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Smartphone digital image colorimetry couple with chemometric approach for determination of boron in nuts prior to deep eutectic solvent liquid-liquid microextraction: a first application of hybrid chemometrics in SDIC. 智能手机数字图像比色法与化学计量法在深度共晶溶剂液-液微萃取前测定坚果中的硼:混合化学计量学在SDIC中的首次应用。
IF 1.8 4区 化学 Q3 CHEMISTRY, ANALYTICAL Pub Date : 2025-01-21 DOI: 10.1007/s44211-024-00710-8
Bashir Ismail Ahmad, Salihu Ismail, Jude Caleb, Suleyman Asir, Abdullahi Garba Usman

In this research, a green approach utilizing deep eutectic solvent liquid-liquid microextraction is combined with smartphone digital image colorimetry for the determination of boron in nut samples. A smartphone camera was used to capture the image of the analyte extract located in a custom-made colorimetric box. Using ImageJ software, the images were split into RGB channels, with the green channel identified as the optimum. The distance between the cuvette containing the analyte extract and the detection camera was determined to be 8 cm, while the brightness of the light source was 30%. All the images were obtained at 585 nm monochromatic light positioned as a background source. The extraction was achieved with 450 µL of a 1:4 choline-chloride to phenol mole ratio within 60 s and another minute of centrifugation. The limits of detection and quantification were found to be 0.02 and 0.06 µg mL-1, respectively. The method linearity, as indicated by the relative coefficient, was greater than 0.9955 and the relative standard deviations were below 5.4%. Lastly, the application of chemometrics in the form of artificial intelligence (AI)-based models and hybrid machine learning methodologies has been incorporated with SDIC for the quantitative simulation of SDIC parameters. The results gathered showed that these models are capable of predicting the quantitative SDIC parameters.

本研究采用深度共晶溶剂液液微萃取与智能手机数字图像比色法相结合的绿色方法测定坚果样品中的硼。使用智能手机相机捕捉位于定制比色盒中的分析物提取物的图像。利用ImageJ软件将图像分割为RGB通道,确定绿色通道为最佳通道。测定含有分析物提取物的比色皿与检测相机的距离为8 cm,光源亮度为30%。所有图像均在背景光源为585 nm的单色光下获得。以450µL氯化胆碱与苯酚的摩尔比为1:4,在60 s内完成提取,离心1分钟。检测限为0.02µg mL-1,定量限为0.06µg mL-1。相对系数表明,方法线性度大于0.9955,相对标准偏差小于5.4%。最后,化学计量学以基于人工智能(AI)的模型和混合机器学习方法的形式应用于SDIC,用于SDIC参数的定量模拟。结果表明,这些模型能够定量预测SDIC参数。
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引用次数: 0
Surface-modified carbon quantum dot for enhanced fluorescent-sensing of hexagonal valent chromium. 用于增强六方价铬荧光传感的表面改性碳量子点。
IF 1.8 4区 化学 Q3 CHEMISTRY, ANALYTICAL Pub Date : 2025-01-21 DOI: 10.1007/s44211-025-00716-w
Kangle Shang, Hansong Chen, Wenwen Yang, Yucheng He, Baoyi Liu, Xuxin Yi, Xiaoli Tan, Ming Fang

As one of the most harmful heavy metal pollutants, hexavalent chromium Cr(VI) is becoming a serious threat to human health. Thus pursuing a remarkably sensitive method to monitor the Cr(VI) concentration in natural conditions is favored for the fast response to prevent harm. In the present work, an ethylenediamine (En) and SiO2-modified wool keratin-based carbon quantum dot (CQD)(En@CQDs@SiO2) fluorescent sensor is prepared, and the En is found to improve the discrimination ability by binding the Cr(VI) with the surface carboxyl groups. Based on these designs, the En@CQDs@SiO2 achieves a significant improvement in the Cr(VI) detection ability, with a detection limit of 6.08 × 10-4 mg/L, which succeeded 6 times over CQDs, and is better than conventional UV-Vis and flame atomic absorption (AAS) techniques. Furthermore, the fluorescent sensor has good relative sensitivity, selectivity, good spectral reproducibility, and excellent structural stability. These properties make the sensor suitable for environmental Cr(VI) detection, which undoubtedly improves the economy and environmental friendliness of the fluorescent sensor.

