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Research Progress on Bionic Recognition and Biosensors for the Detection of Biomarkers of Diabetic Nephropathy 糖尿病肾病生物标志物的仿生识别与生物传感器检测研究进展
3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-22 DOI: 10.3390/chemosensors11100510
Ye Tian, Lili Gao, Abubakar Abdussalam, Guobao Xu
Diabetic nephropathy (DN) refers to kidney damage caused by diabetes and is one of the major microvascular complications of diabetes. This disease has a certain degree of concealment in the early stage, with clinical symptoms appearing later and a higher mortality rate. Therefore, the detection of early biomarkers for DN is of great importance in reducing kidney function damage. The common biomarkers for DN mainly include glomerular and tubular lesion markers. At present, clinical diagnosis often uses a combination of multiple indicators and symptoms, and the development of a simple, efficient, and sensitive multi-marker detection platform is particularly important for the early diagnosis of DN. In recent years, with the vigorous development of various biomimetic molecular recognition technologies, biomimetic recognition biosensors (BRBS) have many advantages, such as easy preparation, low cost, high stability, and repeatability under harsh environmental conditions, and have great application potential in the analysis of DN biomarkers. This article reviews the research progress of molecularly imprinted polymers (MIPs) construction technology and aptamers assembly technology developed in the field of biomimetic sensor research in recent years, as well as the detection of DN biomarkers based on BRBS, and prospects for their development.
糖尿病肾病(Diabetic nephropathy, DN)是指糖尿病引起的肾脏损害,是糖尿病的主要微血管并发症之一。本病早期有一定隐蔽性,临床症状出现较晚,死亡率较高。因此,检测DN的早期生物标志物对减轻肾功能损害具有重要意义。DN常见的生物标志物主要包括肾小球和肾小管病变标志物。目前临床诊断多采用多种指标和症状的结合,开发一种简单、高效、灵敏的多标志物检测平台对于DN的早期诊断尤为重要。近年来,随着各种仿生分子识别技术的蓬勃发展,仿生识别生物传感器(biomimetic recognition biosensors, BRBS)具有制备简单、成本低、稳定性高、恶劣环境条件下可重复性好等优点,在DN生物标志物分析方面具有很大的应用潜力。本文综述了近年来在仿生传感器研究领域发展起来的分子印迹聚合物(MIPs)构建技术和适配体组装技术的研究进展,以及基于BRBS的DN生物标志物检测,并对其发展前景进行了展望。
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引用次数: 0
Surface Enhanced Raman Spectroscopy Pb2+ Ion Detection Based on a Gradient Boosting Decision Tree Algorithm 基于梯度提升决策树算法的表面增强拉曼光谱Pb2+离子检测
3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-21 DOI: 10.3390/chemosensors11090509
Minghao Wang, Jing Zhang
Lead pollution poses a serious threat to the natural environment, and a fast and high-sensitivity method is urgently needed. SERS can be used for the detection of Pb2+ ions, which is urgently needed. Based on the SERS spectral reference data set of lead nitride (Pb(NO3)2), a model for detecting Pb2+ was established by using a traditional machine learning algorithm and the GBDT algorithm. Principal component analysis was used to compare the batch effect reduction in different pretreatment methods in order to find the optimal combination of such methods and machine learning models. The combination of LightGBM algorithms successfully identified Pb2+ from cross-batch data, exceeding the 84.6% balanced accuracy of the baseline correction+ radial basis function kernel support vector machine (BC+RBFSVM) model and showing satisfactory results, with a 91.4% balanced accuracy and a 0.9313 area under the ROC curve.
