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MOTAI: A Novel Method for the Study of O-GalNAcylation and Complex O-Glycosylation in Cancer. MOTAI:研究癌症中 O-GalNAcylation 和复合 O-Glycosylation 的新方法。
IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-02 DOI: 10.1021/acs.analchem.3c05018
Shuang Yue, Xiaotong Wang, Lei Wang, Jiajia Li, Yufeng Zhou, Yan Chen, Zeyang Zhou, Xiaodong Yang, Xiaofeng Shi, Song Gao, Zhongmin Wen, Xiaojun Zhu, Yan Wang, Shuang Yang

The Tn antigen, an immature truncated O-glycosylation, is a promising biomarker for cancer detection and diagnosis. However, reliable methods for analyzing O-GalNAcylation and complex O-glycosylation are lacking. Here, we develop a novel method, MOTAI, for the sequential analysis of O-glycosylation using different O-glycoproteases. MOTAI conjugates glycopeptides on a solid support and releases different types of O-glycosylation through sequential enzymatic digestion by O-glycoproteases, including OpeRATOR and IMPa. Because OpeRATOR has less activity on O-GalNAcylation, MOTAI enriches O-GalNAcylation for subsequent analysis. We demonstrate the effectiveness of MOTAI by analyzing fetuin O-glycosylation and Jurkat cell lines. We then apply MOTAI to analyze colorectal cancer and benign colorectal polyps. We identify 32 Tn/sTn-glycoproteins and 43 T/sT-glycoproteins that are significantly increased in tumor tissues. Gene Ontology analysis reveals that most of these proteins are ECM proteins involved in the adhesion process of the intercellular matrix. Additionally, the protein disulfide isomerase CRELD2 has a significant difference in Tn expression, and the abnormally glycosylated T345 and S349 O-glycosylation sites in cancer group samples may promote the secretion of CRELD2 and ultimately tumorigenesis through ECM reshaping. In summary, MOTAI provides a powerful new tool for the in-depth analysis of O-GalNAcylation and complex O-glycosylation. It also reveals the upregulation of Tn/sTn-glycoproteins in colorectal cancer, which may provide new insights into cancer biology and biomarker discovery.

Tn 抗原是一种未成熟的截短 O-糖基化,是一种很有前途的癌症检测和诊断生物标志物。然而,目前还缺乏分析 O-GalNAcylation 和复杂 O-糖基化的可靠方法。在此,我们开发了一种新方法--MOTAI,利用不同的O-糖蛋白酶对O-糖基化进行连续分析。MOTAI 将糖肽连接在固体支持物上,通过 OpeRATOR 和 IMPa 等 O 型糖蛋白酶的顺序酶解,释放出不同类型的 O 型糖基化。由于 OpeRATOR 对 O-GalNAcylation 的活性较低,因此 MOTAI 能富集 O-GalNAcylation 以备后续分析。我们通过分析胎盘素 O-糖基化和 Jurkat 细胞系证明了 MOTAI 的有效性。然后,我们应用 MOTAI 分析结直肠癌和良性结直肠息肉。我们确定了肿瘤组织中显著增加的 32 种 Tn/sTn-糖蛋白和 43 种 T/sT 糖蛋白。基因本体分析表明,这些蛋白大多是参与细胞间基质粘附过程的 ECM 蛋白。此外,蛋白二硫异构酶 CRELD2 在 Tn 表达中也有显著差异,癌症组样本中异常糖基化的 T345 和 S349 O-糖基化位点可能会促进 CRELD2 的分泌,并通过 ECM 重塑最终导致肿瘤发生。总之,MOTAI 为深入分析 O-GalNAcylation 和复合 O-糖基化提供了一个强大的新工具。它还揭示了 Tn/STn-糖蛋白在结直肠癌中的上调,这可能会为癌症生物学和生物标记物的发现提供新的见解。
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引用次数: 0
Development of a DNAzyme-Driven Fluorescent Light-Up Aptasensor for Label-Free Detection of Multiple lncRNAs. 开发一种 DNA 酶驱动的荧光上光 Aptasensor,用于无标记检测多种 lncRNA。
IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-02 DOI: 10.1021/acs.analchem.4c02496
Dong-Ming Yang, Yun Han, Qian Zhang, Shulin Zhao, Chun-Yang Zhang