六价铬(Cr(VI))作为危害最大的重金属污染物之一,正日益严重威胁着人类的健康。因此,寻求一种非常灵敏的方法来监测自然条件下的Cr(VI)浓度,有利于快速响应,防止危害。本文制备了一种乙二胺(En)和sio2修饰的羊毛角蛋白基碳量子点(CQD)(En@CQDs@SiO2)荧光传感器,发现En通过将Cr(VI)与表面羧基结合,提高了识别能力。基于这些设计,En@CQDs@SiO2对Cr(VI)的检测能力得到了显著提高,检出限为6.08 × 10-4 mg/L,比CQDs成功6次,优于传统的UV-Vis和火焰原子吸收(AAS)技术。该荧光传感器具有良好的相对灵敏度、选择性、光谱重现性和结构稳定性。这些特性使得该传感器适用于环境Cr(VI)检测,无疑提高了荧光传感器的经济性和环境友好性。
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引用次数: 0
Development of a smartphone-assisted multiple colorimetric detection assay for GSH in food based on the degradation of gold nanorods. 基于金纳米棒降解的食品中谷胱甘肽的智能手机辅助多重比色检测方法的开发。
IF 1.8 4区 化学 Q3 CHEMISTRY, ANALYTICAL Pub Date : 2025-01-19 DOI: 10.1007/s44211-024-00711-7
Qiming Chen, Yimeng Gu, Yikai Wang, Zhengrong Lu, Quanling Dong, Zhanmin Liu

Glutathione (GSH) is a tripeptide and natural reducing agent composed of glutamic acid, glycine, and cysteine. Its level in the human body is closely linked to human health, such as diabetes, Alzheimer's disease, and cancer. The supplementation of exogenous GSH could bring health benefits and GSH detection in food is of considerable importance. However, the existing assays for GSH detection such as high-performance liquid chromatography/mass spectrometry, electrochemiluminescence and fluorescent nanoprobe were not satisfactory because of the disadvantages of equipment and site requirements. In this study, a multiple-colorimetric detection assay for GSH was developed based on GSH's reaction with gold nanorods. During the reaction with varying concentrations of GSH, the gold nanorods degraded into spherical nanoparticles with multiple color changes, which could be used to determine GSH concentrations. The transverse surface plasmon resonance absorption peak of gold nanorods (AuNRs) significantly shifted, indicating a novel mechanism distinct from etching or surface coating, which typically altered the longitudinal surface plasmon absorption peak. Under optimized conditions, the assay exhibited commendable specificity and reliability in actual samples. The assay accurately quantified GSH ranging from 1 to 10 µM, with detection limits of 439 nM and 260 nM for spectrophotometry and visual analysis, respectively. It was firstly to use GSH as a reducing agent to react with AuNRs in the presence of AgNO3 and the mechanism was different from etching or surface coating. The study's assay shows potential for detecting GSH in food samples and provides an alternative approach for the development of colorimetric detection assays based on AuNRs.

谷胱甘肽(GSH)是由谷氨酸、甘氨酸和半胱氨酸组成的三肽和天然还原剂。它在人体内的水平与人体健康密切相关,如糖尿病、阿尔茨海默病和癌症。外源性谷胱甘肽的补充可以带来健康益处,食品中谷胱甘肽的检测具有相当重要的意义。然而,现有的高效液相色谱/质谱法、电化学发光法和荧光纳米探针法等检测谷胱甘肽的方法,由于设备和场地要求等方面的缺点,效果并不理想。本研究基于谷胱甘肽与金纳米棒的反应,建立了谷胱甘肽的多比色检测方法。在与不同GSH浓度的反应过程中,金纳米棒降解为具有多种颜色变化的球形纳米颗粒,可用于测定GSH浓度。金纳米棒(aunr)的横向表面等离子体共振吸收峰发生了明显的位移,这表明了一种不同于蚀刻或表面涂层的新型机制,后者通常会改变纵向表面等离子体吸收峰。在优化条件下,该方法在实际样品中具有良好的特异性和可靠性。该方法可准确定量1 ~ 10µM范围内的谷胱甘肽,分光光度法和目测法的检出限分别为439 nM和260 nM。首次以GSH为还原剂,在AgNO3存在下与aunr反应,反应机理不同于蚀刻或表面涂覆。该研究的分析显示了在食品样品中检测谷胱甘肽的潜力,并为开发基于aunr的比色检测分析提供了一种替代方法。
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引用次数: 0
Design of triplex-forming peptide nucleic acid-based fluorescent probes for forced intercalation sensing of double-stranded RNA structures. 基于三聚体形成肽核酸的荧光探针的设计,用于双链RNA结构的强制嵌入传感。
IF 1.8 4区 化学 Q3 CHEMISTRY, ANALYTICAL Pub Date : 2025-01-17 DOI: 10.1007/s44211-024-00713-5
Yusuke Sato, Takaya Sato, En Ting Tabitha Lee, Toshiki Chiba, Takaaki Tanabe, Yukina Yoshino, Seiichi Nishizawa

