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PreDBP-PLMs: Prediction of DNA-binding proteins based on pre-trained protein language models and convolutional neural networks PreDBP-PLMs:基于预训练蛋白质语言模型和卷积神经网络的 DNA 结合蛋白预测。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-07-08 DOI: 10.1016/j.ab.2024.115603
Dawei Qi, Chen Song, Taigang Liu

The recognition of DNA-binding proteins (DBPs) is the crucial step to understanding their roles in various biological processes such as genetic regulation, gene expression, cell cycle control, DNA repair, and replication within cells. However, conventional experimental methods for identifying DBPs are usually time-consuming and expensive. Therefore, there is an urgent need to develop rapid and efficient computational methods for the prediction of DBPs. In this study, we proposed a novel predictor named PreDBP-PLMs to further improve the identification accuracy of DBPs by fusing the pre-trained protein language model (PLM) ProtT5 embedding with evolutionary features as input to the classic convolutional neural network (CNN) model. Firstly, the ProtT5 embedding was combined with different evolutionary features derived from the position-specific scoring matrix (PSSM) to represent protein sequences. Then, the optimal feature combination was selected and input to the CNN classifier for the prediction of DBPs. Finally, the 5-fold cross-validation (CV), the leave-one-out CV (LOOCV), and the independent set test were adopted to examine the performance of PreDBP-PLMs on the benchmark datasets. Compared to the existing state-of-the-art predictors, PreDBP-PLMs exhibits an accuracy improvement of 0.5 % and 5.2 % on the PDB186 and PDB2272 datasets, respectively. It demonstrated that the proposed method could serve as a useful tool for the recognition of DBPs.

识别 DNA 结合蛋白(DBPs)是了解它们在遗传调控、基因表达、细胞周期控制、DNA 修复和细胞内复制等各种生物过程中作用的关键步骤。然而,鉴定 DBP 的传统实验方法通常耗时且昂贵。因此,迫切需要开发快速高效的计算方法来预测 DBPs。在这项研究中,我们提出了一种名为 "PreDBP-PLMs "的新型预测方法,通过将预先训练的蛋白质语言模型(PLM)ProtT5嵌入与进化特征融合,作为经典卷积神经网络(CNN)模型的输入,进一步提高了DBPs的鉴定准确率。首先,将 ProtT5 嵌入与从位置特异性评分矩阵(PSSM)中提取的不同进化特征相结合来表示蛋白质序列。然后,选出最佳特征组合并输入 CNN 分类器,用于预测 DBPs。最后,采用五倍交叉验证(CV)、留空CV(LOOCV)和独立集测试来检验PreDBP-PLMs在基准数据集上的性能。与现有的先进预测方法相比,PreDBP-PLMs 在 PDB186 和 PDB2272 数据集上的准确率分别提高了 0.5% 和 5.2%。这表明所提出的方法可以作为识别 DBPs 的有用工具。
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引用次数: 0
High quality RNA extraction protocol for polyphenolics-rich Cotton tissue 针对富含多酚的棉花组织的高质量 RNA 提取方案。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-07-08 DOI: 10.1016/j.ab.2024.115604
Viralkumar B. Mandaliya , Pritesh Bhatt , Vrinda S. Thaker

The extraction of high-quality RNA from cotton (Gossypium spp.) is challenging because of the presence of high polyphenolics, polysaccharides, quinones, and other secondary metabolites. A high-throughput RNA extraction protocol is a prerequisite. This Triton-X-100-based RNA extraction method utilizes Polyvinyl pyrrolidone polymer (PVPP) treatment which efficiently removes phenolics, and the application of Lithium chloride (LiCl) has been found that successfully precipitated the high-quality RNA from cotton tissue. Cytoplasmic male sterility (CMS) is a maternally inherited trait associated with specific mitochondrial genome rearrangements or mutations. The suitability of RNA extracted from Cotton CMS lines was assessed. cDNA was synthesized from RNA and assayed for mitochondrial genes (cox3, nad3, nad9) associated with male sterility. This paper discuss the advantages and limitation of this protocol over existing protocol for RNA extraction for polyphenolics-rich plant tissue.

