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Spot test with smartphone digital image analysis for determination of methadone in exhaled breath condensate. 智能手机数字图像分析法测定呼出液中美沙酮的现场试验。
Pub Date : 2025-03-15 Epub Date: 2024-12-19 DOI: 10.1016/j.saa.2024.125612
Yasaman Sefid-Sefidehkhan, Abolghasem Jouyban, Jafar Soleymani, Maryam Khoubnasabjafari, Vahid Jouyban-Gharamaleki, Elaheh Rahimpour

In this work, we explored the potential of the spot test combined with image analysis using smartphones as a rapid, simple, low-cost, and environmentally friendly method for identifying methadone concentration. Herein, a carbon-gold nanocomposite has been used to generate color variation at different concentrations of methadone. The data obtained from the digital image colorimetric method was compared with those from the UV-Vis spectroscopy as a standard technique. This method was also utilized for extensive optimization and validation procedures. Through image analysis, it can be obtained with the PhotoMetrix smartphone App. and single-variable calibration of collected images. This program computes and processes image histograms from the smartphone camera automatically to determine the concentration of methadone in biological samples. For further analysis, the multivariate calibration technique of PARAFAC can also be used on the images that were taken inside the MATLAB program.

在这项工作中,我们探索了现场测试与智能手机图像分析相结合的潜力,作为一种快速、简单、低成本和环保的方法来识别美沙酮浓度。在此,碳金纳米复合材料被用于在不同浓度的美沙酮下产生颜色变化。将数字图像比色法所得数据与紫外可见光谱法所得数据进行了比较。该方法还用于广泛的优化和验证程序。通过图像分析,利用PhotoMetrix智能手机应用程序,对采集到的图像进行单变量校准,即可得到。该程序自动计算和处理来自智能手机相机的图像直方图,以确定生物样品中美沙酮的浓度。为了进一步分析,PARAFAC的多元校准技术也可以用于MATLAB程序内拍摄的图像。
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引用次数: 0
A coumarin and 1,8-napthyridine conjugated novel molecular hybrid: Synthesis, DFT insights and unveiling the selective fluorescent sensing of Hg2+ ions with live-cell imaging application. 香豆素和1,8-萘啶共轭的新型分子杂化物:合成、DFT见解和揭示Hg2+离子选择性荧光传感与活细胞成像应用。
Pub Date : 2025-03-15 Epub Date: 2024-12-16 DOI: 10.1016/j.saa.2024.125606
G Durga Prasad, Raghvendra Niranjan, Mariyaraj Arockiaraj, Venkatachalam Rajeshkumar, Surendra H Mahadevegowda

Herein, we have used a simple synthetic strategy to access a novel non-sulfur fluorescent molecular probe coumarin and 1,8-napthyridine conjugated probe DNCS. The developed probe has great selectivity and sensitivity for detecting Hg2+ ions. Our photophysical properties evaluation for the synthesized probe with different metal ions (Ba2+, Al3+, Ca2+, Bi3+, Ce3+, Cd2+, Cu2+, Sr2+, Co2+, Fe2+, Cr3+, Fe3+, Mn2+, Hg2+, Zn2+, Pb2+, Ni2+, and Sn2+) unveiled the very selective and sensitive fluorescence sensing behavior with Hg2+ ions in the energy window of near UV and visible light radiation in an organic aqueous solvent mixture (EtOH and water). The limit of detection (LOD) of 9.04 x10-5 M and binding constant of 2.56 × 103 M-1 were obtained for the probe DNCS with Hg2+ ions, and 1:1 stoichiometric complexation. Our bioimaging experiments demonstrated that the developed probe exhibited fluorescent sensing behaviors towards Hg2+ ions with HCT 116 cells. Moreover, the current studies present the electronic properties of the DNCS probe computed through DFT computation studies at the B3LYP/6-311G(d,p) level of theory. We are confident that the developed fluorescent probe has the potential for the efficient fluorometric detection of Hg2+ ions and plays a significant role in environmental and human health protection.