铅污染对自然环境构成严重威胁,迫切需要一种快速、高灵敏度的检测方法。SERS可以用于Pb2+离子的检测,这是迫切需要的。基于氮化铅(Pb(NO3)2)的SERS光谱参考数据集,采用传统的机器学习算法和GBDT算法建立了Pb2+的检测模型。通过主成分分析比较不同预处理方法的批效应降低效果,寻找预处理方法与机器学习模型的最佳组合。结合LightGBM算法成功地从跨批数据中识别出Pb2+,超过基线校正+径向基函数核支持向量机(BC+RBFSVM)模型84.6%的平衡精度,达到91.4%的平衡精度,ROC曲线下面积为0.9313,结果令人满意。
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引用次数: 0
Design of DNA-Based Artificial Transmembrane Channels for Biosensing and Biomedical Applications 生物传感和生物医学应用中基于dna的人工跨膜通道的设计
3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-18 DOI: 10.3390/chemosensors11090508
Wanyu Xu, Hui Chen, Yang Li, Shuangna Liu, Kemin Wang, Jianbo Liu
Biomolecular channels on the cell membrane are essential for transporting substances across the membrane to maintain cell physiological activity. Artificial transmembrane channels used to mimic biological membrane channels can regulate intra/extracellular ionic and molecular homeostasis, and they elucidate cellular structures and functionalities. Due to their program design, facile preparation, and high biocompatibility, DNA nanostructures have been widely used as scaffolds for the design of artificial transmembrane channels and exploited for ionic and molecular transport and biomedical applications. DNA-based artificial channels can be designed from two structural modules: DNA nanotubes/nanopores as transport modules for mass transportation and hydrophobic segments as anchor modules for membrane immobilization. In this review, various lipophilic modification strategies for the design of DNA channels and membrane insertion are outlined. Several types of DNA transmembrane channels are systematically summarized, including DNA wireframe channels, DNA helix bundle channels, DNA tile channels, DNA origami channels, and so on. We then discuss efforts to exploit them in biosensor and biomedical applications. For example, ligand-gated and environmental stimuli-responsive artificial transmembrane channels have been designed for transmembrane signal transduction. DNA-based artificial channels have been developed for cell mimicry and the regulation of cell behaviors. Finally, we provide some perspectives on the challenges and future developments of artificial transmembrane channel research in biomimetic science and biomedical applications.
细胞膜上的生物分子通道是维持细胞生理活性的重要通道。人工跨膜通道用于模拟生物膜通道,可以调节细胞内/细胞外离子和分子的稳态,并阐明细胞的结构和功能。由于其程序设计、制备方便、生物相容性高等特点,DNA纳米结构已被广泛用作人工跨膜通道设计的支架,并被用于离子和分子的运输和生物医学应用。基于DNA的人工通道可以由两个结构模块设计:DNA纳米管/纳米孔作为质量运输的运输模块和疏水段作为膜固定的锚定模块。本文综述了用于DNA通道设计和膜插入的各种亲脂修饰策略。系统总结了DNA跨膜通道的几种类型,包括DNA线框通道、DNA螺旋束通道、DNA瓦片通道、DNA折纸通道等。然后我们讨论了在生物传感器和生物医学应用中开发它们的努力。例如,配体门控和环境刺激响应的人工跨膜通道已被设计用于跨膜信号转导。基于dna的人工通道已被开发用于细胞模拟和细胞行为调控。最后,对人工跨膜通道研究在仿生科学和生物医学应用中的挑战和未来发展进行了展望。
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引用次数: 0
Surface-Enhance Raman Spectroscopy Detection of Thiabendazole in Frozen Food Products: The Case of Blueberries and Their Extracts 冷冻食品中噻苯达唑的表面增强拉曼光谱检测:以蓝莓及其提取物为例
3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-17 DOI: 10.3390/chemosensors11090505
Csilla Müller Müller Molnár, Camelia Berghian-Groșan, Dana Alina Măgdaș, Simona Cîntă Cîntă Pînzaru
To improve the control and detection methods of thiabendazole (TBZ), a fungicide and parasiticide often used in food products, we investigated the performance of the SERS technique applied to frozen blueberry fruits available on the market. TBZ-treated fruit extracts provided a multiplexed SERS feature, where the SERS bands of TBZ could be distinctly recorded among the characteristic anthocyanidins from blueberries. Quantitative SERS of TBZ in a concentration range from 20 µM to 0.2 µM has been achieved in solutions. However, quantitative multiplexed SERS is challenging due to the gradually increasing spectral background of polyphenols from extracts, which covers the TBZ signal with increasing concentration. The strategy proposed here was to employ food bentonite to filter a substantial amount of flavonoids to allow a higher SERS signal-to-background recording and TBZ recognition. Using bentonite, the LOD for SERS analysis of blueberry extracts provided a detection limit of 0.09 µM. From the relative intensity of the specific SERS bands as a function of concentration, we estimated the detection capability of TBZ to be 0.0001 mg/kg in blueberry extracts, which is two orders of magnitude lower than the maximum allowed by current regulations.