The diverse functional roles of RNA within cells have led to a growing interest in developing RNA-binding fluorescent probes to investigate RNA functions. In particular, the probes for double-stranded RNA (dsRNA) structures are of significant value given the importance of the secondary and tertiary RNA structures on their biologic functions. This review highlights our recent efforts on the development of triplex-forming peptide nucleic acid (TFP)-based probes for fluorescence sensing of dsRNA structures. We demonstrated that the forced intercalation of asymmetric cyanine dyes integrated as base surrogate within the probes was useful for achieving significant light-up response toward target dsRNAs. We also showed that the TFP probes conjugated with small RNA-binding molecules facilitated the fluorescence sensing of biologic relevant dsRNAs containing unpaired nucleobases. The binding and fluorescence signaling functions of such probes were discussed, emphasizing their potential as analytical tools for studying dsRNA structures.

RNA在细胞内的多种功能作用使得人们对开发RNA结合荧光探针来研究RNA的功能越来越感兴趣。特别是,考虑到二级和三级RNA结构对其生物学功能的重要性,双链RNA (dsRNA)结构探针具有重要的价值。本文综述了我们最近在开发基于三聚体形成肽核酸(TFP)的荧光检测dsRNA结构的探针方面所做的努力。我们证明了不对称菁染料作为碱基替代物在探针内的强制嵌入对于实现对目标dsrna的显着点亮响应是有用的。我们还发现,与小rna结合分子结合的TFP探针促进了含有未配对核碱基的生物相关dsRNAs的荧光传感。讨论了这些探针的结合和荧光信号功能,强调了它们作为研究dsRNA结构的分析工具的潜力。
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引用次数: 0
Application of digital-movie-based flow colorimetry to hue-based end point detection of acid-base titration by feedback-based flow ratiometry using universal indicator. 基于数字电影的流动比色法在通用指示剂反馈流动比色法酸碱滴定终点检测中的应用。
IF 1.8 4区 化学 Q3 CHEMISTRY, ANALYTICAL Pub Date : 2025-01-17 DOI: 10.1007/s44211-024-00712-6
Selass Kebede Olbemo, Yosuke Sakai, Masaki Takeuchi, Hideji Tanaka

A digital-movie-based flow colorimetry for pH measurement using a universal indicator has been applied to the end point detection of acid-base titrations. A two-channel flow system of feedback-based flow ratiometry, primarily consisting of two peristaltic pumps, a digital microscope-based detector, and a laptop computer, was constructed; a Visual Basic.NET program written in-house was used for automating the analytical processes. While maintaining the total flow rate (FT) constant, a titrand solution was merged with a titrant solution, both containing the same concentration of Van Urk's universal indicator, under varying flow ratios. Downstream, the video image was captured with a digital microscope and its color was expressed as RGB values, hue, and luminance. The end point was determined from the rapid change of hue reflecting the color transition of the universal indicator around the equivalence point. A stepwise titration of multivalent acid (i.e., H3PO4) was also possible by setting hue values corresponding to the first (1st) and second (2nd) equivalence points as criteria to determine the respective end points. The hue-based approach was validated by the titrations of CH3COOH and H3PO4 (1st and 2nd equivalence points) with 0.1 mol dm-3 NaOH and to those of NaOH and NH3 with 0.1 mol dm-3 HCl. The method was applied to determine Japanese Pharmacopoeia (JP) borax and JP citric acid. The respective assay results were 100.0 ± 0.0% and 100.0 ± 0.0%, both meeting the JP specifications. The developed method is simple, high throughput (1 titration/min), versatile, and does not require indicator replace depending on the equivalence point pH.