Long noncoding RNAs (lncRNAs) act as the dynamic regulatory molecules that control the expression of genes and affect numerous biological processes, and their dysregulation is associated with tumor progression. Herein, we develop a fluorescent light-up aptasensor to simultaneously measure multiple lncRNAs in living cells and breast tissue samples based on the DNAzyme-mediated cleavage reaction and transcription-driven synthesis of light-up aptamers. When target lncRNAs are present, they can be recognized by template probes to form the active DNAzyme structures, initiating the T4 PNK-catalyzed dephosphorylation-triggered extension reaction to generate double-strand DNAs with the T7 promoter sequences. The corresponding T7 promoters can initiate the transcription amplification catalyzed by the T7 RNA polymerase to generate abundant Broccoli aptamers and malachite green aptamers, which can bind DFHBI-1T and MG to generate strong fluorescence signals. Taking advantage of the good selectivity of DNAzyme-mediated cleavage of lncRNAs, high amplification efficiency of T7 transcription-driven amplification reaction, and bright fluorescence of the RNA aptamer-fluorophore complex, this method exhibits high sensitivity with a detection limit of 21.4 aM for lncRNA HOTAIR and 18.47 aM for lncRNA MALAT1, and it can accurately measure multiple lncRNAs in both tumor cell lines and breast tissue samples, providing a powerful paradigm for biomedical research and early clinic diagnostics.

长非编码RNA(lncRNA)是控制基因表达和影响多种生物过程的动态调控分子,它们的失调与肿瘤进展有关。在此,我们基于 DNA 酶介导的裂解反应和转录驱动的发光适配体合成,开发了一种荧光发光适配体传感器,可同时测量活细胞和乳腺组织样本中的多个 lncRNA。当目标 lncRNA 存在时,它们可以被模板探针识别,形成活性 DNA 酶结构,启动 T4 PNK 催化的去磷酸化触发延伸反应,生成带有 T7 启动子序列的双链 DNA。相应的 T7 启动子可启动 T7 RNA 聚合酶催化的转录扩增,生成丰富的西兰花拟合子和孔雀石绿拟合子,它们可与 DFHBI-1T 和 MG 结合,产生强烈的荧光信号。利用 DNA 酶介导的裂解对 lncRNA 的良好选择性、T7 转录驱动扩增反应的高扩增效率以及 RNA 合体-荧光团复合物的明亮荧光,该方法表现出很高的灵敏度,检测限为 21.该方法灵敏度高,lncRNA HOTAIR 的检测限为 21.4 aM,lncRNA MALAT1 的检测限为 18.47 aM,可准确检测肿瘤细胞系和乳腺组织样本中的多个 lncRNA,为生物医学研究和早期临床诊断提供了有力的范例。
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引用次数: 0
Highly Sensitive Spatial Glycomics at Near-Cellular Resolution by On-Slide Derivatization and Mass Spectrometry Imaging. 通过滑动衍生化和质谱成像技术实现近细胞分辨率的高灵敏度空间糖化学。
IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-02 DOI: 10.1021/acs.analchem.3c05984
Cécile Cumin, Lindsay Gee, Thomas Litfin, Ropafadzo Muchabaiwa, Gael Martin, Oren Cooper, Viola Heinzelmann-Schwarz, Tobias Lange, Mark von Itzstein, Francis Jacob, Arun Everest-Dass

Glycans on proteins and lipids play important roles in maturation and cellular interactions, contributing to a variety of biological processes. Aberrant glycosylation has been associated with various human diseases including cancer; however, elucidating the distribution and heterogeneity of glycans in complex tissue samples remains a major challenge. Matrix-assisted laser desorption/ionization (MALDI) mass spectrometry imaging (MSI) is routinely used to analyze the spatial distribution of a variety of molecules including N-glycans directly from tissue surfaces. Sialic acids are nine carbon acidic sugars that often exist as the terminal sugars of glycans and are inherently difficult to analyze using MALDI-MSI due to their instability prone to in- and postsource decay. Here, we report on a rapid and robust method for stabilizing sialic acid on N-glycans in FFPE tissue sections. The established method derivatizes and identifies the spatial distribution of α2,3- and α2,6-linked sialic acids through complete methylamidation using methylamine and PyAOP ((7-azabenzotriazol-1-yloxy)tripyrrolidinophosphonium hexafluorophosphate). Our in situ approach increases the glycans detected and enhances the coverage of sialylated species. Using this streamlined, sensitive, and robust workflow, we rapidly characterize and spatially localize N-glycans in human tumor tissue sections. Additionally, we demonstrate this method's applicability in imaging mammalian cell suspensions directly on slides, achieving cellular resolution with minimal sample processing and cell numbers. This workflow reveals the cellular locations of distinct N-glycan species, shedding light on the biological and clinical significance of these biomolecules in human diseases.

