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Potential of N-CovSel for Variable Selection: A Case Study on Time-Series of Multispectral Images N-CovSel在变量选择中的潜力:以多光谱图像时间序列为例
Pub Date : 2022-04-14 DOI: 10.3389/frans.2022.872646
Eva Lopez-Fornieles, B. Tisseyre, A. Cheraiet, Belal Gaci, J. Roger
Multispectral image time-series have been promising for some years; yet, the substantial advance of the technology involved, with unprecedented combinations of spatial, temporal, and spectral capabilities for remote sensing applications, raises new challenges, in particular, the need for methodologies that can process the different dimensions of satellite information. Considering that the multi-collinearity problem is present in remote sensing time-series, regression models are widespread tools to model multi-way data. This paper presents the results of the analysis of a high order data of Sentinel-2-time series, conducted in the framework of extreme weather event. A feature extraction method for multi-way data, N-CovSel was used to identify the most relevant features explaining the loss of yield in Mediterranean vineyards during the 2019 heatwave. Different regression models (uni-way and multi-way) from features extracted from the N-CovSel algorithm were calibrated based on available heat wave impact data for 107 vineyard blocks in the Languedoc-Roussillon region and multispectral time-series predictor data for the period May to August. The performance of the models was evaluated by the r 2 and the root mean square of error (RMSE) as follows: for the temporal N-PLS model (r 2 = 0.62—RMSE = 11%), for the spatial N-PLS model (r 2 = 0.61—RMSE = 12%) and the temporal-spectral PLS model (r 2 = 0.63—RMSE = 11%). The results validated the effectiveness of the proposed N-CovSel algorithm in order to reduce the number of total variables and restricting it to the most significant ones. The N-CovSel algorithm seems to be a suitable choice to interpret complex multispectral imagery by temporally discriminating the most appropriate spectral information.
多年来,多光谱图像时间序列一直很有前景;然而,所涉及的技术的巨大进步,以及遥感应用的空间、时间和光谱能力的前所未有的结合,带来了新的挑战,特别是对能够处理不同维度卫星信息的方法的需求。考虑到遥感时间序列中存在多重共线性问题,回归模型是对多路数据进行建模的广泛工具。本文介绍了在极端天气事件框架下对Sentinel-2时间序列的高阶数据进行分析的结果。N-CovSel是一种多路数据的特征提取方法,用于确定解释2019年热浪期间地中海葡萄园产量损失的最相关特征。基于朗格多克-鲁西永地区107个葡萄园区块的可用热浪影响数据和5月至8月期间的多光谱时间序列预测数据,校准了从N-CovSel算法提取的特征的不同回归模型(单向和多向)。通过R2和误差均方根(RMSE)评估模型的性能,如下所示:对于时间N-PLS模型(R2=0.62-RMSE=11%),对于空间N-PLS模型(r2=0.61-RMSE=12%)和时间谱PLS模型(r 2=0.63-RMSE=11%)。结果验证了所提出的N-CovSel算法的有效性,以减少总变量的数量并将其限制在最显著的变量。N-CovSel算法似乎是通过在时间上区分最合适的光谱信息来解释复杂多光谱图像的合适选择。
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引用次数: 1
Front-Face Fluorescence Spectroscopy and Feature Selection for Fruit Classification Based on N-CovSel Method 基于N-CovSel方法的正面荧光光谱及特征选择
Pub Date : 2022-04-04 DOI: 10.3389/frans.2022.867527
Lorraine Latchoumane, Karine Alary, J. Minier, F. Davrieux, R. Lugan, M. Chillet, J. Roger
Internal disorder is a major problem in fruit production and is responsible for considerable economical losses. Symptoms are not externally visible, making it difficult to assess the problem. In recent years, 3D fluorescence spectroscopy has been used to reveal features of interest in agronomical field, such as plant stress and plant infection. Such technique could provide useful information regarding changes that occur at the tissue level, in order to distinguish spectral differences between healthy and disordered fruits. This paper introduces the use of the new three-way feature extraction N-CovSel method, compared to the commonly used N-PLS-DA method. These approaches were used upon front-face fluorescence spectra of 27 fruit pulp and skin samples, by analysing excitation wavelengths ranging from 250 to 650 nm, and emission wavelengths varying from 290 to 800 nm. N-CovSel method was applied to identify the most relevant features on: 1) excitation-emission wavelength couples, 2) excitation wavelengths whatever the emission wavelengths and 3) emission wavelengths whatever the excitation wavelengths. Discriminant analysis of the selected features were performed across classes. The constructed models provided key features to differentiate healthy fruits from disordered ones. These results highlighted the capability of N-CovSel method to extract the most fitted features for enhanced fruit classification using front-face fluorescence spectroscopy. They revealed characteristic fluorophores involved in the structural modifications generated by the physiological disorder studied. This paper provides preliminary results concerning the suitability of N-CovSel method for the desired application. Further investigations could be performed on intact fresh fruits in a non-destructive way, allowing an earlier and faster detection of the internal disorder for in-field or industrial applications.
