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Chelation Therapy-inspired Design of a Water-stable Fluorescent Probe for Effectual Monitoring of Copper(II) ions in Real Water 受螯合疗法启发设计一种水稳定荧光探针,用于有效监测真水中的铜(II)离子
IF 3.1 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-06-24 DOI: 10.1039/d4ay00808a
Bhaskar Biswas, Suvojit Roy, Prosenjit Choudhury
This work introduces a thought-provoking design to develop a water-soluble chemical probe, sodium 4-hydroxy-3-((E)-((E)-((2-hydroxynaphthalen-1yl)methylene)hydrazono)methyl) benzenesulfonate (SW2) and it's analytical characterization for efficient detection and monitor of Cu2+ ions in a matrix of s-, d-, and f- metal ions in pure water. The water-stable molecular probe, SW2 in the presence of Cu2+ salts in pure water exhibits a fluorescence turn-off characteristic with a high detection limit, 3.8 µM, and irresistibly, holds a 4-cycle reversibility in the presence of sulphide ion without any significant loss of chemosensing efficiency. Spectroscopic and computational studies ensure the 1:1 complexation between SW2 and Cu2+ ions leading to the formation of SW2-Cu2+ chelate, inducing the dynamic quenching in the emission property for SW2 which subsequently reverts by the addition of S2- ion in water. Additionally, SW2-Cu2+ chelate was isolated in microcrystalline powder and the complexation was compelled with mass spectrometry and EPR analysis. Computational analysis reveals the remarkable reduction of the S0-S1 energy level for SW2-Cu2+ complex attributing the drastic quenching in the fluorescence intensity. Furthermore, SW2 is successfully applied to the detection of Cu2+ ions in tap and pond water. Interestingly, the probe is also effective for the determination of Cu2+ ions in the aqueous solution of a Cu-based fungicide (copper oxychloride), commercially available as Blitox in India evaluating the effectiveness of SW2 for real sample analysis.
这项工作介绍了一种发人深省的设计,即开发一种水溶性化学探针--4-羟基-3-((E)-((E)-((2-羟基萘-1-基)亚甲基)肼基)甲基)苯磺酸钠(SW2)及其分析表征,用于在纯水中有效检测和监测由 s-、d- 和 f-金属离子组成的基质中的 Cu2+ 离子。水稳定分子探针 SW2 在纯水中的 Cu2+ 盐存在下表现出荧光熄灭特性,检测限高达 3.8 µM,而且在硫离子存在下保持 4 个周期的可逆性,化学传感效率没有明显下降。光谱和计算研究确保了 SW2 与 Cu2+ 离子之间 1:1 的络合作用,从而形成 SW2-Cu2+ 螯合物,诱导 SW2 发射特性的动态淬灭,随后在水中加入 S2- 离子即可恢复。此外,还分离出了微晶粉末中的 SW2-Cu2+ 螯合物,并利用质谱和 EPR 分析对其络合进行了分析。计算分析表明,SW2-Cu2+ 复合物的 S0-S1 能级显著降低,从而导致荧光强度急剧下降。此外,SW2 还成功地应用于自来水和池塘水中 Cu2+ 离子的检测。有趣的是,该探针还能有效测定印度市场上以 Blitox 出售的铜基杀菌剂(氧氯化铜)水溶液中的 Cu2+ 离子,从而评估了 SW2 在实际样品分析中的有效性。
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引用次数: 0
Comparative understanding of peroxide quantitation assays: a case study with peptide drug product degradation† 过氧化物定量测定的比较理解:多肽药物产品降解案例研究。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-06-24 DOI: 10.1039/D4AY00652F
Kingshuk Dutta, Tao Zheng and Evan M. Hetrick

Peroxide-mediated oxidation of drug molecules is a known challenge faced throughout the pharmaceutical development pathway—from early-stage stability studies to manufacturing processes. During the initial development stage, the major source of peroxide is the formulation excipients, whether they are pre-loaded or generated in situ due to slow degradation, and in the late phase, peroxides can be introduced during sanitization processes or generated via cavitation. In essence, a control strategy for peroxide mitigation often becomes a critical quality attribute for successful drug development. To this end, quantitation of peroxide is essential to monitor the peroxide level to ensure product quality and proposed shelf-life. However, methods for reliable and robust quantitation to detect trace levels of peroxide in a complex drug product matrix become increasingly challenging. This article discusses three high-throughput assays based on absorbance, fluorescence and chemiluminescence measurements to detect peroxide at a low level and compares the methods through validation studies in water. Selected methods have also been tested to understand the forced degradation of model peptide drug products with spiked hydrogen peroxide. Peptide degradation profiles and residual peroxide levels are presented to provide an understanding of the suitability of the quantitation methods and their performance.