一种基于数字电影的流动比色法,用于pH测量,使用通用指示剂已应用于酸碱滴定的终点检测。构建了一个由两台蠕动泵、一台数字显微镜检测器和一台笔记本电脑组成的基于反馈的双通道流动系统;Visual Basic。内部编写的。NET程序用于自动化分析过程。在保持总流速(FT)不变的情况下,在不同的流量比下,将一种滴定溶液与一种滴定溶液合并,两者含有相同浓度的Van Urk通用指示剂。随后,用数码显微镜捕获视频图像,将其颜色表示为RGB值、色相和亮度。终点是通过反映通用指示剂在等当点周围的颜色过渡的色调的快速变化来确定的。通过设置与第一(1)和第二(2)等当点对应的色相值作为确定各自终点的标准,也可以逐步滴定多价酸(即H3PO4)。用0.1 mol dm-3 NaOH滴定CH3COOH和H3PO4(第1和第2等当点),用0.1 mol dm-3 HCl滴定NaOH和NH3,验证了该方法的有效性。采用该方法测定了日本药典中硼砂和柠檬酸的含量。测定结果分别为100.0±0.0%和100.0±0.0%,均符合JP标准。所开发的方法简单,通量高(1滴定/min),用途广泛,并且不需要根据等当点pH更换指示剂。
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引用次数: 0
Compositional analysis of traditional liquid gold with separation of compounds containing heavy atoms in ion mobility-mass spectrometry. 离子迁移-质谱法分离含重原子化合物分析传统液态金的成分。
IF 1.8 4区 化学 Q3 CHEMISTRY, ANALYTICAL Pub Date : 2025-01-08 DOI: 10.1007/s44211-024-00708-2
Yoshihide Maeno, Takei Onoue, Yoshinori Iiguni, Hajime Ohtani, Shinya Kitagawa

"Liquid gold" has been traditionally used for over a century to decorate ceramicware, but its chemical composition has not been thoroughly investigated. One of the keys to successfully characterizing liquid gold, which is a complex mixture, is to distinguish Au-containing products from other chemicals. In this paper, we propose a separation based on the difference in collision cross section, of which chemicals with heavy atoms are relatively smaller than those without in ion mobility-mass spectrometry (IM-MS). Chemicals containing a single Au atom (and Pt atom) were successfully separated from other species in the two-dimensional distribution map for IM-MS. By a detailed analysis of the spectra obtained by IM-MS/MS with collision-induced dissociation before and after IM separation, we found that liquid gold (gold resinate) was a mixture of a series of (1) Au reacted with α-pinene-related units and (2) Au reacted with abietic acid units. α-Pinene and abietic acid are the main components of turpentine and rosin, the raw materials of liquid gold as reported previously (Anal. Sci. 2024, 40, 133-139). All Au-containing species contain sulfur atoms. Species of Au reacted with α-pinene-related units with different degrees of unsaturation and oxidation have also been identified. Liquid gold, a complex mixture of chemicals containing Au, has been successfully analyzed compositionally.

一个多世纪以来,传统上一直使用“液态金”来装饰陶瓷,但其化学成分尚未得到彻底研究。液态金是一种复杂的混合物,成功表征液态金的关键之一是将含金产品与其他化学品区分开来。在本文中,我们提出了一种基于碰撞截面差异的分离方法,在离子迁移-质谱(IM-MS)中,含有重原子的化学物质比没有重原子的化学物质相对较小。含有单个Au原子(和Pt原子)的化学物质在IM-MS的二维分布图中成功地从其他物质中分离出来。通过对IM分离前后碰撞诱导解离IM-MS/MS获得的光谱进行详细分析,我们发现液态金(金树脂)是一系列(1)Au与α-蒎烯相关单元反应和(2)Au与枞酸反应的混合物。α-蒎烯和枞酸是先前报道的液体金原料松节油和松香的主要成分。科学通报,2004,24(4):344 - 349。所有含金物质都含有硫原子。还发现了与α-蒎烯相关单元发生不同程度不饱和和氧化反应的金的种类。液态金是一种含金的复杂化学混合物,已成功地进行了成分分析。
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引用次数: 0
Recent applications of dendritic polymers in analytical sciences 树突聚合物在分析科学中的最新应用
IF 1.8 4区 化学 Q3 CHEMISTRY, ANALYTICAL Pub Date : 2025-01-06 DOI: 10.1007/s44211-024-00689-2
Hirohisa Nagatani
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引用次数: 0
High-affinity ssDNA aptamer and chemiluminescent aptasensor for TIMP-1 detection in human serum 用于人血清中TIMP-1检测的高亲和力ssDNA适配体和化学发光适配体传感器。
IF 1.8 4区 化学 Q3 CHEMISTRY, ANALYTICAL Pub Date : 2025-01-01 DOI: 10.1007/s44211-024-00673-w
Qin Wang, Yanli Li, Lige Yao, Huiqin Li, Liuyan Zhang, Yingjie Wang, Jiayin Li, Tian Chen, Kun Chai, Junli Gao, Junshun Gao, Li Su, Xueming Li

