首页 > 最新文献

Analytical Methods最新文献

英文 中文
A dual-mode sensing platform for electron spin resonance and UV-vis detection of alkaline phosphatase based on Cu-based metal-organic frameworks. 基于铜基金属有机框架的碱性磷酸酶电子自旋共振和紫外-可见检测双模式传感平台。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-06 DOI: 10.1039/d4ay01682c
Hui Shi, Yuntong Liu, Chu Qiu, Chunyu Wang, Zhimin Zhang, Meijun Lu, Bo Wang, Yuan Tian, Daqian Song, Ziwei Zhang

Alkaline phosphatase (ALP) is an indispensable hydrolase in living organisms and the abnormality of ALP activity is correlated with a variety of diseases. Exploring ALP activity is important for clinical diagnosis and biomedical research to understand its physiological function. In this study, a dual-mode biosensing platform was constructed based on Cu-based metal-organic frameworks (Cu-MOFs) for electron spin resonance (ESR) and ultraviolet-visible (UV-vis) sensing of ALP. Cu-MOFs, as peroxidase mimics, catalyzed the decomposition of hydrogen peroxide (H2O2) and the generation of reactive oxygen species (ROS) which could oxidize ABTS into ABTS˙+ with good ESR and UV-vis signals. Pyrophosphate ions (PPi) with high affinity to Cu2+ in Cu-MOFs could suppress the peroxidase-like activity of Cu-MOFs, and ALP could hydrolyze PPi, resulting in the recovery of Cu-MOF catalytic activity. Thus, a quantitative dual-mode method for detection of ALP activity was established with good linearity in the range of 0-42 U L-1 and limits of detection as low as 0.386 and 0.523 U L-1 respectively for ESR and UV-vis detection. Benefiting from its high sensitivity and excellent selectivity, this method was applied for ALP detection in human serum and satisfactory recoveries were achieved. The off-on dual-mode sensing platform is more reliable than the single-mode sensor and shows merits like simple operation and cost-friendliness, making it have great potential in the diagnosis of ALP-related diseases.

碱性磷酸酶(ALP)是生物体内不可或缺的水解酶,ALP活性异常与多种疾病相关。探究 ALP 的活性对于临床诊断和生物医学研究了解其生理功能具有重要意义。本研究构建了一个基于铜基金属有机框架(Cu-MOFs)的双模式生物传感平台,用于电子自旋共振(ESR)和紫外可见光(UV-vis)传感 ALP。作为过氧化物酶的模拟物,Cu-MOFs 可催化过氧化氢(H2O2)的分解并生成活性氧(ROS),从而将 ABTS 氧化成 ABTS˙+,并产生良好的 ESR 和紫外可见光信号。焦磷酸离子(PPi)与 Cu-MOF 中的 Cu2+ 具有高亲和力,可抑制 Cu-MOF 的过氧化物酶样活性,ALP 可水解 PPi,从而恢复 Cu-MOF 的催化活性。因此,建立了一种定量检测 ALP 活性的双模式方法,其线性范围为 0-42 U L-1,ESR 和 UV-vis 检测的检出限分别低至 0.386 和 0.523 U L-1。由于该方法灵敏度高、选择性好,因此被应用于人血清中 ALP 的检测,并取得了令人满意的回收率。与单模传感器相比,离-开双模传感平台更可靠,而且操作简单、成本低廉,在诊断 ALP 相关疾病方面具有很大的潜力。
{"title":"A dual-mode sensing platform for electron spin resonance and UV-vis detection of alkaline phosphatase based on Cu-based metal-organic frameworks.","authors":"Hui Shi, Yuntong Liu, Chu Qiu, Chunyu Wang, Zhimin Zhang, Meijun Lu, Bo Wang, Yuan Tian, Daqian Song, Ziwei Zhang","doi":"10.1039/d4ay01682c","DOIUrl":"https://doi.org/10.1039/d4ay01682c","url":null,"abstract":"<p><p>Alkaline phosphatase (ALP) is an indispensable hydrolase in living organisms and the abnormality of ALP activity is correlated with a variety of diseases. Exploring ALP activity is important for clinical diagnosis and biomedical research to understand its physiological function. In this study, a dual-mode biosensing platform was constructed based on Cu-based metal-organic frameworks (Cu-MOFs) for electron spin resonance (ESR) and ultraviolet-visible (UV-vis) sensing of ALP. Cu-MOFs, as peroxidase mimics, catalyzed the decomposition of hydrogen peroxide (H<sub>2</sub>O<sub>2</sub>) and the generation of reactive oxygen species (ROS) which could oxidize ABTS into ABTS˙<sup>+</sup> with good ESR and UV-vis signals. Pyrophosphate ions (PPi) with high affinity to Cu<sup>2+</sup> in Cu-MOFs could suppress the peroxidase-like activity of Cu-MOFs, and ALP could hydrolyze PPi, resulting in the recovery of Cu-MOF catalytic activity. Thus, a quantitative dual-mode method for detection of ALP activity was established with good linearity in the range of 0-42 U L<sup>-1</sup> and limits of detection as low as 0.386 and 0.523 U L<sup>-1</sup> respectively for ESR and UV-vis detection. Benefiting from its high sensitivity and excellent selectivity, this method was applied for ALP detection in human serum and satisfactory recoveries were achieved. The off-on dual-mode sensing platform is more reliable than the single-mode sensor and shows merits like simple operation and cost-friendliness, making it have great potential in the diagnosis of ALP-related diseases.</p>","PeriodicalId":64,"journal":{"name":"Analytical Methods","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142581040","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A broad-spectrum peptide screening method using an optimized solid-phase extraction and liquid chromatography-high-field asymmetric ion mobility spectrometry-mass spectrometry for doping control in equine urine. 利用优化的固相萃取和液相色谱-高场非对称离子迁移谱-质谱法筛查马尿中兴奋剂的广谱多肽方法。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-06 DOI: 10.1039/d4ay01477d
Kohei Ohnuma, Misato Hirano-Kodaira, Michiko Bannai, Yoshibumi Shimizu, Masayuki Yamada, Kenji Kinoshita, Gary Ngai-Wa Leung, Hideaki Ishii