过氧化物介导的药物分子氧化是已知的挑战,它贯穿于从早期稳定性研究到生产工艺的整个药品开发过程。在初期开发阶段,过氧化物的主要来源是制剂辅料,不管它们是预先加载的还是由于缓慢降解而在原位产生的;而在后期阶段,过氧化物可能是在消毒过程中引入的,也可能是通过空化产生的。从本质上讲,减轻过氧化物的控制策略往往成为药物研发成功的关键质量属性。为此,过氧化物的定量对于监测过氧化物水平以确保产品质量和建议的保质期至关重要。然而,在复杂的药物产品基质中检测痕量过氧化物水平的可靠而稳健的定量方法越来越具有挑战性。本文讨论了三种基于吸光度、荧光和化学发光测量的高通量检测方法,用于检测低水平的过氧化物,并通过水中的验证研究对这些方法进行了比较。还对所选方法进行了测试,以了解模型多肽药物产品在添加过氧化氢后的强制降解情况。介绍了肽降解曲线和残留过氧化氢水平,以便了解定量方法的适用性及其性能。
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引用次数: 0
Recent progress of DNAzyme-based biosensors for pathogen detection 基于 DNA 酶的病原体检测生物传感器的最新进展
IF 3.1 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-06-24 DOI: 10.1039/d4ay00934g
Heng Xiao, Xingxing Liu, Wenxu Yuan
More pathogens endanger food safety, agricultural productivity, and human health. Many are spread through direct/indirect contact, airborne transmission and food/waterborne transmission, some with severe health consequences. As the population grows and global connections intensify, the transmission of infectious diseases expands. Existing detection methods of pathogen still have some shortcomings, such as time-consuming and operational costs. To fulfil the demands of simple and effective detection, numerous biosensors have been developed. DNAzyme, as a unique DNA structure with catalytic activity, is gradually being applied in the field of pathogen detection due to its ease of preparation and use. In this review, we concentrated on the two main kinds of DNAzyme, hemin/G-quadruplex DNAzyme (HGD) and RNA-cleaving DNAzyme (RCD), explaining its research progress in pathogen detection. Furthermore, we introduced two additional novel DNAzyme, CLICK 17 DNAzyme and Supernova DNAzyme, which showed promising potential in pathogen detection. In the end, we summarized the strengths and weaknesses of these four DNAzyme and offer feasible recommendations for the development of biosensors.
更多的病原体危及食品安全、农业生产力和人类健康。许多病原体通过直接/间接接触、空气传播和食物/水传播等途径传播,其中一些会造成严重的健康后果。随着人口的增长和全球联系的加强,传染病的传播范围也在扩大。现有的病原体检测方法仍存在一些缺点,如耗时长、操作成本高。为了满足简单有效的检测要求,人们开发了许多生物传感器。DNA 酶作为一种具有催化活性的独特 DNA 结构,因其易于制备和使用,逐渐被应用于病原体检测领域。在这篇综述中,我们主要介绍了两种主要的 DNA 酶,即 hemin/G-quadruplex DNA 酶(HGD)和 RNA-cleaving DNA 酶(RCD),并解释了其在病原体检测方面的研究进展。此外,我们还介绍了另外两种新型 DNA 酶:CLICK 17 DNA 酶和 Supernova DNA 酶,它们在病原体检测方面具有广阔的应用前景。最后,我们总结了这四种DNA酶的优缺点,并对生物传感器的开发提出了可行性建议。
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引用次数: 0
An electrochemical H2S sensor based on screen printing Fe@Pt/C/PTFE sensing electrode 基于丝网印刷 Fe@Pt/C/PTFE 传感电极的电化学 H2S 传感器
IF 3.1 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-06-24 DOI: 10.1039/d4ay00657g
Dandan Liu, Xukun Deng, Chunhui Du, Lu Zheng, Yanting Guo, Yanmei Cheng, Guangming Nie
A novel electrochemical gas sensor for sensitive detection of H2S at room temperature is constructed based on Fe@Pt/C composite material. The core-shell structured Fe@Pt catalyst was synthesized by two-step reduction method and physically dispersed in Vulcan XC-72 carbon powders. The core-shell structure increases the effective catalytic surface area of Pt while significantly reducing the usage of the noble metal Pt, leading to improved catalytic performance and decreased production costs. Additionally, the mature screen-printing process is used to coat the catalyst film. Waterproof and breathable PTFE film was used as substrate and the parameters in the screen printing process were also optimized to achieve the best gas sensing performance of the electrode film. Through the detection of hydrogen sulfide (H2S) with different concentrations, it is found that the sensor strictly performs linear correlation in the range of 1-20 ppm, R2=0.99974. Notably, the sensor exhibits high sensitivity (658.45 nA/ppm) and the low detection limit of 0.33 ppm. Moreover, the consistency and stability of the sensor are satisfactory. The constructed gas sensor is expected to be well applied to industrial H2S detection.
