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Time-to-Failure Approach for Estimating the Shelf Life of Freeze-Dried Carotenoid-Enriched Apples: Forecasting the Deterioration of Quality Properties for Different Packaging Types and Storage Conditions 估算冷冻干燥富含类胡萝卜素苹果保质期的失效时间法:预测不同包装类型和贮藏条件下的质量特性恶化情况
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-11-05 DOI: 10.1021/acsagscitech.4c0046510.1021/acsagscitech.4c00465
Julio E. González-Pérez, Oscar Jiménez-González, Aarón Romo-Hernández, Aurelio López-Malo and Nelly Ramírez-Corona*, 

This study focused on incorporating total carotenoids (TC) into Pink Lady apples using vacuum-impregnation with carrot juice at 20, 30, 40, and 50°Brix and then assessing the shelf life of the impregnated apples after freeze-drying. The highest TC (12.30 ± 0.48 mg β-carotene/100 g) and minimal shrinkage were achieved using 20°Brix juice (20CJ). The freeze-drying of vacuum-impregnated apples with 20CJ reduced the time to reach equilibrium conditions compared with fresh apples. The shelf life of the freeze-dried impregnated samples was determined using time-to-fail models (TTF) at different conditions of package permeability (P = 2.17 × 10–15 and 1.04 × 10–6 g/s × Pa × m), temperature (T = 15, 25, and 35 °C), and relative humidity (RH = 0, 35, and 75%). TTF predictions indicate a T-independent shelf life, exceeding 105 days for P evaluated at RH < 35%. Sensory evaluation indicates that consumers preferred impregnated freeze-dried apples with intermediate hardness textures (above 18.14 N) and TC > 0.81 mg β-carotene/100 g in dried apples stored at RH = 35% and T = 15 °C.

本研究的重点是利用真空浸渍法将总类胡萝卜素(TC)添加到白利糖度为 20、30、40 和 50°Brix 的粉红女士苹果中,然后评估浸渍苹果在冷冻干燥后的货架期。20°Brix 果汁(20CJ)的 TC 值最高(12.30 ± 0.48 mg β-胡萝卜素/100g),收缩率最小。与新鲜苹果相比,使用 20CJ 对真空浸渍苹果进行冷冻干燥可缩短达到平衡条件的时间。在不同的包装渗透率(P = 2.17 × 10-15 和 1.04 × 10-6 g/s × Pa × m)、温度(T = 15、25 和 35 °C)和相对湿度(RH = 0、35 和 75%)条件下,使用失效时间模型(TTF)测定了冻干浸渍样品的保质期。TTF 预测表明,P 的保质期与 T 无关,在相对湿度为 35% 时,保质期超过 105 天。感官评估表明,在相对湿度 = 35% 和温度 = 15 °C 的条件下贮藏的苹果干中,消费者更喜欢中等硬度质地(高于 18.14 N)和 TC > 0.81 mg β-胡萝卜素/100 g 的浸渍冻干苹果。
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引用次数: 0
Photo- and Thermo-Chemical Properties and Biological Activities of Saclipins, UV-Absorbing Compounds Derived from the Cyanobacterium Aphanothece sacrum 从骶尾部蓝藻中提取的紫外线吸收化合物 Saclipins 的光热化学特性和生物活性
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-11-01 DOI: 10.1021/acsagscitech.4c0057110.1021/acsagscitech.4c00571
Yoshie Uchida, Masaki Honda, Rungaroon Waditee-Sirisattha and Hakuto Kageyama*, 

Saclipins A and B, which accumulate in the edible cyanobacterial strain Aphanothece sacrum in response to desiccation stress, are natural compounds with absorption maxima in the ultraviolet (UV)-A and UV-B regions. Saclipins are promising natural products for use in skincare cosmetics and oral supplements, but their chemical properties and biological activities remain largely unknown. In this study, we found that saclipins were highly stable compounds when treated with light and heat and that they have important biological activities in terms of skin antiaging and whitening. Furthermore, we revealed that saclipin-containing extracts prepared from dried A. sacrum exhibited the same or enhanced activity compared with purified saclipins. Specifically, purified saclipins and saclipin-containing extracts showed remarkable activity in inhibiting elastase activity and promoting collagen and hyaluronic acid production in human fibroblasts. Our findings will be useful for the formulation of saclipins in skincare cosmetics and oral supplements.