为了改进食品中常用的杀真菌和寄生虫剂噻苯达唑(TBZ)的控制和检测方法,本研究采用SERS技术对市场上销售的冷冻蓝莓果实进行了检测。TBZ处理的果实提取物具有多路SERS特征,其中TBZ的SERS谱带可以清晰地记录在蓝莓的特征花青素中。在浓度为20µM ~ 0.2µM的溶液中,获得了TBZ的定量SERS。然而,由于提取物中多酚的光谱背景逐渐增加,随着浓度的增加,多酚覆盖了太赫兹信号,因此定量复用SERS具有挑战性。本文提出的策略是使用食物膨润土来过滤大量的类黄酮,以获得更高的SERS信号-背景记录和TBZ识别。使用膨润土对蓝莓提取物进行SERS分析,检出限为0.09µM。从特定SERS谱带的相对强度与浓度的关系来看,我们估计蓝莓提取物中TBZ的检测能力为0.0001 mg/kg,比现行法规允许的最大值低两个数量级。
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引用次数: 0
Electrochemical Perovskite-Based Sensors for the Detection of Relevant Biomarkers for Human Kidney Health 用于检测人体肾脏健康相关生物标志物的电化学钙钛矿传感器
3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-17 DOI: 10.3390/chemosensors11090507
Claudia Ivone Piñón-Balderrama, César Leyva-Porras, Alain Salvador Conejo-Dávila, Anayansi Estrada-Monje, María Cristina Maldonado-Orozco, Simón Yobanny Reyes-López, Erasto Armando Zaragoza-Contreras
The importance of biomarker quantification in technology cannot be overstated. It has numerous applications in medical diagnostics, drug delivery, and the timely implementation of prevention and control strategies for highly prevalent diseases worldwide. However, the discovery of new tools for detection has become increasingly necessary. One promising avenue is the use of perovskite-based materials, which exhibit excellent catalytic activity and redox properties. These make them ideal candidates for the development of electrochemical sensors. In this review, the advances of purely non-enzymatic electrochemical detection of bio-analytes, with ABO3 perovskite form, are presented. The work allows the visualization of some of the modifications in the composition and crystal lattice of the perovskites and some variations in the assembly of the electrodes, which can result in systems with a better response to the detection of analytes of interest. These findings have significant implications for improving the accuracy and speed of biomarker detection, ultimately benefiting patients and healthcare professionals alike.