基于 Fe@Pt/C 复合材料构建了一种新型电化学气体传感器,可在室温下灵敏检测 H2S。通过两步还原法合成了核壳结构的 Fe@Pt 催化剂,并将其物理分散在 Vulcan XC-72 碳粉中。核壳结构增加了铂的有效催化表面积,同时大大减少了贵金属铂的用量,从而提高了催化性能,降低了生产成本。此外,催化剂薄膜还采用了成熟的丝网印刷工艺。采用防水透气的聚四氟乙烯薄膜作为基底,并对丝网印刷工艺参数进行了优化,以实现电极薄膜的最佳气体传感性能。通过检测不同浓度的硫化氢(H2S),发现该传感器在 1-20 ppm 范围内严格执行线性相关,R2=0.99974。值得注意的是,该传感器具有较高的灵敏度(658.45 nA/ppm)和较低的检测限(0.33 ppm)。此外,传感器的一致性和稳定性也令人满意。所构建的气体传感器有望很好地应用于工业 H2S 检测。
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引用次数: 0
Detection of GSH with a dual-mode biosensor based on carbon quantum dots prepared from dragon fruit peel and T-Hg(Ⅱ)-T mismatch 基于火龙果皮制备的碳量子点和 T-Hg(Ⅱ)-T 错配的双模式生物传感器检测 GSH
IF 3.1 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-06-24 DOI: 10.1039/d4ay00904e
Weiqin Zhao, Ruichen Zhai, Qianxiao Chen, Chun Huang, Haojia Li, Youyu Zhu, Yingfeng Duan, Jie Gao
Glutathione (GSH) was commonly used as a diagnostic biomarker for many diseases. In this study, based on carbon quantum dots prepared from dragon fruit peel (D-CQDs) and T-Hg(Ⅱ)-T mismatch, a dual-mode biosensor was developed for the detection of GSH. This system consists of two single-stranded DNA (ssDNA). DNA1 was the T-rich sequence; DNA2 was attached to streptavidin-coated magnetic beads, and consisted of T-rich and G-rich fragment. Due to the presence of Hg(Ⅱ), the T-Hg(Ⅱ)-T mismatch was formed between T-rich fragment of two ssDNA. In the presence of GSH, Hg(Ⅱ) detached from dsDNA and bound with GSH to form a new complex. The G-rich fragment assembled with the hemin shed from D-CQDs to form the G-quadruplex/hemin complex. At this time, in fluorescence mode, the fluorescence of D-CQDs quenched by hemin could be restored. In colorimetric mode, after the magnetic beads separate, a visual signal could be produced by catalyzing the oxidation of ABTS using the peroxide-like activity of G-quadruplex/hemin complex. This biosensor in fluorescence mode and colorimetric mode both had excellent selectivity and sensitivity, and the limit of detection was 0.089 μM and 0.26 μM for GSH, respectively. Moreover, this proposed dual-mode biosensor had good application prospects for detection of GSH.
谷胱甘肽(GSH)通常被用作多种疾病的诊断生物标志物。本研究以火龙果皮制备的碳量子点(D-CQDs)和 T-Hg(Ⅱ)-T 错配为基础,开发了一种检测 GSH 的双模式生物传感器。该系统由两条单链 DNA(ssDNA)组成。DNA1 是富含 T 的序列;DNA2 连接到链霉亲和素包被的磁珠上,由富含 T 和富含 G 的片段组成。由于 Hg(Ⅱ)的存在,两个 ssDNA 的富 T 片段之间形成了 T-Hg(Ⅱ)-T 错配。在有 GSH 存在的情况下,Hg(Ⅱ) 从 dsDNA 上脱离,并与 GSH 结合形成新的复合物。富含 G 的片段与 D-CQDs 上脱落的 hemin 结合,形成 G-四叠体/hemin 复合物。此时,在荧光模式下,被hemin淬灭的D-CQDs荧光可以恢复。在比色模式下,磁珠分离后,利用 G-quadruplex/hemin 复合物的过氧化物样活性催化 ABTS 氧化,可产生视觉信号。该生物传感器在荧光模式和比色模式下均具有良好的选择性和灵敏度,对 GSH 的检测限分别为 0.089 μM 和 0.26 μM。此外,该双模式生物传感器在检测 GSH 方面具有良好的应用前景。
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引用次数: 0
Transmission electron imaging and diffraction of asbestos fibers in a scanning electron microscope† 扫描电子显微镜中石棉纤维的透射电子成像和衍射。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-06-24 DOI: 10.1039/D4AY00555D
Jason D. Holm and Elisabeth Mansfield