可食用蓝藻菌株 Aphanothece sacrum 在干燥应激反应中积累的漆树脂素 A 和 B 是一种天然化合物,在紫外线(UV)-A 和 UV-B 区域具有最大吸收率。囊脂素是一种很有前景的天然产品,可用于护肤化妆品和口服营养补充剂,但其化学特性和生物活性在很大程度上仍不为人所知。在这项研究中,我们发现在光和热的作用下,糖脂苷是一种高度稳定的化合物,并且在皮肤抗衰老和美白方面具有重要的生物活性。此外,我们还发现,与纯化的糖脂苷相比,从干燥的藜芦中提取的含糖脂苷的提取物具有相同或更强的活性。具体来说,纯化的囊脂素和含囊脂素的提取物在抑制弹性蛋白酶活性、促进人体成纤维细胞产生胶原蛋白和透明质酸方面表现出显著的活性。我们的研究结果将有助于将糖脂配制成护肤化妆品和口服营养补充剂。
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引用次数: 0
Investigating the Effect of Oxygen, Carbon Dioxide, and Ethylene Gases on Khasi Mandarin’ Orange Fruit during Storage 调查氧气、二氧化碳和乙烯气体在贮藏过程中对喀什柑橘的影响
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-10-30 DOI: 10.1021/acsagscitech.4c0037510.1021/acsagscitech.4c00375
Raj Singh, C. Nickhil*, R. Nisha, Konga Upendar and Sankar Chandra Deka, 

This study presents on predicting the shelf life of’Khasi mandarin’ oranges stored under specific conditions through the analysis of their respiration rate and ripeness levels. By employing a finely tuned deep convolutional neural network (CNN) trained on 1284 images of’Khasi mandarin’ oranges, the research classifies the fruit into four ripeness categories: unripe, partially ripe, ripe, and over-ripe. Stored at temperature (26.39 ± 3.07 °C) and humidity level between 60 and 80%, the CO2 respiration rate (RRCO2) was calculated based on enzyme kinetics principles to correlate with these ripeness levels, indicating a shift toward anaerobic respiration as the fruit undergoes ripening and metabolic changes. Moreover, ethylene release, initially at 0.43 ± 0.017 mL/kg/h on day 0, precipitously increased to 6.943 ± 0.0296 mL/kg/h by day 17, reflecting the ripening process. A support vector regression model predicts shelf life and ripeness levels, creating an AI-based soft sensor applicable to various fruits. This approach enables dynamic decision-making in pricing, logistics, and storage conditions, reducing fruit waste and economic losses. Integrating AI-driven solutions into postharvest handling enhances efficiency and sustainability in fruit distribution and storage, benefiting agricultural and retail industries.

本研究通过分析 "卡西蜜柑 "的呼吸速率和成熟度水平,预测在特定条件下储存的 "卡西蜜柑 "的货架期。该研究利用在 1284 张 "卡西蜜柑 "图像上训练的深度卷积神经网络(CNN),将水果分为四种成熟度类别:未熟、半熟、成熟和过熟。在温度(26.39 ± 3.07 °C)和湿度水平介于 60% 和 80% 之间的条件下储存,根据酶动力学原理计算出的二氧化碳呼吸速率(RRCO2)与这些成熟度等级相关,表明随着果实的成熟和新陈代谢的变化,果实转向厌氧呼吸。此外,乙烯释放量从第 0 天的 0.43 ± 0.017 mL/kg/h 骤增至第 17 天的 6.943 ± 0.0296 mL/kg/h,反映了成熟过程。支持向量回归模型可预测保质期和成熟度水平,从而创建一个适用于各种水果的基于人工智能的软传感器。这种方法能够在定价、物流和储存条件方面实现动态决策,减少水果浪费和经济损失。将人工智能驱动的解决方案整合到采后处理中,提高了水果配送和储存的效率和可持续性,使农业和零售业受益匪浅。
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引用次数: 0
Repeated High-Temperature Treatment Can Increase Prime Editing Efficiency in Dicot Model Species 重复高温处理可提高双子叶植物模式物种的基因编辑效率
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-10-28 DOI: 10.1021/acsagscitech.4c0013710.1021/acsagscitech.4c00137
Pengjun Lu*, 