蛋白质和脂质上的聚糖在成熟和细胞相互作用中发挥着重要作用,对各种生物过程都有贡献。糖基化异常与包括癌症在内的多种人类疾病有关;然而,阐明复杂组织样本中聚糖的分布和异质性仍是一大挑战。基质辅助激光解吸/电离(MALDI)质谱成像(MSI)被常规用于分析各种分子的空间分布,包括直接从组织表面提取的N-聚糖。硅酸是九碳酸糖,通常作为聚糖的末端糖存在,由于其不稳定性容易发生源内和源后衰变,因此很难使用 MALDI-MSI 进行分析。在此,我们报告了一种快速、稳健的方法,用于稳定 FFPE 组织切片中 N-聚糖上的硅酸。通过使用甲胺和 PyAOP((7-azabenzotriazol-1-yloxy)tripyrrolidinophosphonium hexafluorophosphate)进行完全甲基化,该方法可衍生并识别α2,3-和α2,6-连接的硅酸的空间分布。我们的原位方法增加了检测到的聚糖数量,提高了糖基化物种的覆盖率。利用这种精简、灵敏、稳健的工作流程,我们可以快速鉴定和定位人体肿瘤组织切片中的 N-聚糖。此外,我们还证明了这种方法适用于直接在载玻片上对哺乳动物细胞悬浮液进行成像,以最少的样品处理和细胞数量达到细胞分辨率。这一工作流程揭示了不同 N-糖种类在细胞中的位置,揭示了这些生物大分子在人类疾病中的生物学和临床意义。
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引用次数: 0
One-to-Nine Single Spectroscopic Intelligent Probe for Risk Assessment of Multiple Metals in Drinking Water. 用于饮用水中多种金属风险评估的一对九单光谱智能探针。
IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-02 DOI: 10.1021/acs.analchem.4c02181
Jia-Yi Luo, Zhao-Jing Huang, Ming Zhao, Shunxing Li, Fengying Zheng, Xuguang Huang, Fengjiao Liu, Luxiu Lin, Zheng Bin Huang, Haijiao Xie

26% of the world's population lacks access to clean drinking water; clean water and sanitation are major global challenges highlighted by the UN Sustainable Development Goals, indicating water security in public water systems is at stake today. Water monitoring using precise instruments by skilled operators is one of the most promising solutions. Despite decades of research, the professionalism-convenience trade-off when monitoring ubiquitous metal ions remains the major challenge for public water safety. Thus, to overcome these disadvantages, an easy-to-use and highly sensitive visual method is desirable. Herein, an innovative strategy for one-to-nine metal detection is proposed, in which a novel thiourea spectroscopic probe with high 9-metal affinity is synthesized, acting as "one", and is detected based on the 9 metal-thiourea complexes within portable spectrometers in the public water field; this is accomplished by nonspecialized personnel as is also required. During the processing of multimetal analysis, issues arise due to signal overlap and reproducibility problems, leading to constrained sensitivity. In this innovative endeavor, machine learning (ML) algorithms were employed to extract key features from the composite spectral signature, addressing multipeak overlap, and completing the detection within 30-300 s, thus achieving a detection limit of 0.01 mg/L and meeting established conventional water quality standards. This method provides a convenient approach for public drinking water safety testing.