本文采用简单的合成策略获得了一种新型的非硫荧光分子探针香豆素和1,8-萘啶偶联探针dnc。该探针对Hg2+离子的检测具有很高的选择性和灵敏度。我们对不同金属离子(Ba2+, Al3+, Ca2+, Bi3+, Ce3+, Cd2+, Cu2+, Sr2+, Co2+, Fe2+, Cr3+, Fe3+, Mn2+, Hg2+, Zn2+, Pb2+, Ni2+, Sn2+)合成的探针进行了光物理性能评价,揭示了Hg2+离子在有机水溶液混合物(EtOH和水)近紫外和可见光辐射的能量窗口中具有非常选择性和敏感的荧光传感行为。以Hg2+离子为探针,采用1:1的化学计量络合,检测限为9.04 × 10-5 M,结合常数为2.56 × 103 M-1。我们的生物成像实验表明,所开发的探针在HCT 116细胞中对Hg2+离子表现出荧光传感行为。此外,目前的研究在B3LYP/6-311G(d,p)的理论水平上通过DFT计算研究了dnc探针的电子性质。我们相信,开发的荧光探针具有高效荧光检测Hg2+离子的潜力,在环境和人类健康保护中发挥重要作用。
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引用次数: 0
A TDDFT exploration on the excited-state intramolecular proton transfer in 2-(2'-hydroxyphenyl)-benzimidazole derivatives. 2-(2′-羟基苯基)-苯并咪唑衍生物分子内激发态质子转移的TDDFT研究。
Pub Date : 2025-03-15 Epub Date: 2024-12-16 DOI: 10.1016/j.saa.2024.125607
Mingxia Hu, Yanrong Jia, Qinghu Ni, Yu Li, Jingtao Zhu, Yanying Zhao

Excited-state intramolecular proton transfer (ESIPT) reactions are one of the fundamental energy transformation reactions in catalysis and biological process. The combining ESIPT with the twisted intramolecular charge transfer (TICT) brings the richness of optical, photoelectronic performances to certain functional compounds. Delineating the mechanism of ESIPT + TICT reactions and further understanding why a specific functional group dominates are fundamentally crucial for the design and application of the functionally photoelectric materials. In this paper, six 2-(2'-hydroxyphenyl) benzimidazole (HBIgens) derivatives involved in ESIPT + TICT were investigated by density functional theory (DFT) and time-dependent density functional theory (TD-DFT) calculations to have an insight into the photophysical and photochemical process in acetonitrile. The optimized geometries indicated that the intramolecular hydrogen bonds (-O-H···N-) were enhanced in the corresponding first singlet, which provided the fundamentally outstanding prerequisites of the ESIPT reactions. By further charge analysis, it is indicated that the introduction of substitutes to the different positions would determine the Stokes' shifts, and the electron-adopting p-cyanophenyl group mainly contributed to the TICT structure. Constraint scanning the potential energy curves of both ground and first singlet excited states, the electron-adopting N,N-diethylamino group on the meta position could enhance the barrier and inhibit the ESIPT reaction. Furthermore, the nucleus independent chemical shift (NICS(1)_ZZ) values of phenol groups indicate the relationship between the reversal aromaticity and the barrier of ESIPT, both of which were proved to be negatively correlated in the ESIPT reaction. It is concluded that not only both types and positions of substituents can tune the excited-state proton transfer behaviors in HBIgen derivatives, but also the aromatic rule can easily be applied to elaborate the ESIPT reaction.

激发态分子内质子转移(ESIPT)反应是催化和生物过程中最基本的能量转化反应之一。将ESIPT与扭曲分子内电荷转移(TICT)相结合,为某些功能化合物带来了丰富的光学、光电性能。明确ESIPT + TICT反应机理,进一步了解特定官能基占主导地位的原因,对功能光电材料的设计和应用至关重要。本文通过密度泛函理论(DFT)和时变密度泛函理论(TD-DFT)计算,研究了6个2-(2′-羟基苯基)苯并咪唑(HBIgens)衍生物在ESIPT + TICT中的光物理和光化学过程。优化后的几何结构表明,分子内氢键(- o - h···N-)在相应的第一单重态中得到增强,这为ESIPT反应提供了基本的先决条件。进一步的电荷分析表明,在不同位置上引入取代基会决定Stokes位移,而对氰苯基的电子占据了TICT结构的主要位置。约束扫描基态和第一单重态激发态的势能曲线,发现元位上的N,N-二乙胺基能增强势垒,抑制ESIPT反应。此外,苯酚基团的核无关化学位移(NICS(1)_ZZ)值表明了反转芳香性与ESIPT的势垒之间的关系,两者在ESIPT反应中被证明是负相关的。结果表明,取代基的类型和位置不仅可以调节HBIgen衍生物的激发态质子转移行为,而且芳香族规则也可以很容易地用于描述ESIPT反应。
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引用次数: 0
A smartphone-enabled colorimetric sensor based on VS2 quantum dots for Rapid and on-site detection of ferric ions. 一种基于VS2量子点的智能手机比色传感器,用于快速和现场检测铁离子。
Pub Date : 2025-03-15 Epub Date: 2024-12-16 DOI: 10.1016/j.saa.2024.125609
Anushka Yadav, Pinky Sagar, Monika Srivastava, Amit Srivastava, Rajneesh Kumar, S K Srivastava