Plant synthetic biology is an emerging and pioneering field for designing and manipulating genome information to modify metabolic pathways. Prime Editing (PE) has the advantage of being able to insert DNA segments into the genome. However, the low efficiency of PE in dicot plants has hindered its development and application. To address this issue, we have developed a method called Repeated High-Temperature Treatment (RHTT), which combines a repeated short period of heat stress with longer recovery periods in a cyclical manner. This approach maintains a balance between the contradictory effects of heat stress and efficiency enhancement. RHTT increased knockout efficiency (equivalent to cleavage ability of Cas9) 1.26 to 2.57-fold and precise PE efficiency 1.85 to 16.30-fold in Nicotiana benthamiana (Nb). When applied to Arabidopsis thaliana (At) for small segment insertion, RHTT improved PE efficiency by up to 15.67-fold.

植物合成生物学是一个新兴的开创性领域,它通过设计和操纵基因组信息来改变代谢途径。主编辑(PE)的优势在于能够将 DNA 片段插入基因组。然而,双子叶植物中 PE 的低效率阻碍了它的发展和应用。为了解决这个问题,我们开发了一种名为重复高温处理(RHTT)的方法,它以循环方式将重复的短时间热胁迫与较长的恢复期结合起来。这种方法在热应激和提高效率的矛盾效应之间保持了平衡。在拟南芥(Nb)中,RHTT 使基因敲除效率(相当于 Cas9 的切割能力)提高了 1.26 至 2.57 倍,精确 PE 效率提高了 1.85 至 16.30 倍。在拟南芥(At)中应用 RHTT 进行小片段插入时,PE 效率最高提高了 15.67 倍。
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引用次数: 0
Preparations of Nano Cellulose Particles from Agricultural Wastes for Eco-Friendly Biodegradable Take Away Bowls for Food 利用农业废弃物制备纳米纤维素颗粒,用于制作生态友好型生物降解食品外卖碗
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-10-23 DOI: 10.1021/acsagscitech.4c0042510.1021/acsagscitech.4c00425
Shruthy Ramesh,  and , Radhakrishnan Preetha*, 

The fabrication of eco-friendly, nano cellulose particle (NCP)-based take away bowls using agro wastes has hardly been investigated in the literature. In this study, NCP was prepared from Palmyra fruit waste, wood apple shell, and pepper spikes using a combination of physiochemical treatments. After each treatment, the morphology and purity of NCP were confirmed using electron microscopic techniques and Fourier transform infrared spectroscopy, respectively. The average diameter of prepared NCP was 1–10 nm. Palmyra NCP had the highest yield (53 ± 0.51%) and crystallinity (96%) and hence was selected for further studies. Then, NCP-Bioplastic pellets with different combinations of NCP, polylactic acid (PLA), and thermoplastic starch (TPS) were developed via compounding, extrusion, and injection molding. NCP-Bioplastic strips with 60% NCP, 30% PLA, and 10% TPS had enhanced mechanical, thermal, and biodegradation properties and reduced oxygen and water vapor transmission rates compared to neat PLA. The developed NCP-Bioplastic strips had a contact angle of >93°; hence, it is also suggested for packing wet food products. Therefore, the present investigation has verified the potential for substituting synthetic plastic with nano cellulose-based bioplastic in the production of take away bowls.