世界上有 26% 的人口无法获得清洁饮用水;清洁水和卫生设施是联合国可持续发展目标所强调的全球主要挑战,这表明公共供水系统的水安全如今岌岌可危。由熟练操作人员使用精密仪器进行水质监测是最有前途的解决方案之一。尽管进行了数十年的研究,但在监测无处不在的金属离子时,专业性与便利性之间的权衡仍是公共供水安全面临的主要挑战。因此,为了克服这些缺点,我们需要一种易于使用且灵敏度高的可视化方法。本文提出了一种用于一至九种金属检测的创新策略,即合成一种具有九种金属高亲和力的新型硫脲光谱探针,作为 "一",在公共水领域的便携式光谱仪中根据九种金属-硫脲复合物进行检测;这也需要非专业人员来完成。在处理多金属分析过程中,由于信号重叠和可重复性问题,导致灵敏度受限。在这一创新尝试中,采用了机器学习(ML)算法从复合光谱特征中提取关键特征,解决了多峰重叠问题,并在 30-300 秒内完成检测,从而实现了 0.01 mg/L 的检测限,符合既定的常规水质标准。该方法为公共饮用水安全检测提供了一种便捷的方法。
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引用次数: 0
Ratiometric Fluorescent Probe for Super-Resolution Imaging of Lysosome HClO in Ferroptosis Cells. 用于超分辨率成像铁突变细胞溶酶体 HClO 的比率荧光探针。
IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-01 DOI: 10.1021/acs.analchem.4c02435
Hongyong Zheng, Weikang Peng, Miaomiao Liu, Shusheng Zhang, Xiangzhi Song, Lei Yang

Ferroptosis is an iron-dependent programmed cell death that is characterized by the dysregulation of lipid reactive oxygen species (ROS) production, causing abnormal changes in hypochlorous acid (HClO) levels in lysosomes. Super-resolution imaging can observe the fine structure of the lysosome at the nanometer level; therefore, it can be used to detect lysosome HClO levels during ferroptosis at the suborganelle level. Herein, we utilize a ratiometric fluorescent probe, SRF-HClO, for super-resolution imaging of lysosome HClO. Structured-illumination microscopy (SIM) improves the accuracy of lysosome targeting and enables the probe SRF-HClO to be successfully applied to rapidly monitor the up-regulated lysosome HClO at the nanoscale during inflammation and ferroptosis. Importantly, the probe SRF-HClO can also detect HClO changes in inflammatory and ferroptosis mice and evaluate the inhibitory effect of ferroptosis on mice tumors.

铁突变是一种铁依赖性程序性细胞死亡,其特点是脂质活性氧(ROS)生成失调,导致溶酶体中次氯酸(HClO)水平发生异常变化。超分辨率成像技术能在纳米级水平上观察溶酶体的精细结构,因此可用于在亚细胞器水平上检测铁突变过程中溶酶体的次氯酸(HClO)水平。在此,我们利用比率荧光探针 SRF-HClO 对溶酶体 HClO 进行超分辨率成像。结构照明显微镜(SIM)提高了溶酶体靶向的准确性,并使探针SRF-HClO成功地应用于在炎症和铁败坏过程中在纳米尺度上快速监测上调的溶酶体HClO。重要的是,探针 SRF-HClO 还能检测炎症和铁变态反应小鼠体内 HClO 的变化,并评估铁变态反应对小鼠肿瘤的抑制作用。
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引用次数: 0
Formulas of High MW Unknown Compounds from Accurate Mass Differences and Ranking of Best Candidates from First Principles. 从精确的质量差异得出高分子量未知化合物的配方,并根据第一原理排出最佳候选化合物。
IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-01 DOI: 10.1021/acs.analchem.4c00621
Stilianos G Roussis

The number of possible candidate formulas for high molecular weight unknown compounds (e.g., 7000-8000 Da for common 20-mer oligonucleotides) by high-resolution mass spectrometry is in the order of several hundred thousand even at the highest level of experimental accuracy. In demanding analytical applications involving new chemistries and synthetic routes where little is known about the chemical nature or mechanisms of formation of the unknown compounds (e.g., impurities), the generation of a short list of the most plausible formulas would be highly desirable. Such an approach has been developed in the current work. The concept of mass difference from a reference compound is introduced to simplify the approach and greatly reduce the number of possible formulas. The approach allows for the generation of candidate formulas by both the addition and subtraction of atoms to account for all possible molecular changes from the parent compound. A reduction of 3 orders of magnitude in the number of possible formulas has been achieved by the approach. Ranking of the formulas by the product of the sums of the absolute changes in the total number of all atoms and all heteroatoms in the proposed difference formula successfully ranked the correct formula within the top 10 from a list of 200-250 best candidate formulas. There is a tendency for the impurities to be formed involving the least change in the number of atoms and heteroatoms. ΔfHo and ΔfG'o values can be used as a complementary ranking system of the top candidates. The approach is applicable to unknowns in any other systems of high MW compounds.