TIMP-1 (Tissue Inhibitor of Metalloproteinases-1) is a protein involved in regulating extracellular matrix (ECM) degradation. It is recognized as a significant biomarker for cancer diagnosis. This study aimed to develop and characterize a single-stranded DNA (ssDNA) aptamer targeting human TIMP-1 protein with high affinity and specificity. A magnetic beads-based SELEX process combined with qPCR was used to select aptamers over seven rounds. The enriched ssDNA library was analyzed using high-throughput sequencing to identify candidate sequences, and these sequences were characterized using surface plasmon resonance (SPR) and binding assays to evaluate their affinity and specificity. The selected ssDNA aptamer demonstrated a dissociation equilibrium constant (KD) of 0.41 nM and a very slow off-rate, enabling effective capture of TIMP-1 in serum samples. Furthermore, a chemiluminescent aptasensor was developed for TIMP-1 detection, which exhibited high specificity and a broad linear detection range from 1 to 500 ng/mL in human serum. The developed ssDNA aptamer targeting TIMP-1 shows high affinity and specificity, and the chemiluminescent aptasensor demonstrates promising potential for clinical diagnosis of TIMP-1 levels in human serum.

Graphical abstract

TIMP-1(组织金属蛋白酶抑制剂-1)是一种参与调节细胞外基质(ECM)降解的蛋白。它被认为是癌症诊断的重要生物标志物。本研究旨在开发一种具有高亲和力和特异性的靶向人TIMP-1蛋白的单链DNA (ssDNA)适体并对其进行表征。采用磁珠SELEX工艺结合qPCR对适配体进行了七轮筛选。利用高通量测序对富集的ssDNA文库进行分析,确定候选序列,并利用表面等离子体共振(SPR)和结合实验对这些序列进行表征,以评估它们的亲和力和特异性。所选择的ssDNA适体的解离平衡常数(KD)为0.41 nM,离体速率非常慢,能够有效捕获血清样品中的TIMP-1。在此基础上,建立了一种检测TIMP-1的化学发光适体传感器,该传感器在人血清中具有高特异性和较宽的线性检测范围,检测范围为1 ~ 500 ng/mL。所开发的靶向TIMP-1的ssDNA适体具有较高的亲和力和特异性,该化学发光适体传感器在临床诊断人血清中TIMP-1水平方面具有广阔的应用前景。
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引用次数: 0
Squaraine dye as a fluorescent probe for highly sensitive detection of pyrophosphate and alkaline phosphatase. Squaraine染料作为荧光探针用于焦磷酸盐和碱性磷酸酶的高灵敏度检测。
IF 1.8 4区 化学 Q3 CHEMISTRY, ANALYTICAL Pub Date : 2024-12-26 DOI: 10.1007/s44211-024-00697-2
Wenxuan Zhu, Shuhua Zhao, Bei Yu, Yucun Tao, Chaoyang Wang, Lei Shi, Xiufeng Zhang, Jing Meng, Chengqiu Wu, Chunguang Ding, Lijia Yu

We synthesized a squaraine dye (F-0) to develop a method for detecting pyrophosphate (PPi) and alkaline phosphatase (ALP) by modulating the fluorescence of F-0. The fluorescence intensity of the F-0 system was quenched upon the addition of Cu2+ ions; however, it was restored when PPi was introduced due to the formation of a complex between PPi and Cu2+. Since ALP can hydrolyze PPi, the fluorescence of the system was quenched again upon the addition of ALP. Based on these principles, we established a fluorescent probe that exhibits an "off-on-off" fluorescence response. The detection limits of this method for PPi and ALP were 103 nmol dm-3 and 0.18 U dm-3, respectively. Moreover, this method demonstrates good selectivity and specificity and can be applied to the detection of PPi in actual samples.