利用农业废弃物制作环保型纳米纤维素颗粒(NCP)外卖碗的研究在文献中鲜有报道。在这项研究中,利用棕榈果废料、木质苹果外壳和胡椒穗,采用多种理化处理方法制备了纳米纤维素颗粒。在每次处理后,分别使用电子显微镜技术和傅立叶变换红外光谱法确认了 NCP 的形态和纯度。制备的 NCP 平均直径为 1-10 纳米。Palmyra NCP 的产量(53 ± 0.51%)和结晶度(96%)最高,因此被选作进一步研究的对象。然后,通过混料、挤出和注塑成型,开发出了 NCP、聚乳酸(PLA)和热塑性淀粉(TPS)不同组合的 NCP-生物塑料颗粒。与纯聚乳酸相比,含有 60% NCP、30% PLA 和 10% TPS 的 NCP 生物塑料条具有更好的机械、热和生物降解性能,并降低了氧气和水蒸气的透过率。所开发的 NCP 生物塑料条的接触角为 93°,因此也建议用于包装湿食品。因此,本研究验证了在外卖碗的生产中用纳米纤维素基生物塑料替代合成塑料的潜力。
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引用次数: 0
Porous Organic Frame Materials for Adsorption and Removal of Pesticide Contaminants: A Review 用于吸附和去除农药污染物的多孔有机框架材料:综述
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-10-22 DOI: 10.1021/acsagscitech.4c0045910.1021/acsagscitech.4c00459
Wanqi Jiao, Weiwei Xu, Jing Cheng*, Chuan Zhou* and Haibing Li*, 

Pesticides are chemicals used in agriculture and forestry to control and kill plant pests. However, due to the excessive usage of pesticides, groundwater pollution, changes in soil composition, poisoning of aquatic organisms, and other ecological pollution have occurred. These pollutions ultimately pose a persistent threat to human health. According to previous studies, adsorbents can achieve higher removal efficiency. This review summarizes the application of porous organic frame materials in agriculture, especially in removing pesticide pollutants. It includes the advantages of metal–organic frameworks (MOFs), covalent organic frameworks (COFs), and supramolecular macrocycles based on MOFs and COFs in pesticide removal, such as high porosity and adjustable pore size, and discusses the related challenges of these three organic frame materials, such as production cost. The agricultural application of porous organic frame materials may overcome the limitations of traditional methods and provide new solutions for pesticide pollutant adsorption removal. This study shows that organic porous frame materials can achieve the efficient and healthy application of pesticides, thereby reducing environmental and human harm.

农药是农业和林业中用来控制和杀死植物害虫的化学品。然而,由于过量使用农药,造成了地下水污染、土壤成分变化、水生生物中毒等生态污染。这些污染最终会对人类健康造成持续威胁。根据以往的研究,吸附剂可以达到更高的去除效率。本综述总结了多孔有机框架材料在农业中的应用,尤其是在去除农药污染物方面。内容包括金属有机框架(MOFs)、共价有机框架(COFs)以及基于 MOFs 和 COFs 的超分子大环在去除农药方面的优势,如高孔隙率和可调孔径,并讨论了这三种有机框架材料的相关挑战,如生产成本。多孔有机框架材料的农业应用可以克服传统方法的局限性,为农药污染物的吸附去除提供新的解决方案。该研究表明,有机多孔框架材料可实现农药的高效健康施用,从而减少对环境和人类的危害。
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引用次数: 0
Enhancing Chitosan Nanofilm with Agricultural Waste Fillers for Sustainable and Safe Functional Food Packaging 用农业废弃物填料增强壳聚糖纳米薄膜,实现可持续和安全的功能性食品包装
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-10-22 DOI: 10.1021/acsagscitech.4c0039810.1021/acsagscitech.4c00398
Farhatun Najat Maluin*, 