生物标记物定量在技术中的重要性怎么强调都不为过。它在医疗诊断、药物输送以及及时实施全球高度流行疾病的预防和控制战略方面有许多应用。然而,发现新的检测工具变得越来越有必要。一个有前途的途径是使用钙钛矿基材料,它具有优异的催化活性和氧化还原性能。这使它们成为开发电化学传感器的理想候选者。本文综述了纯非酶电化学检测ABO3钙钛矿型生物分析物的研究进展。这项工作允许可视化钙钛矿的组成和晶格的一些修改以及电极组装的一些变化,这可以导致系统对感兴趣的分析物的检测有更好的响应。这些发现对于提高生物标志物检测的准确性和速度具有重要意义,最终使患者和医疗保健专业人员都受益。
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引用次数: 0
Surface-Catalyzed Zinc Oxide Nanorods and Interconnected Tetrapods as Efficient Methane Gas Sensing Platforms 表面催化氧化锌纳米棒和互联四足体作为高效甲烷气体传感平台
3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-17 DOI: 10.3390/chemosensors11090506
Abbey Knoepfel, Bed Poudel, Sanju Gupta
Nanostructured metal oxide semiconductors have proven to be promising for the gas sensing domain. However, there are challenges associated with the fabrication of high-performance, low-to-room-temperature operation sensors for methane and other gases, including hydrogen sulfide, carbon dioxide, and ammonia. The functional properties of these semiconducting oxides can be improved by altering the morphology, crystal size, shape, and topology. Zinc oxide (ZnO) is an attractive option for gas sensing, but the need for elevated operating temperatures has limited its practical use as a commercial gas sensor. In this work, we prepared ZnO nanorod (ZnO-NR) arrays and interconnected tetrapod ZnO (T-ZnO) network sensing platforms as chemiresistive methane sensors on silicon substrates with platinum interdigitated electrodes and systematically characterized their methane sensing response in addition to their structural and physical properties. We also conducted surface modification by photochemical-catalyzed palladium, Pd, and Pd-Ag alloy nanoparticles and compared the uniformly distributed Pd decoration versus arrayed dots. The sensing performance was assessed in terms of target gas response magnitude (RM) and response percentage (R) recorded by changes in electrical resistance upon exposure to varying methane concentration (100–10,000 ppm) under thermal (operating temperatures = 175, 200, 230 °C) and optical (UV A, 365 nm illumination) excitations alongside response/recovery times, and limit of detection quantification. Thin film sensing platforms based on T-ZnO exhibited the highest response at 200 °C (RM = 2.98; R = 66.4%) compared to ZnO-NR thin films at 230 °C (RM = 1.34; R = 25.5%), attributed to the interconnected network and effective bandgap and barrier height reduction of the T-ZnO. The Pd-Ag-catalyzed and Pd dot-catalyzed T-ZnO films had the fastest response and recovery rates at 200 °C and room temperature under UV excitation, due to the localized Pd nanoparticles dots resulting in nano Schottky barrier formation, as opposed to the films coated with uniformly distributed Pd nanoparticles. The experimental findings present morphological differences, identify various mechanistic aspects, and discern chemical pathways for methane sensing.
纳米结构的金属氧化物半导体在气体传感领域已经被证明是很有前途的。然而,制造用于甲烷和其他气体(包括硫化氢、二氧化碳和氨)的高性能、低至室温操作传感器存在挑战。这些半导体氧化物的功能特性可以通过改变形貌、晶体尺寸、形状和拓扑结构来改善。氧化锌(ZnO)是气体传感的一个有吸引力的选择,但需要提高工作温度限制了其作为商业气体传感器的实际应用。在本研究中,我们在硅衬底上制备了ZnO纳米棒(ZnO- nr)阵列和互连四足ZnO (T-ZnO)网络传感平台作为化学甲烷传感器,并系统地表征了它们的甲烷传感响应以及结构和物理性质。我们还通过光化学催化的钯、钯和钯银合金纳米颗粒进行了表面修饰,并比较了均匀分布的钯装饰和排列的点。在热(工作温度= 175、200、230°C)和光学(UV A, 365 nm照明)激励下,暴露于不同甲烷浓度(100-10,000 ppm)时,电阻的变化记录了目标气体响应幅度(RM)和响应百分比(R),以及响应/恢复时间和检测定量限。基于T-ZnO的薄膜传感平台在200℃时表现出最高的响应(RM = 2.98;R = 66.4%)与ZnO-NR薄膜相比,在230℃(RM = 1.34;R = 25.5%),这归因于T-ZnO的互连网络和有效的带隙和势垒高度降低。在200℃和室温下,钯银催化和钯点催化的T-ZnO薄膜的响应和回收率最快,这是由于局部的钯纳米粒子点形成了纳米肖特基势垒,而不是均匀分布的钯纳米粒子涂覆的薄膜。实验结果呈现形态差异,确定各种机制方面,并辨别甲烷传感的化学途径。