通过高分辨质谱法分析高分子量未知化合物(例如常见的 20 聚体寡核苷酸的分子量为 7000-8000 Da),即使在最高实验精度水平下,可能的候选配方数量也在几十万个左右。在涉及新化学成分和合成路线的高要求分析应用中,由于对未知化合物(如杂质)的化学性质或形成机制知之甚少,因此非常有必要生成一份最合理配方的简短清单。目前的工作就是开发这样一种方法。我们引入了与参考化合物质量差的概念,以简化方法并大大减少可能配方的数量。这种方法允许通过添加和减少原子来生成候选化学式,以考虑到与母体化合物相比可能发生的所有分子变化。该方法将可能的配方数量减少了 3 个数量级。根据拟议差异公式中所有原子和所有杂原子总数绝对变化之和的乘积对公式进行排序,成功地从 200-250 个最佳候选公式中将正确公式排在了前 10 名之内。形成杂质的原子和杂原子数变化最小的趋势。ΔfHo 和 ΔfG'o 值可用作候选最佳配方的补充排序系统。该方法适用于任何其他高分子量化合物体系中的未知物。
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引用次数: 0
A Single-Shot Technique for Measuring Broadband Two-Photon Absorption Spectra in Solution. 测量溶液中宽带双光子吸收光谱的单发技术
IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-01 DOI: 10.1021/acs.analchem.4c01656
Prasenjit Srivastava, Christopher G Elles

Applications involving two-photon activation, including two-photon fluorescence imaging, photodynamic therapy, and 3D data storage, require precise knowledge of the two-photon absorption (2PA) spectra of target chromophores. Broadband pump-probe spectroscopy using femtosecond laser pulses provides wavelength-dependent 2PA spectra with absolute cross sections, but the measurements are sometimes complicated by cross-phase modulation effects and dispersion of the broadband probe. Here, we introduce a single-shot approach that eliminates artifacts from cross-phase modulation and enables more rapid measurements by avoiding the need to scan the time delay between the pump and the probe pulses. The approach uses counterpropagating beams to automatically integrate over the full interaction between the two pulses as they cross. We demonstrate this single-shot approach for a common 2PA reference, coumarin 153 (C153), in three different solvents using the output from a Yb:KGW laser. This approach provides accurate 2PA cross sections that are more reliable and easier to obtain compared with scanning pump-probe methods using copropagating laser beams. The single-shot method for broadband two-photon absorption (BB-2PA) spectroscopy also has significant advantages compared with single-wavelength measurements, such as z-scan and two-photon fluorescence.

涉及双光子激活的应用,包括双光子荧光成像、光动力疗法和三维数据存储,都需要精确了解目标发色团的双光子吸收(2PA)光谱。使用飞秒激光脉冲的宽带泵浦探针光谱法可提供与波长相关的具有绝对截面的双光子吸收光谱,但宽带探针的交叉相位调制效应和色散有时会使测量变得复杂。在这里,我们介绍了一种单发方法,它可以消除跨相调制产生的伪影,并通过避免扫描泵浦脉冲和探针脉冲之间的时间延迟来实现更快速的测量。这种方法使用反向传播光束,在两个脉冲交叉时自动整合它们之间的全部相互作用。我们利用 Yb:KGW 激光器的输出,在三种不同溶剂中对常见的 2PA 参考物质香豆素 153 (C153) 演示了这种单发方法。与使用共传播激光束的扫描泵浦探针方法相比,这种方法能提供更可靠、更容易获得的精确 2PA 截面。与 Z 扫描和双光子荧光等单波长测量方法相比,宽带双光子吸收(BB-2PA)光谱的单发方法也具有显著优势。
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引用次数: 0
Sensitive and High-Throughput Time-Resolved Luminescence Detection of Tetracycline in Milk for Eliminating Background Fluorescence on a Miniaturized Apparatus. 用微型仪器消除背景荧光,对牛奶中的四环素进行灵敏、高通量的时间分辨发光检测
IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-01 DOI: 10.1021/acs.analchem.4c01508
Jiahui Luo, Zece Zhu