内部失序是水果生产中的主要问题,造成了相当大的经济损失。症状从外部看不出来,因此很难评估问题。近年来,三维荧光光谱技术已被广泛应用于揭示植物胁迫和侵染等农学研究领域。这种技术可以提供有关发生在组织水平上的变化的有用信息,以便区分健康和紊乱水果之间的光谱差异。本文介绍了采用新的三向特征提取N-CovSel方法,并与常用的N-PLS-DA方法进行了比较。这些方法应用于27个果肉和果皮样品的正面荧光光谱,通过分析250 ~ 650 nm的激发波长和290 ~ 800 nm的发射波长。采用N-CovSel方法识别了以下三个方面的最相关特征:1)激发-发射波长对;2)激发波长与发射波长无关;3)发射波长与激发波长无关。对所选特征进行跨类别的判别分析。所构建的模型提供了区分健康水果和不健康水果的关键特征。这些结果表明,N-CovSel方法能够提取最适合的特征,用于增强正面荧光光谱的水果分类。他们揭示了与所研究的生理障碍产生的结构修饰有关的特征荧光团。本文提供了N-CovSel方法在理想应用中的适用性的初步结果。进一步的研究可以在完整的新鲜水果上进行,以一种非破坏性的方式,允许更早、更快地检测内部紊乱,用于现场或工业应用。
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引用次数: 2
Label-Free Determination of PSA and Free PSA Using MA-SERS 无标记和游离PSA的MA-SERS测定
Pub Date : 2022-03-22 DOI: 10.3389/frans.2022.847730
Z. Chaloupková, Zdenka Medříková, M. Král, Veronika Šedajová, V. Ranc
Prostate cancer is one of the compelling types of cancer diagnosed in men. Development of screening analytical methods, which provide fast and reliable results is, thus, demanding. Currently applied methods are usually based on the determination of serum prostate-specific antigen (PSA), where several limitations were identified. However, scientific reports have shown a direct correlation between the percentage of free PSA and prostate volume, and indirect correlation between the unfavorable course of the disease of prostate cancer and the percentage of free PSA in men with elevated PSA levels. Parallel analysis of PSA and free PSA presents an interesting alternative. Here, we present a new analytical method for a parallel analysis of PSA and free PSA in a whole human blood based on MA-SERS. The method is based on magnetic Fe3O4@Ag nanocomposite functionalized using anti-PSA. The method can distinguish between levels of PSA and free PSA within a single analytical run with limits of detection of 0.62 ng/ml for PSA and 0.49 ng/ml for free PSA, respectively.
癌症是在男性中诊断出的引人注目的癌症类型之一。因此,需要开发能够提供快速可靠结果的筛选分析方法。目前应用的方法通常基于血清前列腺特异性抗原(PSA)的测定,其中确定了几个局限性。然而,科学报告显示,在PSA水平升高的男性中,游离PSA的百分比与前列腺体积之间存在直接相关性,而前列腺癌症的不良病程与游离PSA的比例之间存在间接相关性。PSA和游离PSA的平行分析提供了一个有趣的替代方案。在此,我们提出了一种基于MA-SERS的全人类血液中PSA和游离PSA的平行分析新方法。该方法基于磁性Fe3O4@Ag使用抗PSA功能化的纳米复合材料。该方法可以在单个分析运行中区分PSA和游离PSA的水平,PSA的检测限分别为0.62 ng/ml和0.49 ng/ml。
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引用次数: 3
How Is Mass Spectrometry Tackling the COVID-19 Pandemic? 质谱如何应对新冠肺炎大流行?