This review explores the development of chitosan-based nanofilms reinforced with agricultural waste fillers, offering a promising approach to sustainable food packaging. By integrating chitosan’s natural properties─biocompatibility, biodegradability, and antimicrobial activity─with mechanical improvements gained from agricultural waste fillers, these nanofilms provide a substantial enhancement over conventional plastic packaging. The incorporation of natural fillers (e.g., cellulose, starch, and lignin) derived from agricultural byproducts not only strengthens the films but also promotes waste valorization, contributing to a circular economy. These nanofilms effectively address key challenges in the packaging industry by improving moisture and oxygen barriers, enhancing durability, and offering antimicrobial protection, all of which are essential for extending shelf life and preserving the freshness of perishable goods. Unlike traditional plastics, which pose significant environmental risks due to their long-term persistence, chitosan-based films naturally biodegrade, reducing their ecological footprint. The review highlights advancements in the synthesis and functional optimization of these nanofilms, showing their capability to meet the stringent requirements of food packaging. Moreover, the use of agricultural waste in production aligns with global sustainability efforts, offering the dual benefit of enhancing packaging properties while reducing agricultural waste. Nevertheless, the review acknowledges several challenges to commercialization, such as the need for cost-effective large-scale production methods and ensuring regulatory compliance with food safety standards. Overall, the potential of chitosan-based nanofilms to replace conventional plastics in packaging is clear, as they offer a sustainable, high-performance alternative with both environmental and practical advantages.

本综述探讨了用农业废弃物填料增强壳聚糖基纳米薄膜的开发,为可持续食品包装提供了一种前景广阔的方法。通过整合壳聚糖的天然特性--生物相容性、生物降解性和抗菌活性--以及农业废弃物填料带来的机械性能改善,这些纳米薄膜比传统塑料包装有了大幅提升。从农副产品中提取的天然填料(如纤维素、淀粉和木质素)的加入不仅增强了薄膜的强度,还促进了废物的价值化,为循环经济做出了贡献。这些纳米薄膜能有效解决包装行业面临的主要挑战,如改善防潮隔氧性能、提高耐久性和提供抗菌保护,所有这些对于延长易腐商品的保质期和保鲜至关重要。壳聚糖薄膜与传统塑料不同,传统塑料具有长期持久性,会对环境造成严重危害,而壳聚糖薄膜可自然生物降解,减少对生态的影响。综述重点介绍了这些纳米薄膜在合成和功能优化方面取得的进展,展示了它们满足食品包装严格要求的能力。此外,在生产过程中使用农业废弃物符合全球可持续发展的努力,在减少农业废弃物的同时还能提高包装性能,可谓一举两得。不过,综述也承认商业化面临一些挑战,例如需要成本效益高的大规模生产方法,以及确保符合食品安全标准。总之,壳聚糖基纳米薄膜取代传统塑料包装的潜力是显而易见的,因为它们提供了一种可持续的高性能替代品,具有环保和实用的双重优势。
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引用次数: 0
Nanosensors for Detecting Volatile Compounds in Pest Management: A Focus on Agricultural Sustainability 病虫害管理中检测挥发性化合物的纳米传感器:关注农业可持续性
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-10-16 DOI: 10.1021/acsagscitech.4c0053110.1021/acsagscitech.4c00531
Douglas A. Dias, Ilizandra A. Fernandes, Eliel P. Machado, Luiz Pedott, Maria Carolina Blassioli-Moraes, Miguel Borges, Juliana Steffens and Clarice Steffens*, 

Traditional pest management strategies, such as indiscriminate pesticide use, have adverse environmental and human health implications. As a sustainable alternative, this research focuses on employing nanosensors for the detection of semiochemicals, including pheromones and defensive compounds, released by stink bugs. These nanosensors feature a nanohybrid layer of polyaniline and silver (PANI.Ag) and a nanocomposite of polyaniline and graphene oxide (PANI/GO). The study explores the detection of synthetic semiochemicals, including cis and trans bisabolene epoxides, (E)-2-hexanal, (E)-2-decenal, (E)-2-octenyl acetate, and (E)-2-octenal semiochemicals emitted by Nezara viridula (Southern green stink bug) in the real environment. The sensing layer characterization showed differences in hydrophilicity and surface roughness between the PANI.Ag and PANI/GO layers. When exposed to synthetic compounds like cis and trans bisabolene epoxides, (E)-2-hexanal, and (E)-2-decenal, the nanosensors demonstrated distinct responses, with PANI/GO exhibiting higher sensitivity. The resonance frequency shifts correlated with the concentration of the compounds, underscoring the potential of these sensors in detecting low concentrations with limits of detection (LOD) and quantification (LOQ) lower than 0.44 and 1.15 ng/mL, respectively. Real environment testing with soybean plants indicated that the nanosensors effectively detected semiochemicals emitted by N. viridula adults, especially in the presence of male–female couples, underscoring their potential for agricultural pest monitoring. The findings support the use of these nanosensors for the early detection of pest activity, offering a proactive approach to integrated pest management.