The abuse of prohibited peptide-based drugs with a broad spectrum of chemical characteristics poses a significant concern for the horseracing industry. Recently, there has been a notable increase in positive cases of small-peptide drugs reported in equine and canine sports. In addition to small peptides, large peptides (over 2 kDa) with structural diversity have also entered the market in increasing numbers as drugs for humans and livestock. However, the simultaneous analysis of both small- and large-peptide-based drugs is still challenging. In this study, a screening method was developed to cover 74 analytes, including peptides, their catabolites, and/or their mimetics, with molecular weights ranging from 0.3 kDa to greater than 5 kDa. The simultaneous extraction of both small and large peptides was achieved using a weak cation-exchange solid-phase extraction cartridge with a mixture of different pore sizes (suitable for large peptides), followed by analysis using liquid chromatography high-field asymmetric ion mobility spectrometry tandem mass spectrometry (LC-FAIMS-MS/MS). For method validation, the limits of detection (LoDs), reproducibility, recovery, matrix effect, selectivity, and carryover were evaluated. Remarkably, the LoDs of ∼80% of the analytes were less than or equal to 50 pg ml-1, with the lowest LoD (1 pg ml-1) being observed for selected peptides in horse urine. These results indicate a substantial advancement in achieving comprehensive coverage for both small and large peptides with high sensitivity for the purpose of doping control in horseracing and equestrian sports.

禁用的多肽类药物具有广泛的化学特性,其滥用问题引起了赛马业的极大关注。最近,马和犬类运动中报告的小肽类药物阳性病例明显增加。除小肽外,具有结构多样性的大肽(2 kDa 以上)也越来越多地进入市场,成为人类和牲畜的药物。然而,同时分析基于小肽和大肽的药物仍具有挑战性。本研究开发了一种筛选方法,涵盖 74 种分析物,包括分子量从 0.3 kDa 到大于 5 kDa 的多肽、其代谢产物和/或其模拟物。使用不同孔径的弱阳离子交换固相萃取柱(适用于大肽的萃取)同时萃取小肽和大肽,然后使用液相色谱-高场不对称离子迁移谱串联质谱(LC-FAIMS-MS/MS)进行分析。在方法验证方面,对检测限(LoDs)、重现性、回收率、基质效应、选择性和携带率进行了评估。值得注意的是,80% 的分析物的 LoDs 小于或等于 50 pg ml-1,马尿中某些肽的 LoDs 最低(1 pg ml-1)。这些结果表明,在赛马和马术运动的兴奋剂检测中,高灵敏度地全面检测小肽和大肽方面取得了重大进展。
{"title":"A broad-spectrum peptide screening method using an optimized solid-phase extraction and liquid chromatography-high-field asymmetric ion mobility spectrometry-mass spectrometry for doping control in equine urine.","authors":"Kohei Ohnuma, Misato Hirano-Kodaira, Michiko Bannai, Yoshibumi Shimizu, Masayuki Yamada, Kenji Kinoshita, Gary Ngai-Wa Leung, Hideaki Ishii","doi":"10.1039/d4ay01477d","DOIUrl":"10.1039/d4ay01477d","url":null,"abstract":"<p><p>The abuse of prohibited peptide-based drugs with a broad spectrum of chemical characteristics poses a significant concern for the horseracing industry. Recently, there has been a notable increase in positive cases of small-peptide drugs reported in equine and canine sports. In addition to small peptides, large peptides (over 2 kDa) with structural diversity have also entered the market in increasing numbers as drugs for humans and livestock. However, the simultaneous analysis of both small- and large-peptide-based drugs is still challenging. In this study, a screening method was developed to cover 74 analytes, including peptides, their catabolites, and/or their mimetics, with molecular weights ranging from 0.3 kDa to greater than 5 kDa. The simultaneous extraction of both small and large peptides was achieved using a weak cation-exchange solid-phase extraction cartridge with a mixture of different pore sizes (suitable for large peptides), followed by analysis using liquid chromatography high-field asymmetric ion mobility spectrometry tandem mass spectrometry (LC-FAIMS-MS/MS). For method validation, the limits of detection (LoDs), reproducibility, recovery, matrix effect, selectivity, and carryover were evaluated. Remarkably, the LoDs of ∼80% of the analytes were less than or equal to 50 pg ml<sup>-1</sup>, with the lowest LoD (1 pg ml<sup>-1</sup>) being observed for selected peptides in horse urine. These results indicate a substantial advancement in achieving comprehensive coverage for both small and large peptides with high sensitivity for the purpose of doping control in horseracing and equestrian sports.</p>","PeriodicalId":64,"journal":{"name":"Analytical Methods","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142581038","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Enhanced ICP-MS detection of 24 elemental impurities in complex, high matrix mineral, medicinal lanthanum carbonates according to ICH Q2 (R2). 根据 ICH Q2 (R2),增强 ICP-MS 对复杂、高基质矿物药用碳酸镧中 24 种元素杂质的检测。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-06 DOI: 10.1039/d4ay01589d
Meng-Meng Shen, Sun-Xin Zhou, Yi-Wen Jing, Chao-Qiang Xiao, Shu-Wang He, Jie Yang