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引用次数: 0
MicroRNA Biosensors for Early Detection of Hepatocellular Carcinoma 用于肝细胞癌早期检测的MicroRNA生物传感器
3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-16 DOI: 10.3390/chemosensors11090504
Xiaogang Lin, Ke Wang, Chunfeng Luo, Mengjie Yang, Jayne Wu
Hepatocellular carcinoma (HCC) is the main pathological type of liver cancer. Due to its insidious onset and the lack of specific early markers, HCC is often diagnosed at an advanced stage, and the survival rate of patients with partial liver resection is low. Non-coding RNAs (ncRNAs) have emerged as valuable biomarkers for HCC detection, with microRNAs (miRNAs) being a particularly relevant class of short ncRNAs. MiRNAs play a crucial role in gene expression regulation and can serve as biomarkers for early HCC detection. However, the detection of miRNAs poses a significant challenge due to their small molecular weight and low abundance. In recent years, biosensors utilizing electrochemical, optical, and electrochemiluminescent strategies have been developed to address the need for simple, rapid, highly specific, and sensitive miRNA detection. This paper reviews the recent advances in miRNA biosensors and discusses in detail the probe types, electrode materials, sensing strategies, linear ranges, and detection limits of the sensors. These studies are expected to enable early intervention and dynamic monitoring of tumor changes in HCC patients to improve their prognosis and survival status.
肝细胞癌(HCC)是肝癌的主要病理类型。由于其起病隐匿且缺乏特异性的早期标志物,HCC往往在晚期才被诊断出来,肝部分切除患者的生存率较低。非编码rna (ncRNAs)已成为HCC检测的有价值的生物标志物,其中微rna (miRNAs)是一类特别相关的短ncRNAs。mirna在基因表达调控中起着至关重要的作用,可以作为早期HCC检测的生物标志物。然而,由于其小分子量和低丰度,mirna的检测面临着巨大的挑战。近年来,利用电化学、光学和电化学发光策略的生物传感器已经发展起来,以满足简单、快速、高特异性和敏感的miRNA检测需求。本文综述了近年来miRNA生物传感器的研究进展,详细讨论了传感器的探针类型、电极材料、传感策略、线性范围和检测限。这些研究有望对HCC患者的肿瘤变化进行早期干预和动态监测,以改善其预后和生存状况。
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引用次数: 0
Detection of a Nerve Agent Simulant by a Fluorescent Sensor Array 用荧光传感器阵列检测神经毒剂模拟物
3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-15 DOI: 10.3390/chemosensors11090503
Rossella Santonocito, Mario Spina, Roberta Puglisi, Andrea Pappalardo, Nunzio Tuccitto, Giuseppe Trusso Sfrazzetto
Detection of nerve agents (NAs) gas in the environment through portable devices to protect people in case of emergencies still remains a challenge for scientists involved in this research field. Current detection strategies require the use of cumbersome, expensive equipment that is only accessible to specialized personnel. By contrast, emerging optical detection is one of the most promising strategies for the development of reliable, easy readout devices. However, the selectivity of the existing optical sensors needs to be improved. To overcome the lack of selectivity, the innovative strategy of the optical arrays is under evaluation due to the specific response, the ease of preparation, the portability of the equipment, and the possibility to use affordable detectors, such as smartphones, that are easily accessible to non-specialized operators. In this work, the first optical-based sensor array for the selective detection of gaseous dimethylmethylphosphonate (DMMP), a NAs simulant, is reported, employing a simple smartphone as a detector and obtaining remarkably efficient and selective detection.