传统的害虫管理策略,如滥用杀虫剂,会对环境和人类健康造成不利影响。作为一种可持续的替代方法,本研究侧重于采用纳米传感器来检测蝽释放的半化学物质,包括信息素和防御性化合物。这些纳米传感器具有聚苯胺和银(PANI.Ag)纳米杂化层以及聚苯胺和氧化石墨烯(PANI/GO)纳米复合层。该研究探讨了对合成半化学物质的检测,包括南方绿蝽在真实环境中释放的顺式和反式双苯环氧化物、(E)-2-己醛、(E)-2-癸烯醛、(E)-2-辛烯乙酸酯和(E)-2-辛烯醛半化学物质。传感层表征显示,PANI.Ag 和 PANI/GO 层的亲水性和表面粗糙度存在差异。当接触顺式和反式双酚环氧化物、(E)-2-己醛和(E)-2-癸烯醛等合成化合物时,纳米传感器表现出不同的反应,其中 PANI/GO 表现出更高的灵敏度。共振频率偏移与化合物的浓度相关,突出了这些传感器在检测低浓度方面的潜力,其检测限(LOD)和定量限(LOQ)分别低于 0.44 和 1.15 纳克/毫升。用大豆植物进行的真实环境测试表明,纳米传感器能有效检测到病毒蛱蝶成虫释放的半化学物质,尤其是在雌雄配对的情况下,这凸显了它们在农业害虫监测方面的潜力。研究结果支持使用这些纳米传感器对害虫活动进行早期检测,为害虫综合治理提供了一种前瞻性方法。
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引用次数: 0
A Rapid Electrochemical Biosensor Diagnostic for Botrytis ssp. Causing Botrytis Gray Mold of Temperate Legumes 温带豆科植物灰霉病菌的快速电化学生物传感器诊断方法
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-10-16 DOI: 10.1021/acsagscitech.4c0013610.1021/acsagscitech.4c00136
Prabhakaran Sambasivam, Marzia Bilkiss, Narshone Soda, Ido Bar, Muhammad J. A. Shiddiky and Rebecca Ford*, 

Botrytis gray mold (BGM) caused by Botrytis cinerea or B. fabae is a destructive foliar fungal disease of temperate legumes such as chickpea, lentil, and fava bean. With little to no robust host resistance, fast, accurate, and quantifiable diagnosis would help to prevent disease establishment and costly overspraying. For this, gold nanoparticle-based PCR-free assays, comprising inexpensive, portable screen-printed carbon electrodes (SPCEs) and species-specific biotinylated capture probes, were developed to detect, discriminate, and quantify the causal organisms. Initially, probe specificities and sensitivities were determined (100 fg/μL ∼2 genome copies/μL) in pure fungal backgrounds using multiplexed quantitative PCR, detecting as few as 100 spores on artificially infected legume leaves. Subsequently, electrocatalytic (EC) assays were developed using functionalized magnetic nanoparticles and assessed on three lentil cultivars under quasi-field conditions. Using biotinylated capture probes, the charge densities were correlated with pathogen quantity. The limits of detection (LOD) were 10 fg for both species, 10 times more sensitive than qPCR and able to detect a single spore in a plant background. The new diagnostic tools were subsequently validated on naturally infected field material and offer substantial advances for application in advanced informed BGM management.