Test protocols for airborne clearance of asbestos abatement sites define the collection, imaging and quantification of asbestos with transmission electron microscopy (TEM). Since those protocols were developed 35 years ago, scanning electron microscope (SEM) capabilities have significantly improved and expanded, with improvements in image spatial resolution, elemental analysis, and transmission electron diffraction capabilities. This contribution demonstrates transmission electron imaging and diffraction using NIST Asbestos Standard Reference Materials and a conventional SEM to provide comparable identification and quantification capabilities in the SEM as the current regulatory methods based on TEM techniques. In particular, we demonstrate that the 0.53 nm layer line spacing that is characteristic of asbestos can be quantified using different detection methods, and that other identifying diffraction signatures of chrysotile are readily obtained. The results demonstrate a viable alternative to the current TEM-based methods for asbestos identification and classification.

石棉清除现场的空气传播测试协议规定了利用透射电子显微镜(TEM)对石棉进行收集、成像和量化。自 35 年前制定这些规程以来,扫描电子显微镜(SEM)的功能得到了显著的改进和扩展,在图像空间分辨率、元素分析和透射电子衍射功能方面都有所提高。本文利用 NIST 石棉标准参考材料和传统扫描电子显微镜演示了透射电子成像和衍射,使扫描电子显微镜具有与目前基于 TEM 技术的监管方法相当的鉴定和量化能力。特别是,我们证明了可以使用不同的检测方法对石棉特有的 0.53 nm 层间距进行量化,并且可以轻松获得温石棉的其他识别衍射特征。这些结果表明,除了目前基于 TEM 的石棉鉴定和分类方法之外,还有一种可行的替代方法。
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引用次数: 0
Human biomonitoring of serum polycyclic aromatic hydrocarbons and oxygenated derivatives by gas chromatography coupled with tandem mass spectrometry† 利用气相色谱-串联质谱法对血清中的多环芳烃和含氧衍生物进行人体生物监测
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-06-21 DOI: 10.1039/D4AY00758A
Rong Yang, Chenwen Shi, Xiaojing Li, Pingsheng Gan, Xinhong Pan, Rongfei Peng and Lei Tan

While polycyclic aromatic hydrocarbons (PAHs) are well-known for their potential carcinogenic and mutagenic effects, the health implications of exposure to oxygenated PAHs (OPAHs), which are significant substitutes with increased persistence and bioaccumulation, are less understood. In this work, we compared the background levels of liquid–liquid, solid-phase, and supported-liquid extraction for the determination of serum PAHs and OPAHs. Liquid–liquid extraction demonstrated minimal background interference and was validated and used for human biomonitoring of PAHs and OPAHs in 240 participants using gas chromatography coupled with tandem mass spectrometry. We observed significant positive correlations between these compounds using Spearman correlation analysis. Furthermore, we investigated the concentration levels and compositions of PAHs and OPAHs among different demographic characteristics, including gender, age, and body mass index. Linear regression analysis demonstrated a weak but significant correlation between total concentrations of PAHs and OPAHs and age and body mass index. A multivariate linear regression analysis was then conducted to examine the association of exposure to individual PAHs and OPAHs with the body mass index. Naphthalene exposure and body mass index showed a statistically significant positive correlation, suggesting that higher levels of naphthalene exposure are associated with higher body mass index values. This study establishes a robust method for biomonitoring PAHs and OPAHs in serum, evaluating the exposure levels of these compounds in healthy adults and highlighting their associations with demographic characteristics.