Fluorescence detection has always suffered from high background fluorescence from real samples such as milk. Therefore, cumbersome pretreatments of samples were necessary to remove the fluorescent substances but led to long processing times and low efficiency. Time-resolved luminescence detection is a powerful technique for eliminating short-lived background fluorescence without additional pretreatments. However, the related instruments are usually equipped with high-speed excitation sources and detectors, which are always bulky and expensive. Herein, we developed a low-cost and miniaturized imaging system for high-throughput time-gated luminescence detection. An UV LED array was used to excite multiple samples, the luminescence of which could be detected by a smartphone simultaneously. An analog circuit was designed to synchronize the LED to the mechanical chopper to eliminate the background signals resulting from scattering and short-lived autofluorescence. Compared to other synchronous circuits based on FPGAs and microcontrollers, this analog circuit required no programming and memory. For the first time, high-throughput time-resolved luminescence detection of tetracycline in milk without any separation or enrichment was achieved by utilizing a smartphone as a camera, and the scattered signals and the background fluorescence were eliminated efficiently. The limit of detection reached as low as 53 nM (∼0.024 ppm), lower than the residue limit set by the European Union. This high-throughput time-gated luminescence detection method can be used for quantitative analysis of many real samples with high background fluorescence.

荧光检测一直受到来自牛奶等真实样品的高背景荧光的影响。因此,必须对样品进行繁琐的预处理,以去除荧光物质,但这导致处理时间长、效率低。时间分辨荧光检测是一种无需额外预处理即可消除短寿命背景荧光的强大技术。然而,相关仪器通常都配备有高速激发光源和检测器,体积庞大且价格昂贵。在此,我们开发了一种用于高通量时间门控荧光检测的低成本微型成像系统。紫外 LED 阵列用于激发多个样品,智能手机可同时检测这些样品的发光。设计了一个模拟电路,使 LED 与机械斩波器同步,以消除散射和短寿命自发荧光产生的背景信号。与其他基于 FPGA 和微控制器的同步电路相比,这种模拟电路无需编程和内存。利用智能手机作为摄像头,首次实现了牛奶中四环素的高通量时间分辨发光检测,无需任何分离或富集,并有效消除了散射信号和背景荧光。检测限低至 53 nM(∼0.024 ppm),低于欧盟规定的残留限量。这种高通量时间门控荧光检测方法可用于对许多具有高背景荧光的真实样品进行定量分析。
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引用次数: 0
Nanoconfined Silver Nanoclusters Combined with X-Shaped DNA Recognizer-Triggered Cascade Amplification for Electrochemiluminescence Detection of APE1. 纳米封闭银纳米团簇与 X 形 DNA 识别器触发的级联放大相结合,用于 APE1 的电化学发光检测。
IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-01 DOI: 10.1021/acs.analchem.4c01438
Qiao-Lin Chen, Xue-Mei Zhou, Mei-Ling Zhao, Ya-Qin Chai, Ruo Yuan, Xia Zhong, Ying Zhuo

Apurinic/apyrimidinic endonuclease 1 (APE1), as a vital base excision repair enzyme, is essential for maintaining genomic integrity and stability, and its abnormal expression is closely associated with malignant tumors. Herein, we constructed an electrochemiluminescence (ECL) biosensor for detecting APE1 activity by combining nanoconfined ECL silver nanoclusters (Ag NCs) with X-shaped DNA recognizer-triggered cascade amplification. Specifically, the Ag NCs were prepared and confined in the glutaraldehyde-cross-linked chitosan hydrogel network using the one-pot method, resulting in a strong ECL response and exceptional stability in comparison with discrete Ag NCs. Furthermore, the self-assembled X-shaped DNA recognizers were designed for APE1 detection, which not only improved reaction kinetics due to the ordered arrangement of recognition sites but also achieved high sensitivity by utilizing the recognizer-triggered cascade amplification of strand displacement amplification (SDA) and DNAzyme catalysis. As expected, this biosensor achieved sensitive ECL detection of APE1 in the range of 1.0 × 10-3 U·μL-1 to 1.0 × 10-10 U·μL-1 with the detection limit of 2.21 × 10-11 U·μL-1, rendering it a desirable approach for biomarker detection.