This research delves into the holistic hydrothermal synthesis of VS2 QDs and their subsequent utilization as a fluorescent probe for the subtle detection of ferric ions (Fe3+) in practical sample matrices. The detection paradigms harness a colorimetric sensing mechanism, amplified by smartphone-enabled analytical integration for improved precision and real-time monitoring. A comprehensive suite of analytical characterization techniques has been employed, revealing that the as-synthesized VS2 QDs feature a surface densely populated with functional groups. While the VS2 QDs showcase interactions with multifarious metal ions in aqueous media, they set forth a pronounced and selective fluorescent quenching response toward Fe3+ ions, markedly surpassing their interactions with other metal ions. The developed sensing probe exhibits a linear detection range spanning from 0 - 90 μM, with a LOD as low as 2.25 μM, also exhibits exceptional sensitivity (KD ∼ 0.8 × 104 M-1) and remarkable selectivity for Fe3+ ions, harnessing the intrinsic photoluminescent characteristics of VS2 QDs. In addition, a sophisticated portable smartphone platform, integrated with a radiometric fluorescence probe specifically tailored for in-situ detection of Fe3+ at the point of care, exhibits a LOD of approximately 5.05 μM, a value that resides below the prescribed safety threshold. Thus, the proposed probe stands to function as an exceptionally potent sensing apparatus for the precise quantification of Fe3+ in complex real-world samples.

本研究深入研究了VS2量子点的整体水热合成及其随后作为荧光探针用于实际样品基质中铁离子(Fe3+)的精细检测。检测范例利用比色传感机制,通过智能手机支持的分析集成进行放大,以提高精度和实时监测。采用了一套全面的分析表征技术,揭示了合成的VS2量子点具有密集的官能团表面。虽然VS2量子点在水介质中表现出与多种金属离子的相互作用,但它们对Fe3+离子表现出明显的选择性荧光猝灭响应,明显优于与其他金属离子的相互作用。该传感探针的线性检测范围为0 ~ 90 μM, LOD低至2.25 μM,并且利用VS2量子点的固有光致发光特性,对Fe3+离子具有优异的灵敏度(KD ~ 0.8 × 104 M-1)和显著的选择性。此外,一个先进的便携式智能手机平台,集成了一个专门用于在护理点原位检测Fe3+的辐射荧光探针,其LOD约为5.05 μM,低于规定的安全阈值。因此,所提出的探针将作为一种非常有效的传感装置,用于在复杂的现实世界样品中精确量化Fe3+。
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引用次数: 0
Resonance light scattering combined with miniaturized Thermal-Assisted Purge-and-Trap device for screening of hydrochloride drugs. 共振光散射联合小型热辅助吹扫捕集装置筛选盐酸药物。
Pub Date : 2025-03-15 Epub Date: 2024-12-16 DOI: 10.1016/j.saa.2024.125605
Chenbing Xi, Chi Tian, Laishui Yu, Yuhao Xiong, Zhijiao Tang, Zhengyi Chen