Validation of the specificity of ICP-MS methods by ICH Q2 (R2) through spiking experiments cannot characterize the multi-atomic interference of complex high matrix samples, possibly affecting the accuracy of the method and reliability of results. In this study, we highlight this issue by investigating the elemental impurities in lanthanum carbonate raw materials and use isotope ratio analysis to overcome this limitation and establishing an accurate ICP-MS method for 24 elemental impurities (listed in ICH Q3D). An Agilent 7900 ICP-MS was used with an automatic sampler for sample determination in the He mode. The isotope ratio of elemental impurities in the spiked samples was analyzed to characterize polyatomic interference and select the exclusive mass number of elemental impurities. While the recovery rate of most elemental impurities met the requirements, that of selenium (default measurement mass number 78Se) exceeded the standard in the matric sample. The isotope ratio of Se (78Se/82Se) was much higher than the theoretical value, indicating that the response intensity of m/z 78 was formed by the combination of 78Se and other mass-to-charge ratios, such as LaOH2+ formed by the large amount of La in the matrix. Therefore, 82 was chosen as the mass number for Se. The validation results indicate that the method has strong specificity, high accuracy, and is simple and facile. This study provides technical support for the control of elemental impurities in lanthanum carbonates and isotope ratios can be used as a supplementary means of spiked recovery rates.

ICH Q2 (R2) 通过加标实验验证 ICP-MS 方法的特异性,无法表征复杂高基质样品的多原子干扰,可能会影响方法的准确性和结果的可靠性。在本研究中,我们通过研究碳酸镧原料中的元素杂质来突出这一问题,并利用同位素比值分析来克服这一局限,建立了针对 24 种元素杂质(列于 ICH Q3D 中)的精确 ICP-MS 方法。在 He 模式下,使用 Agilent 7900 ICP-MS 和自动取样器进行样品测定。分析了加标样品中元素杂质的同位素比值,以确定多原子干扰的特征,并选择元素杂质的专属质量数。虽然大多数元素杂质的回收率符合要求,但硒元素(默认测量质量数为 78Se)在 基质样品中的回收率超出了标准。硒的同位素比(78Se/82Se)远高于理论值,表明 m/z 78 的响应强度是由 78Se 和其他质量电荷比共同形成的,如基质中大量 La 形成的 LaOH2+。因此,选择 82 作为 Se 的质量数。验证结果表明,该方法特异性强、准确度高、简便易行。该研究为控制碳酸镧中的元素杂质提供了技术支持,同位素比值可作为加标回收率的辅助手段。
{"title":"Enhanced ICP-MS detection of 24 elemental impurities in complex, high matrix mineral, medicinal lanthanum carbonates according to ICH Q2 (R2).","authors":"Meng-Meng Shen, Sun-Xin Zhou, Yi-Wen Jing, Chao-Qiang Xiao, Shu-Wang He, Jie Yang","doi":"10.1039/d4ay01589d","DOIUrl":"https://doi.org/10.1039/d4ay01589d","url":null,"abstract":"<p><p>Validation of the specificity of ICP-MS methods by ICH Q2 (R2) through spiking experiments cannot characterize the multi-atomic interference of complex high matrix samples, possibly affecting the accuracy of the method and reliability of results. In this study, we highlight this issue by investigating the elemental impurities in lanthanum carbonate raw materials and use isotope ratio analysis to overcome this limitation and establishing an accurate ICP-MS method for 24 elemental impurities (listed in ICH Q3D). An Agilent 7900 ICP-MS was used with an automatic sampler for sample determination in the He mode. The isotope ratio of elemental impurities in the spiked samples was analyzed to characterize polyatomic interference and select the exclusive mass number of elemental impurities. While the recovery rate of most elemental impurities met the requirements, that of selenium (default measurement mass number <sup>78</sup>Se) exceeded the standard in the matric sample. The isotope ratio of Se (<sup>78</sup>Se/<sup>82</sup>Se) was much higher than the theoretical value, indicating that the response intensity of <i>m</i>/<i>z</i> 78 was formed by the combination of <sup>78</sup>Se and other mass-to-charge ratios, such as LaOH<sup>2+</sup> formed by the large amount of La in the matrix. Therefore, 82 was chosen as the mass number for Se. The validation results indicate that the method has strong specificity, high accuracy, and is simple and facile. This study provides technical support for the control of elemental impurities in lanthanum carbonates and isotope ratios can be used as a supplementary means of spiked recovery rates.</p>","PeriodicalId":64,"journal":{"name":"Analytical Methods","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2024-11-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142581041","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A rapid method for assessing seed drought resistance using integrated ID-BOA-SVM. 利用集成 ID-BOA-SVM 快速评估种子抗旱性的方法。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-05 DOI: 10.1039/d4ay01455c
Qiaohan Wu, Xiaoyu Zhao, Biqing Zhou, Jiangcheng Liao, Qian Luo, Yue Zhao, Lijing Cai, Zhe Zhai, Liang Tong