我们合成了一种方碱染料(F-0),建立了一种通过调节F-0的荧光来检测焦磷酸盐(PPi)和碱性磷酸酶(ALP)的方法。加入Cu2+后,F-0体系的荧光强度被猝灭;然而,当引入PPi时,由于PPi和Cu2+之间形成络合物,它恢复了。由于ALP可以水解PPi,因此在加入ALP后,该体系的荧光再次猝灭。基于这些原理,我们建立了一种荧光探针,表现出“off-on-off”的荧光响应。该方法对PPi和ALP的检出限分别为103 nmol dm-3和0.18 U dm-3。该方法具有良好的选择性和特异性,可应用于实际样品中PPi的检测。
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引用次数: 0
An optical BOD biosensor based on intracellular ATP measurements in genetically modified Saccharomyces cerevisiae. 基于转基因酿酒酵母胞内ATP测量的光学生化需氧量生物传感器。
IF 1.8 4区 化学 Q3 CHEMISTRY, ANALYTICAL Pub Date : 2024-12-23 DOI: 10.1007/s44211-024-00706-4
Yuto Kanno, Yuta Tateno, Takuo Akimoto

A biosensor for biochemical oxygen demand (BOD) was developed based on intracellular 5'-adenosine triphosphate (ATP) measurements in Saccharomyces cerevisiae. Intracellular ATP was measured using an engineered protein named ATeam, comprising a bacterial F0F1-ATP synthase ε subunit sandwiched between cyan fluorescent protein and mVenus, a modified yellow fluorescent protein. Because the binding of ATP to ATeam induces changes in the fluorescence spectra owing to Fӧrster resonance energy transfer, S. cerevisiae expressing ATeam is expected to show spectral changes owing to the intracellular ATP produced by the metabolism of the BOD sample. A glycogen phosphorylase knockout S. cerevisiae strain expressing ATeam was prepared, and the fluorescence spectra of the strain were analyzed. Changes in the fluorescence spectra of glucose in the medium were observed, which exhibited a linear relationship with the glucose concentration (0-100 mg/L, R2 = 0.970). Responses to lactose, fructose, sucrose, Glu, Asp, His, and Gly were evaluated and compared with typical BOD measurements. The results of this comparison suggest that a BOD biosensor based on intracellular ATP can be used for BOD measurements. A BOD standard solution comprising glucose and glutamic acid (GGA) was calibrated across a concentration range of 0 to 100 mg/L. Finally, simulated real samples were prepared using real pond water and GGA was measured. The correlation between the BOD value evaluated using intracellular ATP and that evaluated using the 5-day BOD test showed a linear relationship with R2 = 0.944.

基于酵母胞内5′-三磷酸腺苷(ATP)的测量,研制了生化需氧量(BOD)传感器。细胞内ATP是用一种名为ATeam的工程蛋白来测量的,该蛋白包括一个细菌F0F1-ATP合成酶ε亚基,夹在青色荧光蛋白和mVenus(一种修饰的黄色荧光蛋白)之间。由于ATP与ATeam结合会引起Fӧrster共振能量转移引起荧光光谱的变化,因此预计表达ATeam的酵母会由于BOD样品代谢产生的胞内ATP而出现光谱变化。制备了糖原磷酸化酶敲除的酿酒葡萄球菌,并对其荧光光谱进行了分析。观察培养基中葡萄糖荧光光谱的变化,与葡萄糖浓度呈线性关系(0 ~ 100 mg/L, R2 = 0.970)。评估了对乳糖、果糖、蔗糖、Glu、Asp、His和Gly的反应,并与典型的BOD测量结果进行了比较。这一比较结果表明,基于细胞内ATP的生物需氧量传感器可用于生物需氧量的测量。对葡萄糖和谷氨酸(GGA)组成的BOD标准溶液在0 ~ 100mg /L的浓度范围内进行校准。最后,利用真实池塘水制备模拟真实样品,测量GGA。细胞内ATP法测定的BOD值与5 d BOD法测定的BOD值呈线性关系,R2 = 0.944。
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引用次数: 0
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