嘌呤/近嘧啶内切酶1(APE1)是一种重要的碱基切除修复酶,对维持基因组的完整性和稳定性至关重要,其异常表达与恶性肿瘤密切相关。在此,我们将纳米封闭 ECL 银纳米簇(Ag NCs)与 X 型 DNA 识别器触发的级联放大相结合,构建了一种检测 APE1 活性的电化学发光(ECL)生物传感器。具体来说,采用一锅法制备了银纳米簇,并将其封闭在戊二醛交联壳聚糖水凝胶网络中,因此与离散的银纳米簇相比,银纳米簇具有较强的 ECL 反应和优异的稳定性。此外,还设计了用于检测 APE1 的自组装 X 型 DNA 识别器,不仅由于识别位点的有序排列改善了反应动力学,还利用识别器触发的链位移放大(SDA)和 DNA 酶催化的级联放大实现了高灵敏度。正如预期的那样,这种生物传感器实现了对 APE1 的灵敏 ECL 检测,检测范围为 1.0 × 10-3 U-μL-1 至 1.0 × 10-10 U-μL-1,检测限为 2.21 × 10-11 U-μL-1,是一种理想的生物标记物检测方法。
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引用次数: 0
Efficient and Accurate pH Determination with pH Test Strips Based on Machine Learning. 基于机器学习的 pH 试纸可高效、准确地测定 pH 值。
IF 6.7 1区 化学 Q1 CHEMISTRY, ANALYTICAL Pub Date : 2024-07-01 DOI: 10.1021/acs.analchem.4c02153
Xiao Long Xiong, Yun Peng Ma, Hui Liu, Cheng Zhi Huang, Jun Zhou

The determination of pH values is crucial in various fields, such as analytical chemistry, medical diagnostics, and biochemical research. pH test strips, renowned for their convenience and cost-effectiveness, are commonly utilized for pH qualitative estimation. Recently, quantitative methods for determining pH values using pH test strips have been developed. However, these methods can be prone to errors due to environmental factors, such as lighting conditions, which affect the imaging quality of the pH test strips. To address these challenges, we developed an innovative approach that combines machine learning techniques with pH test strips for the quantitative determination of pH values. Our method involves extracting artificial features from the pH test strip images and combining them across multiple dimensions for comprehensive analysis. To ensure optimal feature selection, we developed a feature selection strategy based on SHAP importance. This strategy helps in identifying the most relevant features that contribute to accurate pH prediction. Furthermore, we integrated multiple machine learning algorithms, employing a robust stacking fusion strategy to establish a highly reliable pH value prediction model. Our proposed method automates the determination of pH values through pH test strips, effectively overcoming the limitations associated with environmental lighting interference. Experimental results demonstrate that this method is convenient, effective, and highly reliable for the determination of pH values.

pH 值的测定在分析化学、医疗诊断和生化研究等多个领域都至关重要。pH 试纸以其方便性和成本效益著称,通常用于 pH 值的定性估算。最近,人们开发出了使用 pH 试纸测定 pH 值的定量方法。然而,由于环境因素(如光照条件)会影响 pH 试纸的成像质量,这些方法很容易出现误差。为了应对这些挑战,我们开发了一种创新方法,将机器学习技术与 pH 试纸相结合,用于 pH 值的定量测定。我们的方法包括从 pH 试纸图像中提取人工特征,并将它们从多个维度结合起来进行综合分析。为确保最佳特征选择,我们开发了基于 SHAP 重要性的特征选择策略。该策略有助于识别有助于准确预测 pH 值的最相关特征。此外,我们还整合了多种机器学习算法,采用稳健的堆叠融合策略,建立了高度可靠的 pH 值预测模型。我们提出的方法通过 pH 试纸自动测定 pH 值,有效克服了环境光线干扰带来的限制。实验结果表明,这种方法在测定 pH 值方面方便、有效且高度可靠。
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Analytical Chemistry
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