This study investigates the application of near-infrared spectroscopy (NIR) for assessing drought resistance in seeds, aiming to offer a rapid and efficient method suitable for large-scale primary screening. NIR spectroscopy is utilized to analyze four key factors (water, sugars, amino acids content, and genes) associated with maize seed drought responses. Signature NIR bands indicative of drought resistance-related molecules are identified using the Competitive Adaptive Reweighted Sampling (CARS) technique. Furthermore, an Improved Discrete Bayesian Optimization Support Vector Machine (ID-BOA-SVM) classification model is developed to address issues related to sparse features in traditional Bayesian Optimization Support Vector Machines (BOA-SVM). To enhance classification performance, a stacking model integrating Random Forest (RF), ID-BOA-SVM, Logistic Regression (LR), and Gradient Boosted Decision Trees (GBDT) classifiers is constructed, ensuring robustness and minimizing overfitting risks. The model achieves satisfactory recognition accuracy (94.28% accuracy, 94% precision, 94.61% recall, and 94.23% F1-score) even under conditions of substantial interference and dataset variability. This research demonstrates that NIR spectroscopy-derived data can support genetic and physiological studies of drought-resistant seed varieties, facilitating a deeper understanding of drought resistance mechanisms and optimizing breeding strategies.

本研究调查了近红外光谱(NIR)在评估种子抗旱性中的应用,旨在提供一种适用于大规模初筛的快速高效的方法。利用近红外光谱分析与玉米种子抗旱性相关的四个关键因素(水分、糖、氨基酸含量和基因)。利用竞争性自适应重加权采样(CARS)技术识别了表明抗旱性相关分子的特征性近红外波段。此外,还开发了一种改进的离散贝叶斯优化支持向量机(ID-BOA-SVM)分类模型,以解决传统贝叶斯优化支持向量机(BOA-SVM)中与稀疏特征相关的问题。为了提高分类性能,构建了一个集成了随机森林 (RF)、ID-BOA-SVM、逻辑回归 (LR) 和梯度提升决策树 (GBDT) 分类器的堆叠模型,以确保稳健性并将过拟合风险降至最低。即使在干扰和数据集变化较大的情况下,该模型也能达到令人满意的识别准确率(准确率 94.28%、精确率 94%、召回率 94.61% 和 F1 分数 94.23%)。这项研究表明,近红外光谱数据可支持抗旱种子品种的遗传和生理研究,有助于深入了解抗旱机制和优化育种策略。
{"title":"A rapid method for assessing seed drought resistance using integrated ID-BOA-SVM.","authors":"Qiaohan Wu, Xiaoyu Zhao, Biqing Zhou, Jiangcheng Liao, Qian Luo, Yue Zhao, Lijing Cai, Zhe Zhai, Liang Tong","doi":"10.1039/d4ay01455c","DOIUrl":"https://doi.org/10.1039/d4ay01455c","url":null,"abstract":"<p><p>This study investigates the application of near-infrared spectroscopy (NIR) for assessing drought resistance in seeds, aiming to offer a rapid and efficient method suitable for large-scale primary screening. NIR spectroscopy is utilized to analyze four key factors (water, sugars, amino acids content, and genes) associated with maize seed drought responses. Signature NIR bands indicative of drought resistance-related molecules are identified using the Competitive Adaptive Reweighted Sampling (CARS) technique. Furthermore, an Improved Discrete Bayesian Optimization Support Vector Machine (ID-BOA-SVM) classification model is developed to address issues related to sparse features in traditional Bayesian Optimization Support Vector Machines (BOA-SVM). To enhance classification performance, a stacking model integrating Random Forest (RF), ID-BOA-SVM, Logistic Regression (LR), and Gradient Boosted Decision Trees (GBDT) classifiers is constructed, ensuring robustness and minimizing overfitting risks. The model achieves satisfactory recognition accuracy (94.28% accuracy, 94% precision, 94.61% recall, and 94.23% F1-score) even under conditions of substantial interference and dataset variability. This research demonstrates that NIR spectroscopy-derived data can support genetic and physiological studies of drought-resistant seed varieties, facilitating a deeper understanding of drought resistance mechanisms and optimizing breeding strategies.</p>","PeriodicalId":64,"journal":{"name":"Analytical Methods","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142575470","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
High-throughput optimisations for 3D chemical imaging of pharmaceutical solid oral dosage forms. 药物固体口服剂型三维化学成像的高通量优化。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-04 DOI: 10.1039/d4ay01806k
Liam Davison-Gates, Andrew V Ewing, Don Clark, Fiona C Clarke