从棉花(Gossypium spp.)中提取高质量的 RNA 极具挑战性,因为棉花中含有大量多酚、多糖、醌类和其他次生代谢物。高通量 RNA 提取方案是先决条件。这种基于 Triton-X-100 的 RNA 提取方法采用聚乙烯吡咯烷酮聚合物(PVPP)处理,可有效去除酚类物质,并发现氯化锂(LiCl)的应用可成功沉淀棉花组织中的高质量 RNA。细胞质雄性不育(CMS)是一种与特定线粒体基因组重排或突变有关的母系遗传性状。本文对从棉花 CMS 株系中提取的 RNA 的适用性进行了评估。从 RNA 中合成了 cDNA,并对与雄性不育相关的线粒体基因(cox3、nad3、nad9)进行了检测。本文讨论了该方案与现有的富含多酚植物组织 RNA 提取方案相比的优势和局限性。
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引用次数: 0
Calibrating ITC instruments: Problems with weak base neutralization 校准 ITC 仪器:弱碱中和的问题。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-07-06 DOI: 10.1016/j.ab.2024.115602

Modern isothermal titration calorimetry instruments give great precision, but for comparable accuracy they require chemical calibration. For the heat factor, one recommended process is HCl into the weak base TRIS. In studying this reaction with a VP-ITC and two Nano-ITCs, we have encountered some problems, most importantly a titrant volume shortfall Δv ≈ 0.3 μL, which we attribute to diffusive loss of HCl in the syringe tip. This interpretation is supported by a mathematical treatment of the diffusion problem. The effect was discovered through a variable-v protocol, which thus should be used to properly allow for it in any reaction that similarly approaches completion. We also find that the effects from carbonate contamination and from OH from weak base hydrolysis can be more significant that previously thought. To facilitate proper weighting in the least-squares fitting of data, we have estimated data variance functions from replicate data. All three instruments have low-signal precision of σ ≈ 1 μJ; titrant volume uncertainty is a factor of ∼2 larger for the Nano-ITCs than for the VP-ITC. The final heat factors remain uncertain by more than the ∼1 % precision of the instruments and are unduly sensitive to the HCl concentration.

现代等温滴定量热仪精度很高,但要达到相当的精度,需要进行化学校准。对于热因子,一种推荐的方法是将盐酸转化为弱碱 TRIS。在使用 VP-ITC 和两个 Nano-ITC 研究该反应时,我们遇到了一些问题,其中最重要的是滴定剂体积不足 Δv ≈ 0.3 μL,我们将其归因于盐酸在注射器针尖的扩散损失。这一解释得到了扩散问题数学处理的支持。这种效应是通过变量-v 方案发现的,因此在任何类似的接近完成的反应中都应适当考虑这种效应。我们还发现,碳酸盐污染和弱碱水解产生的 OH- 的影响可能比以前认为的更为显著。为了便于在最小二乘法拟合数据时适当加权,我们从重复数据中估算了数据方差函数。所有三台仪器的低信号精度均为σ ≈ 1 μJ;滴定剂体积的不确定性对于 Nano-ITCs 而言比 VP-ITC 大 2 倍。最终热因子的不确定性仍然高于仪器精度的 ∼1%,并且对盐酸浓度过于敏感。
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引用次数: 0
Method for quantifying free hemoglobin, distinct from the hemoglobin-haptoglobin complex, in human serum 人血清中游离血红蛋白(有别于血红蛋白-aptoglobin 复合物)的定量方法。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-07-05 DOI: 10.1016/j.ab.2024.115601

The measurement of free hemoglobin (free Hb) in blood is crucial for assessing the risk of organ damage in patients with hemolytic diseases. However, the colorimetric method, commonly used in clinical practice, does not distinguish between free Hb and the hemoglobin-haptoglobin complex (Hb-Hp) in the blood, instead reflecting the total Hb level. Although size-exclusion high-performance liquid chromatography (SEC-HPLC) can specifically measure free Hb, its clinical use is limited by long assay times. Here, we developed a novel assay method for the rapid quantification of free Hb in serum, distinguishing it from Hb-Hp, using a latex agglutination immunoturbidimetric assay (LATIA). This method could be used to measure free Hb in sera in the range of 1–100 μg/mL in approximately 15 min using an automatic biochemistry analyzer. Using Hb-spiked serum samples from healthy adults, there was a high correlation with Hb levels determined using the newly developed method and SEC-HPLC, indicating a high specificity for free Hb. This novel assay can be used to monitor levels of free Hb in patients with various hemolytic diseases and to design therapeutic strategies based on measured values. However, further studies are required to assess its clinical performance.