Pub Date : 2022-03-04 DOI: 10.3389/frans.2022.846102
Alfredo J. Ibáñez
Most of us have never faced a pandemic before. The World Health Organization declared the 2019 novel coronavirus infectious disease (COVID-19), caused by the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2 virus), a pandemic by March 11th, 2020. Today, this illness has reported more than 5′331,019 fatalities worldwide (December 17th, 2021). The COVID-19 pandemic has posed an unprecedented global challenge and put the academic community on “the spot.” The following mini-review reports how the MS community improved the understanding of the SARS-CoV-2 virus pathophysiology while developing diagnostic procedures to complement the PCR-based approaches. For example, MS researchers identified the interaction sites between the SARS-CoV-2 virus and their hosts; this new knowledge is critical for developing antiviral drugs. MS researchers also realized that COVID-19 should be considered a systemic disease and not just a respiratory illness since its metabolic, lipidomic, and proteomic profile reflects four different clinical disorders: 1) acute inflammatory response, 2) a cardiovascular disease, 3) a prediabetic/diabetes and 4) liver dysfunction. Furthermore, MS researchers put forth the knowledge that the metabolic and lipidomic profile of several patients remained altered after being discharged, thus hinting at the scientific basis for the long COVID syndrome.
我们大多数人以前从未面临过疫情。世界卫生组织于2020年3月11日宣布由严重急性呼吸综合征冠状病毒2型(SARS-CoV-2病毒)引起的2019年新型冠状病毒传染病(新冠肺炎)为大流行。今天,这种疾病已在全球范围内报告超过5′331019人死亡(2021年12月17日)。新冠肺炎大流行带来了前所未有的全球挑战,并使学术界“原地踏步”。以下小型综述报告了MS社区如何在开发诊断程序以补充基于PCR的方法的同时,提高对SARS-CoV-2病毒病理生理学的理解。例如,MS研究人员确定了严重急性呼吸系统综合征冠状病毒2型病毒与其宿主之间的相互作用位点;这一新知识对开发抗病毒药物至关重要。MS研究人员还意识到,新冠肺炎应被视为一种全身性疾病,而不仅仅是呼吸系统疾病,因为其代谢、脂质组学和蛋白质组学特征反映了四种不同的临床疾病:1)急性炎症反应,2)心血管疾病,3)糖尿病前期/糖尿病和4)肝功能障碍。此外,MS研究人员提出了一些患者出院后代谢和脂质组学特征仍然改变的知识,从而暗示了长期新冠肺炎综合征的科学依据。
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引用次数: 2
Microplastic Pollution in Surface Waters of Urban Watersheds in Central Texas, United States: A Comparison of Sites With and Without Treated Wastewater Effluent 美国德克萨斯州中部城市流域地表水中的微塑料污染:污水处理和未处理地点的比较
Pub Date : 2022-02-17 DOI: 10.3389/frans.2022.857694
J. Stovall, S. Bratton
Most studies of microplastics in freshwater have investigated presence in creeks and rivers below sewage effluents and storm drains. This study examines microplastic distribution in surface waters, including springs and primary streams, located within small, urban Karst watersheds, with and without sources of wastewater treatment discharge. Study locales were in Texas, United States, either in Waco on the Brazos River or in or downstream from San Marcos on the San Marcos River. Research teams collected 800 ml surface water from four different small watersheds and an urban pond (n = 779) and filtered them through 53 μm Nitex mesh. Teams collected samples from springs or primary streams to the lower end of creeks and across stream transects based on distance from the bank and the presence of vegetation and debris. Teams also replicated samples seasonally. Stereo microscopy examined each filter for microplastic particles and subsequently color and type (i.e., fragment, fiber, or sphere). Additionally, we analyzed the influence of urbanization and land use on the origin and transport of the microplastics. Overall, the filters recovered 1,198 microplastic fibers and fragments. On average, 56.7% of all samples at each study locale contained microplastics. Particle abundance was the highest at Proctor Springs ( x ¯ = 3.38 ) and lowest at the pond ( x ¯ = 0.98 ) , both headwaters. Local human use and runoff were thus potentially important factors in microplastic presence, while sewage discharge was not unilaterally the primary determinant of microplastic abundance. Peak pollution events occurred in June, September, and October, indicating seasonality of rainfall and recreation affected microplastic frequency and type.