Resonance Light Scattering (RLS) is a sensitive analytical technology hindered by its susceptibility to impurities in complex samples. This study introduces a combination of RLS with a high-efficiency sample preparation device, the Miniaturized Thermal-Assisted Purge-and-Trap (MTAPT), enhancing RLS's effectiveness in complex sample analysis. Specifically, we utilized MTAPT-RLS for the indirect screening of illegal hydrochloride drug additions in health products, based on three considerations: the transformation of bound HCl in hydrochloride drugs into volatile HCl under strong acid and heat; the minimal Cl content in health products for taste purposes; and the detectability of Cl ions by RLS upon the addition of AgNO3 and a stabilizer. Employing RLS, this method quantifies Cl elements via fluorescence signals, achieving a linear response (R = 0.9984) across 5.0-80.0 μg/mL and a recovery rate of 94.1-114.0 % across three sample types. With a detection limit of 2.0 μg/mL, this approach exceeds traditional rapid detection methods in speed and sensitivity, offering substantial benefits for food safety monitoring. Additionally, we developed a smartphone-based detection system utilizing RGB signal changes captured by smartphone cameras, coupled with a custom app. This system shows a linear response (R = 0.9888) within the same concentration range and detection limit. Notably, the green light source provided the highest sensitivity, aligning with the RLS peak at approximately 520 nm. With its excellent portability, this method is well-suited for on-site rapid detection, independent of bulky analytical instruments.

共振光散射(RLS)是一种复杂样品中易受杂质影响的灵敏分析技术。本研究将RLS与高效的样品制备装置——小型化热辅助吹扫捕集(mtap)相结合,提高了RLS在复杂样品分析中的有效性。具体而言,我们利用mtap - rls间接筛选保健品中非法添加的盐酸药物,基于三个考虑:盐酸药物中的结合HCl在强酸和高温下转化为挥发性HCl;保健品中以口味为目的的最低氯含量;以及加入AgNO3和稳定剂后,RLS对Cl离子的检测能力。该方法利用荧光信号定量测定Cl元素,在5.0 ~ 80.0 μg/mL范围内具有良好的线性响应(R = 0.9984), 3种样品类型的回收率为94.1 ~ 114.0%。该方法的检出限为2.0 μg/mL,在速度和灵敏度上都超过了传统的快速检测方法,为食品安全监测提供了实实在在的好处。此外,我们开发了一种基于智能手机的检测系统,利用智能手机相机捕获的RGB信号变化,并结合定制的应用程序。该系统在相同的浓度范围和检测限内显示出线性响应(R = 0.9888)。值得注意的是,绿色光源提供了最高的灵敏度,与大约520 nm的RLS峰对齐。由于其出色的便携性,该方法非常适合现场快速检测,不需要笨重的分析仪器。
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引用次数: 0
A highly-sensitive fluorescent probe for the detection of copper ions and its applications in water quality monitoring, neural cell imaging and plant imaging. 一种用于铜离子检测的高灵敏度荧光探针及其在水质监测、神经细胞成像和植物成像中的应用。
Pub Date : 2025-03-15 Epub Date: 2024-12-18 DOI: 10.1016/j.saa.2024.125613
Junjie Chen, Shengdong Liu, Dongmei Deng, Guangkun Guo, Yonggang Min

High copper levels pose a risk to environmental and human health due to their toxicity and widespread industrial application, in which abnormal copper levels are associated with various diseases both in neurodegenerative diseases and plant growth. Thus, a turn-on fluorescent probe BBYD-Cu, based on donor-acceptor type structure, was designed and synthesized with easy preparations. BBYD-Cu can specifically recognized Cu2+ by 2-picolinic ester group, then released the fluorophore to enhance the fluorescent signals. With a detection limit of 31 nM, it displays extremely sensitive and precise Cu2+ detection. In addition, BBYD-Cu has the advantages of fast response speed (within 3 min), excellent selectivity and strong anti-interference ability for Cu2+. Significantly, the BBYD-Cu demonstrates superior detection and imaging performance even in intricate real-world environmental samples, biological nerve cells and plant soybean sprout root tissue.