测量血液中的游离血红蛋白(游离 Hb)对于评估溶血性疾病患者器官受损的风险至关重要。然而,临床上常用的比色法并不能区分血液中的游离血红蛋白和血红蛋白-aptoglobin 复合物(Hb-Hp),而只能反映总血红蛋白水平。虽然尺寸排阻高效液相色谱法(SEC-HPLC)可以特异性地测量游离血红蛋白,但其临床应用受到检测时间长的限制。在此,我们采用乳胶凝集免疫比浊法(LATIA)开发了一种新的检测方法,用于快速定量血清中的游离 Hb,并将其与 Hb-Hp 区分开来。使用该方法,可在约 15 分钟内利用自动生化分析仪测定血清中 1 至 100 μg /mL 范围内的游离血红蛋白。使用新开发的方法和 SEC-HPLC 测定的游离血红蛋白水平与健康成人血清样本中的游离血红蛋白水平高度相关,表明该方法对游离血红蛋白具有高度特异性。这种新型检测方法可用于监测各种溶血性疾病患者的游离 Hb 水平,并根据测量值设计治疗策略。不过,还需要进一步的研究来评估其临床性能。
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引用次数: 0
A pH ultra-sensitive hydrated iridium oxyhydroxide films electrochemical sensor for label-free detection of Vibrio parahaemolyticus 用于无标记检测副溶血性弧菌的 pH 超灵敏水合氢氧化铱薄膜电化学传感器。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-07-03 DOI: 10.1016/j.ab.2024.115597
Lin Tian , Yang Li , Huiqing Wang , Xinyi Li , Qian Gao , Yaru Liu , Yao Liu , Qing Wang , Cuiping Ma , Chao Shi

Vibrio parahaemolyticus (V. parahaemolyticus) is a major foodborne pathogen, which can cause serious foodborne illnesses like diarrhoea. Rapid on-site detection of foodborne pathogens is an ideal way to respond to foodborne illnesses. Herein, we provide an electrochemical sensor for rapid on-site detection. This sensor utilized a pH-sensitive metal-oxide material for the concurrent isothermal amplification and label-free detection of nucleic acids. Based on a pH-sensitive hydrated iridium oxide oxyhydroxide film (HIROF), the electrode transforms the hydrogen ion compound generated during nucleic acid amplification into potential, so as to achieve a real-time detection. The results can be transmitted to a smartphone via Bluetooth. Moreover, HIROF was applied in nucleic acid device detection, with a super-Nernst sensitivity of 77.6 mV/pH in the pH range of 6.0–8.5, and the sensitivity showed the best results so far. Detection of V. parahaemolyticus by this novel method showed a detection limit of 1.0 × 103 CFU/mL, while the time consumption was only 30 min, outperforming real-time fluorescence loop-mediated isothermal amplification (LAMP). Therefore, the characteristics of compact, portable, and fast make the sensor more widely used in on-site detection.

副溶血性弧菌(V. parahaemolyticus)是一种主要的食源性病原体,可引起腹泻等严重食源性疾病。现场快速检测食源性病原体是应对食源性疾病的理想方法。在此,我们提供了一种用于现场快速检测的电化学传感器。该传感器采用了一种对 pH 值敏感的金属氧化物材料,可同时对核酸进行等温扩增和无标记检测。该电极以对 pH 值敏感的水合氢氧化铱薄膜(HIROF)为基础,将核酸扩增过程中产生的氢离子化合物转化为电势,从而实现实时检测。检测结果可通过蓝牙传输到智能手机上。此外,HIROF 被应用于核酸装置检测,在 pH 值为 6.0-8.5 的范围内,其超诺恩特灵敏度为 77.6 mV/pH,灵敏度显示出迄今为止最好的结果。用这种新型方法检测副溶血性大肠杆菌的检出限为 1.0×103 CFU/mL,耗时仅为 30 分钟,优于实时荧光环介导等温扩增法(LAMP)。因此,小巧、便携、快速的特点使该传感器在现场检测中得到了更广泛的应用。
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引用次数: 0
Surface display provides an efficient expression system for production of recombinant proteins and bacterial whole cell biosensor in E. coli 表面展示为在大肠杆菌中生产重组蛋白和细菌全细胞生物传感器提供了一种高效的表达系统。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-07-02 DOI: 10.1016/j.ab.2024.115599