Chemical imaging of pharmaceutical solid oral dosage forms is a key technique for quality assurance and issue diagnosis. This technique can be further augmented using 3D chemical imaging via serial sections and image stacking. However, the additional collection time this entails means that 3D imaging is utilised for a very niche set of applications. Previous attempts have been made to optimize the process but have often compromised the quality of the resulting chemical images to achieve the gains in process time. In this study, several optimisation strategies are employed to increase the efficiency of 3D chemical image collection without sacrificing the quality of the final chemical images. The use of automated microscope macros and a kinematic mounting system allowed for rapid sample processing and efficient utilisation of equipment time. The automated macros allow the Raman microscope to collect mapping data continuously from multiple samples without the need for operator intervention steps. The kinematic mounting system allows rapid and accurate sample transfer and positioning between instruments. These optimisations resulted in a three times speed increase in collection time while keeping the same signal-to-noise ratio of the resulting chemical images. These optimisations will allow the rapid collection of statistically robust 3D chemical image data within a set time frame that is more amenable to an industrial workflow.

口服固体制剂的化学成像是质量保证和问题诊断的关键技术。通过序列切片和图像堆叠,三维化学成像技术可进一步增强这项技术。然而,这需要额外的采集时间,这意味着三维成像只能用于非常小众的应用领域。以前曾尝试过优化流程,但往往会为了节省时间而影响化学图像的质量。在这项研究中,我们采用了几种优化策略来提高三维化学图像采集的效率,同时又不影响最终化学图像的质量。使用自动显微镜宏和机械安装系统可快速处理样品,并有效利用设备时间。自动宏使拉曼显微镜能够连续收集多个样品的制图数据,而无需操作员的干预步骤。机械安装系统可在仪器之间快速、准确地转移和定位样品。这些优化措施将采集时间提高了三倍,同时保持了化学图像的信噪比不变。这些优化措施将使我们能够在规定的时间内快速收集统计稳健的三维化学图像数据,从而更适合工业工作流程。
{"title":"High-throughput optimisations for 3D chemical imaging of pharmaceutical solid oral dosage forms.","authors":"Liam Davison-Gates, Andrew V Ewing, Don Clark, Fiona C Clarke","doi":"10.1039/d4ay01806k","DOIUrl":"https://doi.org/10.1039/d4ay01806k","url":null,"abstract":"<p><p>Chemical imaging of pharmaceutical solid oral dosage forms is a key technique for quality assurance and issue diagnosis. This technique can be further augmented using 3D chemical imaging <i>via</i> serial sections and image stacking. However, the additional collection time this entails means that 3D imaging is utilised for a very niche set of applications. Previous attempts have been made to optimize the process but have often compromised the quality of the resulting chemical images to achieve the gains in process time. In this study, several optimisation strategies are employed to increase the efficiency of 3D chemical image collection without sacrificing the quality of the final chemical images. The use of automated microscope macros and a kinematic mounting system allowed for rapid sample processing and efficient utilisation of equipment time. The automated macros allow the Raman microscope to collect mapping data continuously from multiple samples without the need for operator intervention steps. The kinematic mounting system allows rapid and accurate sample transfer and positioning between instruments. These optimisations resulted in a three times speed increase in collection time while keeping the same signal-to-noise ratio of the resulting chemical images. These optimisations will allow the rapid collection of statistically robust 3D chemical image data within a set time frame that is more amenable to an industrial workflow.</p>","PeriodicalId":64,"journal":{"name":"Analytical Methods","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2024-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142566374","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Rapid detection of Hg2+ in an ON-OFF-ON process using N doped carbon dots. 使用掺杂 N 的碳点在 ON-OFF-ON 过程中快速检测 Hg2+。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-04 DOI: 10.1039/d4ay01210k
Ananya Dutta, Sonit Kumar Gogoi

Contamination of ground water with pollutants released from various anthropogenic activities is a major concern due to its adverse effects on the environment and human health. Rapid and efficient detection of such pollutants is the first step toward remediation of the problem. Herein we report a two-point fluorescence turn OFF-ON detection method for Hg2+ ions using nitrogen doped carbon dots (NCDs). The NCDs obtained through solvothermal treatment of ammonium citrate tribasic in DMF at 190 °C for four hours exhibited a quantum yield of 9.67%. Hg2+ detection is demonstrated in two steps, first the quenching of the fluorescence of NCDs by Hg2+ and second the fluorescence recovery upon addition of ascorbic acid from different sources. A rapid filter paper-based detection device is demonstrated based on the principles developed.