大多数关于淡水中微塑料的研究都调查了污水和暴雨排水沟下方小溪和河流中的微塑料。这项研究考察了地表水中的微塑料分布,包括位于小型城市岩溶流域内的泉水和原生溪流,无论是否有废水处理排放源。研究地点在美国得克萨斯州,要么在布拉佐斯河上的韦科,要么在圣马科斯河上的圣马科斯境内或下游。研究小组从四个不同的小流域和一个城市池塘(n=779)收集了800毫升地表水,并通过53微米的Nitex网过滤。研究小组根据与河岸的距离以及植被和碎屑的存在,从泉水或原始溪流到小溪下端,以及穿过溪流样带收集样本。研究小组还季节性地复制样本。立体显微镜检查了每个过滤器的微塑料颗粒,随后检查了颜色和类型(即碎片、纤维或球体)。此外,我们还分析了城市化和土地利用对微塑料来源和运输的影响。总的来说,过滤器回收了1198个微塑料纤维和碎片。平均而言,每个研究地点56.7%的样本含有微塑料。颗粒丰度在Proctor Springs最高(x’=3.38),在池塘最低(x’=0.98),均为源头。因此,当地人类使用和径流是微塑料存在的潜在重要因素,而污水排放并不是微塑料丰度的主要决定因素。污染高峰发生在6月、9月和10月,表明降雨和娱乐活动的季节性影响了微塑料的频率和类型。
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引用次数: 5
Forensic Identification of Fentanyl and its Analogs by Electrochemical-Surface Enhanced Raman Spectroscopy (EC-SERS) for the Screening of Seized Drugs of Abuse 芬太尼及其类似物的电化学表面增强拉曼光谱法鉴定及其滥用药物
Pub Date : 2022-02-10 DOI: 10.3389/frans.2022.834820
C. Ott, M. Perez-Estebañez, Sheila Hernandez, Kendra Kelly, Kourtney A. Dalzell, M. J. Arcos-Martínez, A. Heras, Á. Colina, Luis E. Arroyo
Reliable identification of fentanyl and fentanyl analogs present in seized drug samples is imperative to the safety of first responders and laboratory personnel and informs the future analysis process and handling procedures. The electrochemical-surface enhanced Raman spectroscopy (EC-SERS) method developed in this work allows the in-situ preparation of the SERS substrate providing a rapid, efficient, and accurate approach to detect fentanyl, even at low percent by weight concentrations common in seized drugs. Optimization of the electrochemical potentials suitable for the SERS substrate preparation and adsorption of the analyte was achieved using multi-pulse amperometric detection. This method demonstrated large enhancement of the SERS response. This method was applied to six fentanyl analogs with substitutions to the amide group, representing small changes in the fentanyl core structure. Identification of these analogs through differences in the EC-SERS spectra was evident. Interference studies incorporating analytes frequently encountered with fentanyl including heroin, cocaine, methamphetamine, naltrexone, and naloxone were assessed and found to offer limited to no interference. The limits of detection of the fentanyl compounds were in the low to mid nanograms per milliliter range, with the most sensitive compound detected at 10 ng/ml. Application of the method to simulated drug mixtures was performed to determine fit-for-purpose. In all mixtures with fentanyl as the minor contributor, fentanyl was correctly identified, including mixture samples comprised of 5 and 1% fentanyl. This approach represents the first in-situ EC-SERS analysis of fentanyl and its analogs and provides accurate and efficient screening for fentanyl in seized drug samples.