A novel bacterial display vector based on Escherichia coli has been engineered for recombinant protein production and purification. Accordingly, a construct harboring the enhanced green fluorescent protein (EGFP) and the ice nucleation protein (INP) was designed to produce EGFP via the surface display in E. coli cells. The fusion EGFP-expressed cells were then investigated using fluorescence measurement, SDS- and native-PAGE before and after TEV protease digestion. The displayed EGFP was obtained with a recovery of 57.7 % as a single band on SDS-PAGE. Next, the efficiency of the cell surface display for mutant EGFP (EGFP S202H/Q204H) was examined in sensing copper ions. Under optimal conditions, a satisfactorily linear range for copper ions concentrations up to 10 nM with a detection limit of 0.073 nM was obtained for cell-displayed mutant EGFP (mEGFP). In the presence of bacterial cell lysates and purified mEGFP, response to copper was linear in the 2–10 nM and 0.1–2 μM concentration range, respectively, with a 1.3 nM and 0.14 μM limit of detection. The sensitivity of bacterial cell lysates and surface-displayed mEGFP in the detection of copper ions is higher than the purified mEGFP.

我们设计了一种基于大肠杆菌的新型细菌展示载体,用于重组蛋白的生产和纯化。因此,我们设计了一种包含增强型绿色荧光蛋白(EGFP)和冰核蛋白(INP)的构建体,通过在大肠杆菌细胞中的表面展示来生产 EGFP。然后在 TEV 蛋白酶消化前后使用荧光测量、SDS-PAGE 和原生 PAGE 对融合 EGFP 表达的细胞进行研究。显示的 EGFP 在 SDS-PAGE 上的单带回收率为 57.7%。接着,研究了细胞表面显示突变型 EGFP(EGFP S202H/Q204H)感应铜离子的效率。在最佳条件下,细胞显示的突变型 EGFP(mEGFP)对铜离子浓度的线性范围可达 10 nM,检测限为 0.073 nM。在细菌细胞裂解物和纯化的 mEGFP 存在的情况下,铜离子在 2-10 nM 和 0.1-2 μM 浓度范围内分别呈线性响应,检测限分别为 1.3 nM 和 0.14 μM。细菌细胞裂解物和表面显示的 mEGFP 对铜离子的检测灵敏度高于纯化的 mEGFP。
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引用次数: 0
Detection of foodborne pathogens in contaminated food using nanomaterial-based electrochemical biosensors 利用基于纳米材料的电化学生物传感器检测受污染食品中的食源性病原体。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-07-02 DOI: 10.1016/j.ab.2024.115600
Ana Yareli Flores-Ramírez , Ramsés Ramón González-Estrada , Martina Alejandra Chacón-López , María de Lourdes García-Magaña , Efigenia Montalvo-González , Alejandra Álvarez-López , Aarón Rodríguez-López , Ulises Miguel López-García

Foodborne pathogens are a grave concern for the for food, medical, environmental, and economic sectors. Their ease of transmission and resistance to treatments, such as antimicrobial agents, make them an important challenge. Food tainted with these pathogens is swiftly rejected, and if ingested, can result in severe illnesses and even fatalities. This review provides and overview of the current status of various pathogens and their metabolites transmitted through food. Despite a plethora of studies on treatments to eradicate and inhibit these pathogens, their indiscriminate use can compromise the sensory properties of food and lead to contamination. Therefore, the study of detection methods such as electrochemical biosensors has been proposed, which are devices with advantages such as simplicity, fast response, and sensitivity. However, these biosensors may also present some limitations. In this regard, it has been reported that nanomaterials with high conductivity, surface-to-volume ratio, and robustness have been observed to improve the detection of foodborne pathogens or their metabolites. Therefore, in this work, we analyze the detection of pathogens transmitted through food and their metabolites using electrochemical biosensors based on nanomaterials.