由于铜的毒性和广泛的工业应用,高铜水平对环境和人类健康构成风险,其中铜水平异常与神经退行性疾病和植物生长中的各种疾病有关。因此,设计并合成了一种易于制备的基于供体-受体型结构的开启荧光探针BBYD-Cu。BBYD-Cu可以通过2-吡啶酯基特异性识别Cu2+,释放荧光团增强荧光信号。检测限为31 nM,具有极高的灵敏度和精确的Cu2+检测。此外,BBYD-Cu对Cu2+具有响应速度快(3 min以内)、选择性好、抗干扰能力强等优点。值得注意的是,即使在复杂的现实环境样本、生物神经细胞和植物大豆芽根组织中,BBYD-Cu也表现出卓越的检测和成像性能。
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引用次数: 0
The role of third component in coumarin-based all-small-molecule ternary organic solar cells with non-fullerene acceptor based on molecular stacking. 基于分子堆叠的非富勒烯受体的香豆素基全小分子三元有机太阳能电池中第三组分的作用。
Pub Date : 2025-03-15 Epub Date: 2024-12-19 DOI: 10.1016/j.saa.2024.125624
Li-Li Wang, Hai-Ping Zhou, Zhi-Wen Zhao, Qing-Qing Pan, Xing-Man Liu, Jin-Hong Han, Zhongmin Su

The power conversion efficiency (PCE) of ternary all-small-molecule organic solar cells (T-ASM-OSCs) differs significantly from that of the polymer systems (2 %), and the role of third component remains unclear. The electron donor of coumarin derivatives with simple structure and strong and broad light absorption has high PCE for T-ASM-OSCs composed of non-fullerene acceptors (Y6 and DBTBT-IC). Here, we calculated the electronic structure and interfacial properties of the binary C1-CN:Y6 and ternary C1-CN:Y6:DBTBT-IC systems using molecular dynamic (MD) simulations and density functional theory (DFT) to explore the role of the third component (DBTBT-IC). The addition of the third component mainly facilitates the different stacking patterns of the host system in ternary OSCs, optimizes the charge transfer properties, enhances the light absorption, generates more CT pathways and significantly promotes the charge separation for unfavorable stacking patterns. While the guest system composed of C1-CN:DBTBT-IC also leads to the ternary system with more stable stacking patterns and low exciton binding energy. This work elucidates the role of the third component and the importance of interfacial molecular stacking, providing theoretical guidance for the selection and design of organic photovoltaic materials.

三元全小分子有机太阳能电池(T-ASM-OSCs)的功率转换效率(PCE)与聚合物系统(2%)有显著差异,第三组分的作用尚不清楚。香豆素衍生物的电子给体结构简单,光吸收强且宽,对由非富勒烯受体(Y6和DBTBT-IC)组成的T-ASM-OSCs具有较高的PCE。本文采用分子动力学(MD)模拟和密度泛函理论(DFT)计算了二元C1-CN:Y6和三元C1-CN:Y6:DBTBT-IC体系的电子结构和界面性质,探讨了第三组分(DBTBT-IC)的作用。第三组分的加入主要促进了三元osc中宿主体系的不同堆叠模式,优化了电荷转移特性,增强了光吸收,产生了更多的CT通路,并显著促进了不利堆叠模式下的电荷分离。而由C1-CN:DBTBT-IC组成的客体体系也可以得到更稳定的堆叠模式和低激子结合能的三元体系。本工作阐明了第三组分的作用和界面分子堆积的重要性,为有机光伏材料的选择和设计提供了理论指导。
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引用次数: 0
A novel mitochondrial-targeted fluorescent probe for ratiometric imaging of nitric oxide in cells and zebrafish. 一种新型线粒体靶向荧光探针,用于细胞和斑马鱼中一氧化氮的比例成像。
Pub Date : 2025-03-15 Epub Date: 2024-12-18 DOI: 10.1016/j.saa.2024.125636
Bin Lin, Jiaxin Fan, Shuting Li, Yifeng Han