可靠识别缉获的药物样本中存在的芬太尼和芬太尼类似物对急救人员和实验室人员的安全至关重要,并为未来的分析过程和处理程序提供信息。这项工作中开发的电化学表面增强拉曼光谱(EC-SERS)方法允许原位制备SERS底物,提供了一种快速、高效和准确的方法来检测芬太尼,即使在缉获的药物中常见的低重量百分比浓度下也是如此。使用多脉冲安培检测实现了适用于SERS基底制备和分析物吸附的电化学电势的优化。该方法证明了SERS响应的大幅增强。该方法应用于六种酰胺基取代的芬太尼类似物,这代表了芬太尼核心结构的微小变化。通过EC-SERS光谱的差异对这些类似物的鉴定是明显的。对包括海洛因、可卡因、甲基苯丙胺、纳曲酮和纳洛酮在内的芬太尼经常遇到的分析物的干扰研究进行了评估,发现其提供的干扰有限,甚至没有干扰。芬太尼化合物的检测极限在每毫升中低纳克的范围内,最敏感的化合物检测浓度为10纳克/毫升。将该方法应用于模拟药物混合物,以确定其适用性。在所有以芬太尼为次要成分的混合物中,芬太尼被正确识别,包括由5%和1%芬太尼组成的混合物样品。该方法代表了芬太尼及其类似物的首次原位EC-SERS分析,并为缉获的药物样本中的芬太尼提供了准确有效的筛选。
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引用次数: 6
Urine Analysis has a Very Broad Prospect in the Future 尿液分析在未来有着非常广阔的前景
Pub Date : 2022-02-02 DOI: 10.3389/frans.2021.812301
Zijuan Zhang, Jingnan Liu, Yaxing Chen, Jian Chen, Huihui Zhao, Xiaoqiao Ren
Medical tests are playing an increasingly important role in the diagnosis and treatment of diseases. Urine tests, blood tests and stool tests together constitute the three major routine examination items of modern medicine and are an important part of medical tests. Urine is a body fluid normally metabolized by the human body. Compared with using blood as a test sample, using urine as a medical test sample has many advantages, such as non-invasiveness and convenient collection. This article discusses the advantages of urine test compared with blood test, the understanding and application of urine in traditional medicine, the application of urine test in social life, the current dilemma and the future urine test may play a greater role The value and advantages are discussed, aiming to increase people’s attention to urine testing by explaining the advantages of urine testing, and to discover more functions of urine testing, thereby optimizing medical testing methods and reducing the pain and fear of patients. Improve inspection efficiency, reduce national and personal medical inspection expenditures, and save medical resources.
医学检查在疾病的诊断和治疗中发挥着越来越重要的作用。尿液检查与血液检查和粪便检查共同构成现代医学的三大常规检查项目,是医学检查的重要组成部分。尿是人体正常代谢的一种体液。与血液作为医学检测样本相比,尿液作为医学检测样本具有无创性、采集方便等诸多优点。本文从尿液检测与血液检测的优势、传统医学对尿液的认识和应用、尿液检测在社会生活中的应用、当前的困境以及未来尿液检测可能发挥的更大作用、价值和优势等方面进行了探讨,旨在通过解释尿液检测的优势,增加人们对尿液检测的重视,发现尿液检测的更多功能。从而优化医学检测方法,减少患者的痛苦和恐惧。提高检验效率,减少国家和个人的医疗检验支出,节约医疗资源。
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引用次数: 11
Synchronization-Free Multivariate Statistical Process Control for Online Monitoring of Batch Process Evolution 批量过程演化在线监测的非同步多元统计过程控制
Pub Date : 2022-01-14 DOI: 10.3389/frans.2021.772844
Rodrigo Rocha de Oliveira, A. de Juan
Synchronization of variable trajectories from batch process data is a delicate operation that can induce artifacts in the definition of multivariate statistical process control (MSPC) models for real-time monitoring of batch processes. The current paper introduces a new synchronization-free approach for online batch MSPC. This approach is based on the use of local MSPC models that cover a normal operating conditions (NOC) trajectory defined from principal component analysis (PCA) modeling of non-synchronized historical batches. The rationale behind is that, although non-synchronized NOC batches are used, an overall NOC trajectory with a consistent evolution pattern can be described, even if batch-to-batch natural delays and differences between process starting and end points exist. Afterwards, the local MSPC models are used to monitor the evolution of new batches and derive the related MSPC chart. During the real-time monitoring of a new batch, this strategy allows testing whether every new observation is following or not the NOC trajectory. For a NOC observation, an additional indication of the batch process progress is provided based on the identification of the local MSPC model that provides the lowest residuals. When an observation deviates from the NOC behavior, contribution plots based on the projection of the observation to the best local MSPC model identified in the last NOC observation are used to diagnose the variables related to the fault. This methodology is illustrated using two real examples of NIR-monitored batch processes: a fluidized bed drying process and a batch distillation of gasoline blends with ethanol.