众所周知,多环芳烃(PAHs)具有潜在的致癌和致突变作用,但人们对暴露于含氧多环芳烃(OPAHs)对健康的影响却知之甚少,因为含氧多环芳烃是持久性和生物累积性更强的重要替代品。在这项研究中,我们比较了液液萃取、固相萃取和支撑液萃取法测定血清多环芳烃和 OPAHs 的本底水平。液液萃取法的背景干扰最小,并通过了验证,可用于气相色谱-串联质谱法对 240 名参与者的多环芳烃和 OPAHs 进行人体生物监测。通过斯皮尔曼相关分析,我们发现这些化合物之间存在明显的正相关关系。此外,我们还调查了不同人群(包括性别、年龄和体重指数)中多环芳烃和 OPAHs 的浓度水平和组成。线性回归分析表明,PAHs 和 OPAHs 的总浓度与年龄和体重指数之间存在微弱但显著的相关性。然后进行了多变量线性回归分析,以研究暴露于单个 PAHs 和 OPAHs 与体重指数之间的关系。萘暴露量与体重指数在统计学上呈显著正相关,表明萘暴露量越高,体重指数值也越高。这项研究建立了一种对血清中多环芳烃和高芳烃进行生物监测的可靠方法,评估了健康成年人的这些化合物的暴露水平,并强调了它们与人口特征的关系。
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引用次数: 0
Comparative analysis of a bulk optode based on a valinomycin ionophore and a nano-optode in micelles with pluronic F-127 for the quantification of potassium in aqueous solutions† 比较分析基于缬氨霉素离子源的块状光电管和含有pluronic F-127胶束的纳米光电管在水溶液中的钾定量。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-06-21 DOI: 10.1039/D4AY00581C
Miguel Villanueva, Jaime Vega-Chacón and Gino Picasso

In this work, two types of optical sensors were prepared for the quantification of potassium: the bulk optode (BO) and nano-optode (NO). The BO was prepared using three main components: the ionophore valinomycin, the ion exchanger tetrakis(4-chlorophenyl) potassium borate (K-TCPB), and the chromoionophore ETH 5294 (CHI). The optimal composition was found to be in a ratio of [1 : 1 : 1]. The NO was prepared by miniaturizing the BO through sonication in surfactant Pluronic F-127. The working range for the linear calibration model of BO was from 10−6 to 1.0 M K+ with a LODBO = 0.31 μM, meanwhile for NO was from 10−4 to 1.0 M K+ with a LODNO = 30.3 μM. Both optodes were tested for selectivity towards K+ in the presence of alkaline and alkaline earth ions, with a selectivity coefficient > 1.0. Furthermore, precision and stability studies of BO and NO were performed for three levels of K+ concentrations, 10−6, 10−3, 1.0 M for BO and 10−4, 10−2, 1.0 M for NO, showing a good homogeneity of the NO in the whole concentration range. However, an excessive variability was obtained for BO at 1.0 M K+. Therefore, the NO represents a potential tool for quantification of K+.

在这项工作中,我们制备了两种用于定量检测钾的光学传感器:块状光电极(BO)和纳米光电极(NO)。大块光电二极管(BO)由三种主要成分制备而成:离子体缬诺霉素、离子交换剂四(4-氯苯基)硼酸钾(K-TCPB)和发色团 ETH 5294(CHI)。最佳成分比例为 [1:1:1]。NO 是在表面活性剂 Pluronic F-127 中通过超声使 BO 微型化而制备的。BO 的线性校准模型工作范围为 10-6 至 1.0 M K+,LODBO = 0.31 μM;NO 的线性校准模型工作范围为 10-4 至 1.0 M K+,LODNO = 30.3 μM。在碱性离子和碱土离子存在的情况下,这两种光电二极管对 K+ 的选择性均大于 1.0。此外,还对三个 K+浓度水平(BO 为 10-6、10-3、1.0 M,NO 为 10-4、10-2、1.0 M)的 BO 和 NO 进行了精度和稳定性研究,结果表明 NO 在整个浓度范围内具有良好的均匀性。然而,在 1.0 M K+ 时,BO 的变异性过大。因此,NO 是一种潜在的 K+ 定量工具。
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引用次数: 0
Detection of sulphur(ii) of carbon dots synthesized from Gardenia residue 用栀子渣合成的碳点的硫(II)检测。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-06-21 DOI: 10.1039/D4AY00909F
Zhaoxia Li, Yuchuan Dong, Xinyi Li, Dongchun Li, Jia Dong, Panchen Wang, Shuwei Chen and Huiling Geng