Nitric oxide (NO) is a key signaling molecule that regulates energy metabolism, apoptosis, and antioxidant balance within mitochondria. It is closely associated with the development of cardiovascular diseases, neurodegenerative diseases, and cancer. Therefore, developing fluorescent probes capable of accurately detecting NO levels in mitochondria is essential for understanding disease mechanisms and clinical diagnostics. In this study, we developed a novel fluorescent probe based on the isophorone fluorophore. This probe achieves high sensitivity and specific ratiometric detection of NO in mitochondria by regulating the intramolecular charge transfer (ICT) effect. The probe emits red fluorescence before reacting with NO, and the addition of NO triggers an amine-NO addition reaction that inhibits the ICT effect, resulting in a color change to yellow-green fluorescence. This ratiometric fluorescence response provides a new method for quantitatively detecting NO. Additionally, the probe has a significant Stokes shift and good ratiometric wavelength separation, enhancing detection accuracy. It localizes explicitly to mitochondria, directly reflecting changes in mitochondrial NO concentration. Experiments in HeLa cells and zebrafish models have demonstrated the potential application of the probe in diagnosing and studying NO-related diseases. This provides new strategies and tools for researching the biological functions of NO and the early diagnosis of related diseases.

一氧化氮(NO)是调节线粒体内能量代谢、细胞凋亡和抗氧化平衡的关键信号分子。它与心血管疾病、神经退行性疾病和癌症的发展密切相关。因此,开发能够准确检测线粒体NO水平的荧光探针对于了解疾病机制和临床诊断至关重要。在这项研究中,我们开发了一种基于异音酮荧光团的新型荧光探针。该探针通过调节分子内电荷转移(ICT)效应实现了线粒体NO的高灵敏度和特异性比例检测。探针在与NO反应前发出红色荧光,NO的加入引发胺-NO加成反应,抑制ICT效应,使颜色变为黄绿色荧光。这种比例荧光响应为一氧化氮的定量检测提供了新的方法。此外,该探头具有显著的斯托克斯位移和良好的比例波长分离,提高了检测精度。它明确定位于线粒体,直接反映线粒体NO浓度的变化。在HeLa细胞和斑马鱼模型上的实验证明了该探针在诊断和研究no相关疾病方面的潜在应用。这为研究NO的生物学功能及相关疾病的早期诊断提供了新的策略和工具。
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引用次数: 0
A fluorescent signal amplification strategy via host-guest recognition for cortisol detection. 通过主客识别的皮质醇检测荧光信号放大策略。
Pub Date : 2025-03-15 Epub Date: 2024-12-19 DOI: 10.1016/j.saa.2024.125611
Jiao Wang, Jinming Kong, Xueji Zhang

Psychological stress is a major contributor to individual health disparities. Accurate and quantitative detection of stress markers is crucial preventing mental health related problems. Supramolecular chemistry is widely used in drug delivery, catalysis, sensors and other applications. However, due to the difficulty of host functionalization such as cyclodextrins and solid-state pillar[n], it is still a challenge to directly realize the detection of guests through host-guest recognition behavior. Here, we reported an atom transfer radical polymerization (ATRP) fluorescent biosensor for direct and selective detection of guest molecule stress marker cortisol, translating molecular recognition behavior into quantifiable detection signals. Realizes quantitative chemical detection and builds a portable and affordable sensing platform for quantitative detection of target molecules without complex cross-linking steps. Overcomes the disadvantages of traditional methods that require the use of antibodies or are difficult to functionalize during the host-guest recognition process. This ATRP fluorescent biosensor was fabricated by employing zinc phthalocyanine (ZnPc) as a photocatalyst under 630 nm wavelength radiation, β-CD-Br15 as a macromolecular initiator, and fluorescein O-methacrylate (FMA-O) as a monomer for polymerization. The system provides ultra-high sensitivity for the detection of cortisol (limit of detection 0.47 ng/mL) and specificity for the detection of cortisol in the presence of interfering substances such as progesterone and urea. Selective and real sample experiments confirm the specificity and scalability of this mechanism can also be customized by the rational design of the host-guest complex to quantitatively detect various molecules. This study confirms the feasibility of using a cyclodextrin-centered macromolecular initiator as a capture and label-free fluorescent biosensor for cortisol, a stress biomarker.