从批处理数据中同步可变轨迹是一项精细的操作,它可能会在用于实时监控批处理的多元统计过程控制(MSPC)模型的定义中引发伪影。本文介绍了一种新的在线批量MSPC无同步方法。该方法基于本地MSPC模型的使用,该模型涵盖了由非同步历史批次的主成分分析(PCA)建模定义的正常运行条件(NOC)轨迹。背后的理由是,尽管使用了非同步的NOC批次,但可以描述具有一致进化模式的整体NOC轨迹,即使批次间存在自然延迟以及过程起点和终点之间存在差异。然后,使用本地MSPC模型来监测新批次的演变,并导出相关的MSPC图。在对新批次进行实时监测期间,该策略允许测试每个新观测是否遵循NOC轨迹。对于NOC观察,基于提供最低残差的局部MSPC模型的识别,提供批次过程进度的额外指示。当观测偏离NOC行为时,基于观测对上一次NOC观测中确定的最佳局部MSPC模型的投影的贡献图用于诊断与故障相关的变量。该方法通过近红外监测间歇过程的两个实际例子进行了说明:流化床干燥过程和汽油与乙醇混合物的间歇蒸馏。
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引用次数: 0
Development of Profiling Methods for Contraband Firearm Volatile Odor Signatures Contraband Firearm挥发性气味特征分析方法的发展
Pub Date : 2022-01-03 DOI: 10.3389/frans.2021.785271
Kirsten Nettles, C. Ford, Paola A Prada-Tiedemann
The early detection and location of firearm threats is critical to the success of any law enforcement operation to prevent a mass shooting event or illegal transport of weapons. Prevention tactics such as firearm detection canines have been at the front line of security tools to combat this national security threat. Firearm detection canines go through rigorous training regimens to achieve reliability in the detection of firearms as their target odor source. Currently, there is no scientific foundation as to the chemical odor signature emitted from the actual firearm device that could aid in increased and more efficient canine training and performance protocols or a better understanding of the chemistry of firearm-related odorants for better source identification. This study provides a novel method application of solid phase microextraction-gas chromatography-mass spectrometry (SPME-GC-MS) as a rapid system for the evaluation of odor profiles from firearm devices (loaded and unloaded). Samples included magazines (n = 30) and firearms (n = 15) acquired from the local law enforcement shooting range. Headspace analysis depicted five frequently occurring compounds across sample matrices including aldehydes such as nonanal, decanal, octanal and hydrocarbons tetradecane and tridecane. Statistical analysis via principal component analysis (PCA) highlighted a preliminary clustering differentiating unloaded firearms from both loaded/unloaded magazines and loaded firearm devices. These results highlight potential odor signature differences associated with different firearm components. The understanding of key odorants above a firearm will have an impact on national security efforts, thereby enhancing training regimens to better prepare canine teams for current threats in our communities.