The detection of anions using carbon dots (CDs) has received less attention compared to cations. Therefore, the present study aimed to develop a fluorescence sensor based on carbon dots (CDs) capable of detecting S2− in real water samples. The CDs were successfully prepared from the residues of a traditional Chinese herb, Gardenia, which emitted green photoluminescence (PL) under ultraviolet light irradiation. The as-prepared CDs were quasi-spherical in shape and ranged in size from 10 to 30 nm. Different detailed analyses proved that the CDs had good morphology, various functional groups, high water solubility, great optical features, and excellent stability under diverse environmental conditions. The ion detection showed that only Ag+ had the strongest fluorescence quenching effect on the CDs, however, the addition of S2− could recover their fluorescence. Based on these results, an “off–on” fluorescence sensor was achieved to selectively detect the concentration of S2− in real water samples with a limit of detection (LOD) of 39 μM, which further expanded the application of residues from traditional Chinese herbal medicine.

与阳离子相比,使用碳点(CD)检测阴离子受到的关注较少。因此,本研究旨在开发一种基于碳点(CD)的荧光传感器,能够检测真实水样中的 S2-。本研究成功地从一种传统中草药栀子的残留物中制备了碳点,该残留物在紫外线照射下可发出绿色光致发光(PL)。制备的光盘呈类球形,大小在 10 至 30 纳米之间。各种详细的分析表明,这些光盘具有良好的形貌、多种官能团、高水溶性、优异的光学特性以及在不同环境条件下的优异稳定性。离子检测结果表明,只有 Ag+ 对光盘具有最强的荧光淬灭效应,但加入 S2- 则可恢复其荧光。基于这些结果,一种 "关-开 "荧光传感器实现了对真实水样中 S2- 浓度的选择性检测,检测限(LOD)为 39 μM,进一步拓展了中药残留的应用领域。
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引用次数: 0
Cell recognition based on features extracted by AFM and parameter optimization classifiers 基于原子力显微镜提取的特征和参数优化分类器的细胞识别。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-06-20 DOI: 10.1039/D4AY00684D
Junxi Wang, Fan Yang, Bowei Wang, Jing Hu, Mengnan Liu, Xia Wang, Jianjun Dong, Guicai Song and Zuobin Wang

Intelligent technology can assist in the diagnosis and treatment of disease, which would pave the way towards precision medicine in the coming decade. As a key focus of medical research, the diagnosis and prognosis of cancer play an important role in the future survival of patients. In this work, a diagnostic method based on nano-resolution imaging was proposed to meet the demand for precise detection methods in medicine and scientific research. The cell images scanned by AFM were recognized by cell feature engineering and machine learning classifiers. A feature ranking method based on the importance of features to responses was used to screen features closely related to categorization and optimization of feature combinations, which helps to understand the feature differences between cell types at the micro level. The results showed that the Bayesian optimized back propagation neural network has accuracy rates of 90.37% and 92.68% on two cell datasets (HL-7702 & SMMC-7721 and GES-1 & SGC-7901), respectively. This provides an automatic analysis method for identifying cancer cells or abnormal cells, which can help to reduce the burden of medical or scientific research, decrease misjudgment and promote precise medical care for the whole society.

智能技术可以帮助诊断和治疗疾病,这将为未来十年的精准医疗铺平道路。作为医学研究的重点,癌症的诊断和预后对患者未来的生存起着重要作用。本研究提出了一种基于纳米分辨率成像的诊断方法,以满足医学和科学研究对精确检测方法的需求。通过细胞特征工程和机器学习分类器对原子力显微镜扫描的细胞图像进行识别。采用基于特征对反应重要性的特征排序方法,筛选与分类和优化特征组合密切相关的特征,有助于在微观层面理解细胞类型之间的特征差异。结果表明,贝叶斯优化反向传播神经网络在两个细胞数据集(HL-7702 & SMMC-7721 和 GES-1 & SGC-7901)上的准确率分别为 90.37% 和 92.68%。这为识别癌细胞或异常细胞提供了一种自动分析方法,有助于减轻医学或科学研究的负担,减少误判,促进全社会的精准医疗。
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引用次数: 0
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