由 Botrytis cinerea 或 B. fabae 引起的灰霉病(BGM)是鹰嘴豆、扁豆和蚕豆等温带豆科植物的一种毁灭性叶面真菌病害。由于几乎没有强大的寄主抗性,快速、准确和可量化的诊断将有助于防止病害的发生和成本高昂的过度喷洒。为此,我们开发了基于金纳米粒子的无 PCR 检测方法,包括廉价、便携的丝网印刷碳电极(SPCE)和物种特异性生物素化捕获探针,用于检测、鉴别和量化病原生物。最初,在纯真菌背景下使用多重定量 PCR 确定了探针的特异性和灵敏度(100 fg/μL ∼2 基因组拷贝/μL),在人工感染的豆科植物叶片上检测到的孢子少至 100 个。随后,利用功能化磁性纳米粒子开发了电催化(EC)测定法,并在准现场条件下对三种扁豆栽培品种进行了评估。使用生物素化捕获探针,电荷密度与病原体数量相关。两种病原体的检测限(LOD)均为 10 fg,灵敏度是 qPCR 的 10 倍,能够检测植物背景中的单个孢子。新的诊断工具随后在自然感染的田间材料上进行了验证,为应用于先进的 BGM 信息管理提供了重大进展。
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引用次数: 0
Agro-Climatic Information to Enhance the Machine-Learning Classification of Olive Oils from Near-Infrared Spectra 利用农业气候信息加强近红外光谱对橄榄油的机器学习分类
IF 2.3 Q1 AGRICULTURE, MULTIDISCIPLINARY Pub Date : 2024-10-11 DOI: 10.1021/acsagscitech.4c0035510.1021/acsagscitech.4c00355
María Isabel Sánchez-Rodríguez*, Elena Sánchez-López, Alberto Marinas, José María Caridad and Francisco José Urbano, 

The integrity of extra virgin olive oil (EVOO) quality markers can be compromised owing to deceptive marketing practices, such as misleading geographical origin claims or counterfeit certification labels, i.e., protected designations of origin (PDO). Therefore, it is imperative to introduce ecofriendly, rapid, and economical analytical methods for authenticating EVOO, such as near-infrared (NIR) spectroscopy. Unlike traditional techniques such as chromatography, NIR spectra contain unresolved bands; hence, chemometric tools such as principal component analysis (PCA) are essential for extracting valuable information from them. Herein, PCA was employed to reduce the high dimensionality of the NIR spectra. The PCA factors were then integrated as explanatory variables in machine-learning classification models, enabling the classification of EVOO based on its geographical origin or PDO. Furthermore, the classification models were improved by incorporating agro-climatic data, resulting in a noticeable improvement in the accuracy and reliability of the results. These results were cross-validated by changing the calibration and validation subsamples in successive iterations and averaging the obtained ratios. The results were robust when the olive varieties differed. Consequently, our findings highlight the potential benefits of incorporating agro-climatic information with NIR spectral data in classification models.

特级初榨橄榄油(EVOO)质量标识的完整性可能会因欺骗性营销行为而受到损害,例如误导性的地理原产地声明或伪造认证标签,即原产地保护标识(PDO)。因此,当务之急是采用环保、快速、经济的分析方法(如近红外(NIR)光谱)来鉴定极地氧化橄榄油。与色谱法等传统技术不同,近红外光谱包含未分辨带;因此,主成分分析(PCA)等化学计量学工具对于从中提取有价值的信息至关重要。本文采用 PCA 方法来降低近红外光谱的高维度。然后将 PCA 因子作为解释变量整合到机器学习分类模型中,从而根据其地理来源或 PDO 对 EVOO 进行分类。此外,通过纳入农业气候数据改进了分类模型,从而显著提高了结果的准确性和可靠性。通过连续迭代改变校准子样本和验证子样本并求得平均比率,对这些结果进行了交叉验证。当橄榄品种不同时,结果是稳健的。因此,我们的研究结果凸显了在分类模型中结合农业气候信息和近红外光谱数据的潜在好处。
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