食源性病原体是食品、医疗、环境和经济部门严重关切的问题。它们易于传播,对抗菌剂等治疗方法具有抗药性,这使它们成为一项重大挑战。被这些病原体污染的食物很快就会被拒之门外,而一旦被摄入,则可能导致严重的疾病甚至死亡。本综述概述了通过食物传播的各种病原体及其代谢物的现状。尽管对根除和抑制这些病原体的处理方法进行了大量研究,但滥用这些方法会损害食品的感官特性并导致污染。因此,人们提出了对电化学生物传感器等检测方法的研究,这些设备具有简单、反应快和灵敏度高等优点。然而,这些生物传感器也可能存在一些局限性。在这方面,据报道,具有高电导率、高表面体积比和高稳健性的纳米材料可改善食源性病原体或其代谢物的检测。因此,在这项工作中,我们分析了利用基于纳米材料的电化学生物传感器检测通过食物传播的病原体及其代谢物。
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引用次数: 0
Small molecule substrates for the rapid quantification of acyl transfer activity of nylon hydrolase NylCA 用于快速定量尼龙水解酶 NylCA 的酰基转移活性的小分子底物。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-07-02 DOI: 10.1016/j.ab.2024.115598
Alana M.M. Rangaswamy , Francis M. Roy , Jeffrey W. Keillor

The widespread use of polyamides such as nylons has led to the accumulation of nylon waste, which is particularly resistant to decomposition due to the intrinsic stability of the amide bond. New methods are required for the true recycling of these waste materials by depolymerization. Enzymes that are capable of hydrolyzing polyamides have been proposed as biocatalysts that may be suitable for this application. NylC is an enzyme that can mediate the hydrolysis of aminohexanoic acid oligomers, and to some extent, bulk polymers. However, current assays to characterize the activity of this enzyme require long reaction times and/or rely on secondary reactions to quantify hydrolysis. Herein, we have designed structurally-optimized small molecule chromogenic esters that serve as substrate analogues for monitoring NylC acyltransferase activity in a continuous manner. This assay can be performed in minutes at room temperature, and the substrate N-acetyl-GABA-pNP ester (kcat = 0.37 s−1, KM = 256 μM) shows selectivity for NylC in complex biological media. We also demonstrate that activity towards this substrate analogue correlates with amide hydrolysis, which is the primary activity of this enzyme. Furthermore, our screening of substrate analogues provides insight into the substrate specificity of NylC, which is relevant to biocatalytic applications.

尼龙等聚酰胺的广泛使用导致了尼龙废料的积累,由于酰胺键的内在稳定性,尼龙废料特别不易分解。需要采用新的方法,通过解聚来真正回收利用这些废料。有人提出,能够水解聚酰胺的酶作为生物催化剂可能适用于这一应用。NylC 是一种能介导水解氨基己酸低聚物的酶,在一定程度上也能介导水解大块聚合物。然而,目前表征这种酶活性的检测方法需要较长的反应时间和/或依赖二次反应来量化水解作用。在此,我们设计了结构优化的小分子致色酯,可作为底物类似物连续监测 NylC 乙酰转移酶的活性。这种检测方法可在室温下几分钟内完成,底物 N-acetyl-GABA-pNP 酯(kcat = 0.37 s-1,KM = 256 μM)在复杂的生物介质中显示出对 NylC 的选择性。我们还证明,对这种底物类似物的活性与酰胺水解相关,而酰胺水解是这种酶的主要活性。此外,我们对底物类似物的筛选有助于深入了解 NylC 的底物特异性,这与生物催化应用息息相关。
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引用次数: 0
Customizable BAC-based DNA markers for pulsed-field gel electrophoresis 用于脉冲场凝胶电泳的基于 BAC 的可定制 DNA 标记。
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-06-25 DOI: 10.1016/j.ab.2024.115596
Yin Cheng Wong , Allan Wee Ren Ng , Andrew Osahor , Kumaran Narayanan

