savitzky-Golay滤波器和乘法散射分析对测量进行了预处理。对预处理后的数据执行PCA后,提取了两个主成分(PC),它们解释了77%的累积方差并最大化了类间变异,并将其用作三个ML模型的输入,即;人工神经网络,支持向量机和随机森林,对样本进行分类。重新采样用于调整模型并避免过拟合。使用原始DRS数据比较了模型的性能,预处理(PP)DRS数据,和PC数据。结果表明,使用PC数据进行农药分类所需的训练时间(平均2.4s)最少,所有模型,并达到100%的分类准确率。此外,据观察,与使用原始光谱数据相比,光谱数据预处理提高了准确性和训练时间.这些发现尤其令人鼓舞,因为它们证明了基于DRS测量以最少的计算资源开发快速准确的分类模型以筛选新鲜农产品中农药残留的可能性。
    Although diffuse reflectance spectroscopy (DRS) measurements can be collected rapidly and simultaneously, the resulting datasets are imbalanced and redundant due to the highly correlated spectral features collected on relatively few samples. Consequently, modelling these datasets using machine learning (ML) techniques is challenging and necessitates longer training times and more computational resources. Furthermore, models developed with such data are frequently prone to overfitting, resulting in promising but often non-reproducible results. We demonstrate the advantage of using an eigenvector decomposition principal component analysis (PCA) in reducing the dimensionality and data mining of DRS measurements in the short near-infrared region (750-900 nm). A total of 547 DRS measurements consisting of 151 wavelengths were acquired from spinach samples sprayed with two different pesticides and control samples. The measurements were later preprocessed with a Savitzky-Golay filter and multiplicative scatter analysis. After performing PCA on the preprocessed data, two principal components (PCs) that explained 77% of the cumulative variance and maximized the interclass variation were extracted and used as inputs to three ML models namely; artificial neural networks, support vector machine and random forest, to classify the samples. Re-sampling was used to tune the models and avoid overfitting. The performance of the models was compared using raw DRS data, pre-processed (PP) DRS data, and PCs data. The results show that pesticide classification using PCs data requires the least amount of training time (average 2.4 s) for all the models, and achieves 100% classification accuracy. In addition, it was observed that spectral data pre-processing improves accuracy and training time when compared to using raw spectral data. These findings are particularly encouraging since they demonstrate the possibility of developing rapid and accurate classification models for screening pesticide residues in fresh produce based on DRS measurements with minimal computational resources.
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