地下水受到各种人为活动释放的污染物的污染,对环境和人类健康造成了不利影响,是一个令人关注的重大问题。快速有效地检测此类污染物是解决这一问题的第一步。在此,我们报告了一种使用掺氮碳点(NCDs)的 Hg2+ 离子两点荧光关-开检测方法。通过在 190 °C 的 DMF 中对柠檬酸铵三盐进行溶解热处理四小时后得到的 NCD,其量子产率为 9.67%。Hg2+ 检测分为两个步骤:首先是 Hg2+ 对 NCDs 荧光的淬灭,其次是加入不同来源的抗坏血酸后荧光的恢复。根据所开发的原理,演示了一种基于滤纸的快速检测装置。
{"title":"Rapid detection of Hg<sup>2+</sup> in an ON-OFF-ON process using N doped carbon dots.","authors":"Ananya Dutta, Sonit Kumar Gogoi","doi":"10.1039/d4ay01210k","DOIUrl":"https://doi.org/10.1039/d4ay01210k","url":null,"abstract":"<p><p>Contamination of ground water with pollutants released from various anthropogenic activities is a major concern due to its adverse effects on the environment and human health. Rapid and efficient detection of such pollutants is the first step toward remediation of the problem. Herein we report a two-point fluorescence turn OFF-ON detection method for Hg<sup>2+</sup> ions using nitrogen doped carbon dots (NCDs). The NCDs obtained through solvothermal treatment of ammonium citrate tribasic in DMF at 190 °C for four hours exhibited a quantum yield of 9.67%. Hg<sup>2+</sup> detection is demonstrated in two steps, first the quenching of the fluorescence of NCDs by Hg<sup>2+</sup> and second the fluorescence recovery upon addition of ascorbic acid from different sources. A rapid filter paper-based detection device is demonstrated based on the principles developed.</p>","PeriodicalId":64,"journal":{"name":"Analytical Methods","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2024-11-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142566375","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Molecular imprinting technology for electrochemical sensing of kasugamycin in food products based on Cu2+/Cu+ stripping current. 基于 Cu2+/Cu+ 剥离电流的分子印迹技术用于电化学传感食品中的卡苏霉素。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-01 DOI: 10.1039/d4ay01290a
Ashraf M Mahmoud, Yahya S Alqahtani, Ali O Al-Qarni, Ramadan Ali, Mohamed M El-Wekil

An electrochemical sensing approach was developed for the detection of the agricultural antibiotic drug kasugamycin. The method involves the construction of an electrochemical sensor comprising molecularly imprinted polymers (MIPs) embedded within a carbon paste (CP) matrix. The MIPs are designed to have imprinted sites that match the size and geometry of the Cu(II)-kasugamycin coordinated complex. Upon removal of kasugamycin, cavities suitable for the drug's entrance are formed within the MIPs. The presence of Cu(II) facilitates the detection of the drug by generating a redox signal of Cu(II)-Cu(I), which can be easily detected using differential pulse voltammetry (DPV). The signal response of Cu(II)-Cu(I) increases in the presence of the drug, promoting the accumulation of Cu(II) ions within the imprinted cavities. Under optimized conditions, the anodic peak (Ipa) signal of Cu(II)-Cu(I) exhibits an increase proportional to the concentration of kasugamycin within the range of 0.15-140 μM. The detection limit (LOD, S/N = 3) achieved is 0.046 μM. The proposed sensor demonstrates several characteristic features including good stability, reliable performance, a low detection limit, and excellent selectivity. The Cu(II)-MIP@CP sensor proved effective in detecting kasugamycin within complex samples like meat, milk, and cucumber, yielding recovery% ranging from 96.0 to 103.8%. Additionally, the relative standard deviation % (RSD%) fell within the range of 2.2% to 4.0%, indicating good precision and reliability.

为检测农用抗生素药物卡苏霉素开发了一种电化学传感方法。该方法包括构建一个电化学传感器,该传感器由嵌入碳浆(CP)基质中的分子印迹聚合物(MIP)组成。分子印迹聚合物被设计成具有与 Cu(II)-kasugamycin 配位复合物的大小和几何形状相匹配的印迹位点。除去春日霉素后,MIPs 中会形成适合药物进入的空腔。Cu(II) 的存在产生了 Cu(II)-Cu(I) 的氧化还原信号,从而促进了药物的检测。在药物存在的情况下,Cu(II)-Cu(I) 的信号响应会增加,从而促进 Cu(II) 离子在压印腔内的积累。在优化条件下,Cu(II)-Cu(I)的阳极峰(Ipa)信号在 0.15-140 μM 范围内呈现出与卡舒吉霉素浓度成正比的增长。检测限(LOD,S/N = 3)为 0.046 μM。该传感器具有稳定性好、性能可靠、检测限低和选择性强等特点。事实证明,Cu(II)-MIP@CP 传感器能有效检测肉类、牛奶和黄瓜等复杂样品中的卡苏霉素,回收率为 96.0% 至 103.8%。此外,相对标准偏差 (RSD%) 在 2.2% 至 4.0% 之间,表明该方法具有良好的精确性和可靠性。
{"title":"Molecular imprinting technology for electrochemical sensing of kasugamycin in food products based on Cu<sup>2+</sup>/Cu<sup>+</sup> stripping current.","authors":"Ashraf M Mahmoud, Yahya S Alqahtani, Ali O Al-Qarni, Ramadan Ali, Mohamed M El-Wekil","doi":"10.1039/d4ay01290a","DOIUrl":"https://doi.org/10.1039/d4ay01290a","url":null,"abstract":"<p><p>An electrochemical sensing approach was developed for the detection of the agricultural antibiotic drug kasugamycin. The method involves the construction of an electrochemical sensor comprising molecularly imprinted polymers (MIPs) embedded within a carbon paste (CP) matrix. The MIPs are designed to have imprinted sites that match the size and geometry of the Cu(II)-kasugamycin coordinated complex. Upon removal of kasugamycin, cavities suitable for the drug's entrance are formed within the MIPs. The presence of Cu(II) facilitates the detection of the drug by generating a redox signal of Cu(II)-Cu(I), which can be easily detected using differential pulse voltammetry (DPV). The signal response of Cu(II)-Cu(I) increases in the presence of the drug, promoting the accumulation of Cu(II) ions within the imprinted cavities. Under optimized conditions, the anodic peak (<i>I</i><sub>pa</sub>) signal of Cu(II)-Cu(I) exhibits an increase proportional to the concentration of kasugamycin within the range of 0.15-140 μM. The detection limit (LOD, S/N = 3) achieved is 0.046 μM. The proposed sensor demonstrates several characteristic features including good stability, reliable performance, a low detection limit, and excellent selectivity. The Cu(II)-MIP@CP sensor proved effective in detecting kasugamycin within complex samples like meat, milk, and cucumber, yielding recovery% ranging from 96.0 to 103.8%. Additionally, the relative standard deviation % (RSD%) fell within the range of 2.2% to 4.0%, indicating good precision and reliability.</p>","PeriodicalId":64,"journal":{"name":"Analytical Methods","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142562607","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Construction of a hydrophilic porphyrin-based MOF@COF hybrid via post-synthetic modification for N-glycopeptides analysis in human serum. 通过后合成修饰构建亲水性卟啉基 MOF@COF 混合物,用于分析人血清中的 N-糖肽。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-01 DOI: 10.1039/d4ay01791a
Dongping Rao, Luyan Meng, Xiuqin Sheng, Wenying Yu, Chuan-Fan Ding, Yinghua Yan