心理压力是造成个人健康差异的一个主要因素。准确和定量地检测压力标记是预防心理健康相关问题的关键。超分子化学广泛应用于药物传递、催化、传感器等领域。然而,由于环糊精和固态柱等宿主功能化的难度[n],通过主客识别行为直接实现对客体的检测仍然是一个挑战。在这里,我们报道了一种原子转移自由基聚合(ATRP)荧光生物传感器,用于直接和选择性检测客体分子应激标志物皮质醇,将分子识别行为转化为可量化的检测信号。实现定量化学检测,搭建便携、经济实惠的传感平台,无需复杂交联步骤即可对目标分子进行定量检测。克服了传统方法在主客体识别过程中需要使用抗体或难以功能化的缺点。以酞菁锌(ZnPc)为光催化剂,β-CD-Br15为大分子引发剂,荧光素o -甲基丙烯酸酯(FMA-O)为单体进行聚合制备ATRP荧光生物传感器。该系统对皮质醇的检测具有超高的灵敏度(检测限为0.47 ng/mL),对存在黄体酮、尿素等干扰物质的皮质醇检测具有特异性。选择性和真实样品实验证实了该机制的特异性和可扩展性,也可以通过合理设计主客体复合物进行定制,定量检测各种分子。本研究证实了以环糊精为中心的大分子引发剂作为应激生物标志物皮质醇的捕获和无标记荧光生物传感器的可行性。
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引用次数: 0
Rapid and high accuracy identification of culture medium by CNN of Raman spectra. 通过拉曼光谱 CNN 对培养基进行快速、高精度的鉴定。
Pub Date : 2025-03-15 Epub Date: 2024-12-16 DOI: 10.1016/j.saa.2024.125608
Yu Wan, Yue Jiang, Weiheng Zheng, Xinxin Li, Yuanchen Sun, Zongnan Yang, Chuang Qi, Xiangwei Zhao

Culture media are widely used for biological research and production. It is essential for the growth of microorganisms, cells, or tissues. It includes complex components like carbohydrates, proteins, vitamins, and minerals. The media's consistency is key for predictable outcomes in biology applications. However, traditional methods of analyzing media are costly and time-consuming by using chromatography or mass spectrometry. This study introduces an innovative approach using optimized convolutional neural networks (CNN) combined with Raman spectroscopy to identify culture media. Samples of culture media from different models and batches are prepared for identification experiment. Raman spectra of each culture media samples are captured with unique molecular vibrations and rotations by Raman spectrometer rapidly. After preprocessing of sample data, Raman spectra are input to CNN for identification training and validation. An optimized CNN with more layers is designed to enhance the identify ability for Raman spectra. In experiment, it compared the performance of PCA-SVM, the original CNN, and an optimized CNN for media identification. The PCA-SVM achieved high accuracy and precision rates of 99.19% and 98.39% respectively. The original CNN achieved an accuracy of 71.89% due to limited training dataset. The optimized CNN model achieved a perfect accuracy rate of 100% in identifying different culture media. To avoid overfitting risk, additional external test is performed with optimized CNN. The result confirmed that optimized CNN offering effectiveness in identifying media from different models and batches, with strong generalization ability. The findings in study may offer an efficient and cost-effective method for pharmaceutical companies, to ensure the consistency of culture media.

培养基广泛用于生物研究和生产。它是微生物、细胞或组织生长所必需的。它包括碳水化合物、蛋白质、维生素和矿物质等复杂成分。媒介的一致性是生物学应用中可预测结果的关键。然而,传统的介质分析方法是使用色谱法或质谱法,既昂贵又耗时。本研究介绍了一种利用优化卷积神经网络(CNN)结合拉曼光谱识别培养基的创新方法。准备不同型号、不同批次的培养基样品进行鉴定实验。利用独特的分子振动和旋转,拉曼光谱仪可以快速捕获每种培养基样品的拉曼光谱。对样本数据进行预处理后,将拉曼光谱输入CNN进行识别训练和验证。为了提高对拉曼光谱的识别能力,设计了一种多层优化的CNN。在实验中,比较了PCA-SVM、原始CNN和优化后的CNN在媒体识别中的性能。PCA-SVM的正确率和精密度分别达到99.19%和98.39%。由于训练数据有限,原始CNN的准确率为71.89%。优化后的CNN模型对不同培养基的识别准确率达到100%。为避免过拟合风险,对优化后的CNN进行额外的外部测试。结果证实,优化后的CNN在识别不同模型和批次的介质上是有效的,具有较强的泛化能力。研究结果可为制药企业保证培养基的一致性提供一种高效、经济的方法。
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Spectrochimica acta. Part A, Molecular and biomolecular spectroscopy
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