通过便携式设备检测环境中的神经毒剂(NAs)气体,以在紧急情况下保护人们,仍然是参与该研究领域的科学家面临的挑战。目前的检测策略需要使用笨重、昂贵的设备,只有专业人员才能使用。相比之下,新兴的光学检测是开发可靠、易于读取设备的最有前途的策略之一。但是,现有光学传感器的选择性还有待提高。为了克服选择性的缺乏,由于特定的响应,易于准备,设备的便携性以及使用价格合理的探测器(如智能手机)的可能性,光学阵列的创新策略正在进行评估,非专业操作人员很容易获得。在这项工作中,报道了第一个用于选择性检测气态二甲基膦酸盐(DMMP)的光学传感器阵列,这是一种NAs模拟物,采用简单的智能手机作为检测器,并获得了非常高效和选择性的检测。
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引用次数: 0
A Portable Nanoporous Gold Modified Screen-Printed Sensor for Reliable and Simultaneous Multi-Vitamins Analysis 一种可携带的纳米多孔金修饰的丝网印刷传感器,用于可靠和同时分析多种维生素
3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-15 DOI: 10.3390/chemosensors11090502
Xinyu Gao, Siyu Chen, Xiaolei Wang, Honglei Liu, Xia Wang
Despite being present in minimal amounts, vitamin B2 (VB2), vitamin C (VC), and vitamin B6 (VB6) each play indispensable roles in human metabolisms. Given that VB2, VC, and VB6 cannot be synthesized by the human body, detections of these three vitamins both in fermentation liquid where vitamins are industrially manufactured and in human serum where vitamin concentrations could be clinically controlled are of significant importance. Here, a nanoporous gold (NPAu) modified screen-printed electrode (NPAu/SPE) was fabricated to detect VB2, VC, and VB6 based on NPAu’s electro-oxidation towards vitamins. Owing to the wide separation of peak potentials among VB2, VC, and VB6, the simultaneous detection of these three vitamins was achieved by the NPAu/SPE within a potential range from −0.8 V to 0.8 V. The achieved limits of detection (LOD) for VB2, VC, and VB6 were 0.46, 6.44, and 1.92 μM, with sensitivities of 68.58, 4.77, and 15.94 μA/μM, respectively. Subsequent reliability experiments suggested that the NPAu/SPE exhibited solid anti-interference capability and repeatability. Additionally, the real-sample detection of the NPAu/SPE towards VB2, VC, and VB6 was achieved both in human serum and in fermentation liquid with comparable accuracy (the recovery rates were from 89.8% to 111.7%) as high-performance liquid chromatography (HPLC). Moreover, the portable NPAu/SPE showed comparable performance in terms of the LOD and linear dynamic range when compared to glassy carbon electrodes (GCE) limited to laboratory detection. The proposed NPAu/SPE possesses various advantageous properties including portability, easy fabrication, high sensitivity, and cost-efficiency, making it a potential candidate for clinical and industrial multi-vitamins analysis.