A hybrid material, M@C-Br@GMA@Glu, consisting of a porphyrin-based metal-organic framework-covalent organic framework (MOF@COF), has been meticulously synthesized using a post-synthetic modification approach. This advanced material has demonstrated exceptional effectiveness in glycopeptide enrichment, characterized by an impressively low detection limit (0.2 fmol μL-1), high selectivity (1 : 2000), and loading capacity for glycopeptides (100 mg g-1). In practical applications with complex biological samples, 210 glycopeptides associated with 87 glycoproteins from the serum of the healthy group, and 156 glycopeptides related to 85 glycoproteins from the serum of cervical cancer were identified after enrichment with M@C-Br@GMA@Glu. Subsequent genetic ontology analysis has elucidated the relationship between cervical cancer and glycosylation, focusing on biological processes such as complement activation, innate immune response mechanisms, and the structural dynamics of the extracellular matrix. The collective findings not only validate the material's proficiency in the sensitive and selective enrichment of glycopeptides, but also underscore its potential in biomarker discovery applications.

我们采用后合成修饰方法精心合成了一种混合材料 M@C-Br@GMA@Glu,它由基于卟啉的金属有机框架-共价有机框架(MOF@COF)组成。这种先进的材料在富集糖肽方面表现出卓越的功效,其特点是检测限低(0.2 fmol μL-1)、选择性高(1:2000)、糖肽载量大(100 mg g-1)。在复杂生物样本的实际应用中,经 M@C-Br@GMA@Glu 富集后,从健康组血清中鉴定出与 87 种糖蛋白相关的 210 种糖肽,从宫颈癌血清中鉴定出与 85 种糖蛋白相关的 156 种糖肽。随后的基因本体分析阐明了宫颈癌与糖基化之间的关系,重点关注补体激活、先天性免疫反应机制和细胞外基质结构动态等生物过程。这些综合研究结果不仅验证了该材料在灵敏、选择性地富集糖肽方面的能力,还凸显了它在生物标记物发现应用方面的潜力。
{"title":"Construction of a hydrophilic porphyrin-based MOF@COF hybrid <i>via</i> post-synthetic modification for <i>N</i>-glycopeptides analysis in human serum.","authors":"Dongping Rao, Luyan Meng, Xiuqin Sheng, Wenying Yu, Chuan-Fan Ding, Yinghua Yan","doi":"10.1039/d4ay01791a","DOIUrl":"https://doi.org/10.1039/d4ay01791a","url":null,"abstract":"<p><p>A hybrid material, M@C-Br@GMA@Glu, consisting of a porphyrin-based metal-organic framework-covalent organic framework (MOF@COF), has been meticulously synthesized using a post-synthetic modification approach. This advanced material has demonstrated exceptional effectiveness in glycopeptide enrichment, characterized by an impressively low detection limit (0.2 fmol μL<sup>-1</sup>), high selectivity (1 : 2000), and loading capacity for glycopeptides (100 mg g<sup>-1</sup>). In practical applications with complex biological samples, 210 glycopeptides associated with 87 glycoproteins from the serum of the healthy group, and 156 glycopeptides related to 85 glycoproteins from the serum of cervical cancer were identified after enrichment with M@C-Br@GMA@Glu. Subsequent genetic ontology analysis has elucidated the relationship between cervical cancer and glycosylation, focusing on biological processes such as complement activation, innate immune response mechanisms, and the structural dynamics of the extracellular matrix. The collective findings not only validate the material's proficiency in the sensitive and selective enrichment of glycopeptides, but also underscore its potential in biomarker discovery applications.</p>","PeriodicalId":64,"journal":{"name":"Analytical Methods","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142556675","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Digoxin detection for therapeutic drug monitoring using target-triggered aptamer hairpin switch and nicking enzyme-assisted signal amplification. 利用目标触发的适配体发夹开关和裂解酶辅助信号放大技术检测地高辛,用于治疗药物监测。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-11-01 DOI: 10.1039/d4ay01540a
Yu-Ting Lin, Jing-Ru Liou, Hsin-Hua Liang, Yi-Hui Lin, Yen-Ling Chen