DNA markers are used as a size reference and sample loading control during gel electrophoresis. Most markers are designed for conventional gel electrophoresis to separate DNA smaller than 20 kb. For larger molecules, pulsed-field gel electrophoresis (PFGE) marker is required. Limited PFGE markers are available because large DNA are prone to nicking and degradation, causing smeary bands. Here, we developed a robust marker based on bacterial artificial chromosomes (BACs) with bands up to 184 kb. This marker could consistently confer intense and distinct bands for accurate gel analysis in molecular biology studies, laboratory validations or clinical diagnosis.

DNA 标记在凝胶电泳过程中用作大小参考和样品装载对照。大多数标记物设计用于传统凝胶电泳,以分离小于 20 kb 的 DNA。对于较大的分子,则需要脉冲场凝胶电泳(PFGE)标记。由于大 DNA 容易被切割和降解,从而造成涂抹带,因此目前可用的脉冲场凝胶电泳标记有限。在此,我们开发了一种基于细菌人工染色体(BAC)的稳健标记,其条带可达 184 kb。该标记可持续产生强烈而明显的条带,从而在分子生物学研究、实验室验证或临床诊断中进行准确的凝胶分析。
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引用次数: 0
Electrochemical detection of nalbuphine drug using oval-like ZnO nanostructure-based sensor 利用基于椭圆形氧化锌纳米结构的传感器对纳布啡药物进行电化学检测
IF 2.6 4区 生物学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-06-21 DOI: 10.1016/j.ab.2024.115595
Kanwal Hussain , Rafiq Ahmad , Sohail Hassan , Muhammad Y. Khan , Akil Ahmad , Mohammed B. Alshammari , Muhammad S. Ali , Saeed A. Lakho , Byeong-Il Lee

Monitoring pharmaceutical drugs in various mediums is crucial to mitigate adverse effects. This study presents a chemical sensor using an oval-like zinc oxide (ZnO) nanostructure for electrochemical detection of nalbuphine. The ZnO nanostructure, produced via an efficient sol-gel technique, was extensively characterized using field emission scanning electron microscopy (FESEM), transmission electron microscopy (TEM), X-ray diffraction (XRD), UV–visible spectrophotometry, and fourier transform infrared spectroscopy (FTIR). A slurry of the ZnO nanostructure in a binder was applied to a glassy carbon electrode (GCE). The sensor's responsiveness to nalbuphine was assessed using linear sweep voltammetry (LSV), achieving optimal performance by fine-tuning the pH. The sensor demonstrated a proportional response to nalbuphine concentrations up to 150.0 nM with a good regression coefficient (R2) and a detection limit of 6.20 nM (S/N ratio of 3). Selectivity was validated against various interfering substances, and efficacy was confirmed through real sample analysis, highlighting the sensor's successful application for nalbuphine detection.

监测各种介质中的药物对减轻不良反应至关重要。本研究介绍了一种使用椭圆形氧化锌(ZnO)纳米结构的化学传感器,用于纳布啡的电化学检测。通过高效的溶胶-凝胶技术制备的氧化锌纳米结构使用场发射扫描电子显微镜(FESEM)、透射电子显微镜(TEM)、X 射线衍射(XRD)、紫外-可见分光光度法和傅立叶变换红外光谱(FTIR)进行了广泛的表征。将粘合剂中的氧化锌纳米结构浆料涂在玻璃碳电极(GCE)上。使用线性扫描伏安法(LSV)评估了传感器对纳布啡的反应能力,通过微调 pH 值达到了最佳性能。传感器对浓度高达 150.0 nM 的纳布啡呈比例响应,具有良好的回归系数 (R2),检测限为 6.20 nM(信噪比为 3)。对各种干扰物质的选择性进行了验证,并通过实际样品分析确认了其功效,突出表明了该传感器在纳布啡检测方面的成功应用。
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引用次数: 0
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Analytical biochemistry
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