尽管维生素B2 (VB2)、维生素C (VC)和维生素B6 (VB6)的含量很少,但它们在人体代谢中都起着不可或缺的作用。鉴于VB2、VC和VB6不能由人体合成,因此在工业生产维生素的发酵液和临床可控制维生素浓度的人血清中检测这三种维生素具有重要意义。本文利用纳米孔金(NPAu)对维生素的电氧化作用,制备了纳米孔金(NPAu)修饰的丝网印刷电极(NPAu/SPE)来检测VB2、VC和VB6。由于VB2、VC和VB6的峰电位有较宽的分离,因此在−0.8 V ~ 0.8 V的电位范围内,NPAu/SPE可以同时检测到这三种维生素。VB2、VC和VB6的检出限分别为0.46、6.44和1.92 μM,灵敏度分别为68.58、4.77和15.94 μA/μM。随后的可靠性实验表明,NPAu/SPE具有良好的抗干扰能力和重复性。此外,在人血清和发酵液中均实现了对VB2、VC和VB6的NPAu/SPE实样检测,其准确度(回收率为89.8% ~ 111.7%)与高效液相色谱(HPLC)相当。此外,与仅限于实验室检测的玻碳电极(GCE)相比,便携式NPAu/SPE在LOD和线性动态范围方面表现出相当的性能。所提出的NPAu/SPE具有便携、易于制造、高灵敏度和成本效益等优点,是临床和工业多种维生素分析的潜在候选者。
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引用次数: 0
Temperature Modulation of MOS Sensors for Enhanced Detection of Volatile Organic Compounds 用于挥发性有机化合物增强检测的MOS传感器温度调制
3区 工程技术 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2023-09-15 DOI: 10.3390/chemosensors11090501
Andrea Rescalli, Davide Marzorati, Simone Gelosa, Francesco Cellesi, Pietro Cerveri
Disease diagnosis through biological fluids, particularly exhaled breath analysis, has gained increasing importance. Volatile organic compounds (VOCs) present in exhaled breath offer diagnostic potential as they reflect altered and disease-specific metabolic pathways. While gas chromatography–mass spectrometry (GC–MS) has been traditionally used for VOCs detection, electronic noses have emerged as a promising alternative for disease screening. Metal oxide semiconductor (MOS) sensors play an essential role in these devices due to their simplicity and cost-effectiveness. However, their limited specificity and sensitivity pose challenges for accurate diagnosis at lower VOCs concentrations, typical of exhaled breath. To address specificity and sensitivity issues, temperature modulation (TM) has been proposed in this paper, introducing a custom-developed electronic nose based on multiple and heterogeneous gas sensors located within an analysis chamber. Four different TM patterns (i.e., square, sine, triangular, and a combination of square and triangular) were applied to the gas sensors to test their response to three different analytes at three distinct concentrations. Data were analyzed by extracting meaningful features from the sensor raw data, and dimensionality reduction using principal component analysis (PCA) was performed. The results demonstrated distinct clusters for each experimental condition, indicating successful discrimination of analytes and concentrations. In addition, an analysis of which set of sensors and modulation pattern yielded the best results was performed. In particular, the most promising TM pattern proved to be the square and triangular combination, with optimal discrimination accuracy between both concentrations and analytes. One specific sensor, namely, TGS2600 from Figaro USA, Inc., provided the best performance. While preliminary results highlighted the potential of TM to improve the sensitivity of gas sensors in electronic nose devices, paving the way for further advancements in the field of exhaled breath analysis.
通过生物体液,特别是呼气分析进行疾病诊断,已变得越来越重要。呼气中存在的挥发性有机化合物(VOCs)具有诊断潜力,因为它们反映了改变的和特定于疾病的代谢途径。虽然气相色谱-质谱(GC-MS)传统上用于挥发性有机化合物的检测,但电子鼻已成为一种有前途的疾病筛查替代方法。金属氧化物半导体(MOS)传感器由于其简单性和成本效益在这些器件中起着至关重要的作用。然而,它们有限的特异性和敏感性对低挥发性有机化合物浓度(典型的呼出气体)的准确诊断提出了挑战。为了解决特异性和敏感性问题,本文提出了温度调制(TM),介绍了一种基于位于分析室内的多个异构气体传感器的定制开发的电子鼻。将四种不同的TM模式(即正方形、正弦、三角形以及正方形和三角形的组合)应用于气体传感器,以测试它们对三种不同浓度下三种不同分析物的响应。通过从传感器原始数据中提取有意义的特征来分析数据,并使用主成分分析(PCA)进行降维。结果显示了不同的集群在每个实验条件下,表明成功的分析物和浓度的区分。此外,还分析了哪一组传感器和调制方式产生了最好的结果。特别是,最具前景的TM模式被证明是正方形和三角形组合,在浓度和分析物之间具有最佳的识别精度。一个特定的传感器,即来自Figaro USA, Inc.的TGS2600,提供了最好的性能。虽然初步结果强调了TM在提高电子鼻设备中气体传感器灵敏度方面的潜力,为呼气分析领域的进一步发展铺平了道路。
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