早期发现和定位枪支威胁对于任何防止大规模枪击事件或非法运输武器的执法行动的成功至关重要。枪支探测犬等预防策略一直处于对抗这一国家安全威胁的安全工具的前线。火器探测犬要经过严格的训练方案,才能可靠地探测到作为其目标气味来源的火器。目前,关于实际枪支装置发出的化学气味特征,还没有科学依据,这有助于提高警犬的训练和性能,或更好地了解枪支相关气味的化学成分,以更好地识别来源。本研究提供了一种新的方法——固相微萃取-气相色谱-质谱法(SPME-GC-MS),作为一种快速评估枪支装置(上下)气味特征的系统。样本包括从当地执法射击场获得的弹匣(n=30)和枪支(n=15)。顶空分析描绘了样品基质中五种常见的化合物,包括醛,如壬醛、癸醛、辛醛和碳氢化合物十四烷和十三烷。通过主成分分析进行的统计分析强调了一个初步聚类,将未上膛的枪支与上膛/未上膛弹匣和上膛枪支装置区分开来。这些结果突出了与不同枪支部件相关的潜在气味特征差异。了解枪支上方的关键气味将对国家安全工作产生影响,从而加强训练方案,使警犬队更好地为应对我们社区当前的威胁做好准备。
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引用次数: 3
Direct analysis of tobacco specific nitrosamines in tobacco products using a molecularly imprinted polymer-packed column. 使用分子印迹聚合物填充柱直接分析烟草产品中的烟草特定亚硝胺。
Pub Date : 2022-01-01 Epub Date: 2023-01-06 DOI: 10.3389/frans.2022.1091206
Haley A Mulder, Justin L Poklis, Adam C Pearcy, Matthew S Halquist

Tobacco specific nitrosamines (TSNAs) are highly carcinogenic by-products in tobacco samples, and their presence is regulated by the Food and Drug Administration. Molecularly imprinted polymers (MIPs) are synthetic polymers that have been "imprinted" with a template analyte in a co-polymer system, and can selectively extract analytes from complex matrices. MIPs can be incorporated into online systems, replacing traditional high performance liquid chromatography (HPLC) columns. MIP material specific for TSNAs was packed into an empty HPLC column using a slurry packing technique. The developed method with the MIP-packed HPLC column was validated on a LC-MS/MS system for the quantitation of N-nitrosonornicotine (NNN) and 4- (methylnitrosamino)-1-(3-pyridyl)-1-butanone (NNK) in commercial tobacco products. The method was linear over .1-10 ng/ml (.4-10 μg/g) for NNN and NNK. The limit of detection (LOD) was .03 ng/ml (12 μg/g) and the limit of quantitation (LOQ), .1 ng/ml (.4 μg/g). All column uniformity parameters with the exception of theoretical plate number were within the accepted criteria (% RSD values <15%). Theoretical plate number was <250, owing to the large (50 μm) sized MIP particles. Twenty-six tobacco products contained TSNA concentrations that were consistent with reported literature values. The TSNA-MIP based HPLC column effectively replaced a traditional reverse phase HPLC column, and was used for the direct analysis of nicotine and tobacco products without extensive sample preparation prior to instrumental analysis.

烟草特异性亚硝胺(TSNA)是烟草样品中高度致癌的副产物,其存在受到美国食品药品监督管理局的监管。分子印迹聚合物(MIPs)是在共聚物系统中用模板分析物“印迹”的合成聚合物,可以选择性地从复杂基质中提取分析物。MIPs可以被纳入在线系统,取代传统的高效液相色谱(HPLC)柱。使用浆料填充技术将TSNA特异性的MIP材料填充到空的HPLC柱中。在LC-MS/MS系统上验证了所开发的MIP填充高效液相色谱柱测定商业烟草产品中N-亚硝基鸟嘌呤(NNN)和4-(甲基亚硝氨基)-1-(3-吡啶基)-1-丁酮(NNK)的方法。该方法对NNN和NNK的线性范围为1-10 ng/ml(.4-10μg/g)。检测限(LOD)为.03 ng/ml(12μg/g),定量限(LOQ)为.1 ng/ml(.4μg/g。除理论板数外,所有柱均匀性参数均在可接受的标准范围内(%RSD值
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引用次数: 0
期刊
Frontiers in analytical science
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