Digoxin, a cardiac glycoside drug, is commonly used to treat heart failure and arrhythmias. The therapeutic concentration range of digoxin, with a narrow therapeutic index, is between 0.5 and 2.0 ng mL-1. Hence, it is important for patients to monitor their blood levels after taking medication to achieve effective treatment and reduce the likelihood of experiencing drug side effects. Due to the complex steps and high cost of immunoassays, aptasensors that use aptamers to recognize the targets offer the advantages of low cost and good stability over other analysis methods. Nicking enzyme-assisted signal amplification is a novel isothermal signal amplification technology that relies on nicking enzymes to recognize and cleave restriction sites on one oligonucleotide strand. In this study, we develop a fluorescent aptasensor coupled with target-triggered aptamer hairpin switch and nicking enzyme-assisted signal amplification for digoxin detection in plasma for therapeutic drug monitoring. After optimizing the experimental parameters, we design hairpin probes with ten base pairs of the aptamer sequence and extended sequence complement to react with digoxin in a 10 mM Tris buffer containing 150 mM NaCl and 50 mM MgCl2 (pH 7.4). The signal amplification reactions were performed for 3 hours. The fluorescent aptasensor exhibited high sensitivity with a detection limit of 88 pg mL-1 for detecting digoxin in plasma and a linear range from 0.1 ng mL-1 to 5 ng mL-1. This technology was successfully used for digoxin detection to improve treatment effectiveness and minimize the risk of adverse side effects.

地高辛是一种强心甙类药物,常用于治疗心力衰竭和心律失常。地高辛的治疗浓度范围在 0.5 至 2.0 纳克毫升-1 之间,治疗指数较窄。因此,患者服药后必须监测血药浓度,以实现有效治疗并降低药物副作用的可能性。由于免疫测定步骤复杂、成本高昂,与其他分析方法相比,使用适配体识别目标的适配体传感器具有成本低、稳定性好等优点。裂解酶辅助信号放大技术是一种新型等温信号放大技术,它依靠裂解酶识别并裂解一条寡核苷酸链上的限制位点。在本研究中,我们开发了一种结合了目标触发的aptamer发夹开关和裂解酶辅助信号放大技术的荧光aptasensor,用于检测血浆中的地高辛,以进行治疗药物监测。在优化实验参数后,我们设计了具有 10 个碱基对的适配体序列和扩展序列补码的发夹探针,在含有 150 mM NaCl 和 50 mM MgCl2(pH 7.4)的 10 mM Tris 缓冲液中与地高辛发生反应。信号放大反应持续了 3 个小时。该荧光传感器灵敏度高,血浆中地高辛的检测限为 88 pg mL-1,线性范围为 0.1 ng mL-1 至 5 ng mL-1。该技术被成功用于地高辛的检测,从而提高了治疗效果,并将不良副作用的风险降至最低。
{"title":"Digoxin detection for therapeutic drug monitoring using target-triggered aptamer hairpin switch and nicking enzyme-assisted signal amplification.","authors":"Yu-Ting Lin, Jing-Ru Liou, Hsin-Hua Liang, Yi-Hui Lin, Yen-Ling Chen","doi":"10.1039/d4ay01540a","DOIUrl":"https://doi.org/10.1039/d4ay01540a","url":null,"abstract":"<p><p>Digoxin, a cardiac glycoside drug, is commonly used to treat heart failure and arrhythmias. The therapeutic concentration range of digoxin, with a narrow therapeutic index, is between 0.5 and 2.0 ng mL<sup>-1</sup>. Hence, it is important for patients to monitor their blood levels after taking medication to achieve effective treatment and reduce the likelihood of experiencing drug side effects. Due to the complex steps and high cost of immunoassays, aptasensors that use aptamers to recognize the targets offer the advantages of low cost and good stability over other analysis methods. Nicking enzyme-assisted signal amplification is a novel isothermal signal amplification technology that relies on nicking enzymes to recognize and cleave restriction sites on one oligonucleotide strand. In this study, we develop a fluorescent aptasensor coupled with target-triggered aptamer hairpin switch and nicking enzyme-assisted signal amplification for digoxin detection in plasma for therapeutic drug monitoring. After optimizing the experimental parameters, we design hairpin probes with ten base pairs of the aptamer sequence and extended sequence complement to react with digoxin in a 10 mM Tris buffer containing 150 mM NaCl and 50 mM MgCl<sub>2</sub> (pH 7.4). The signal amplification reactions were performed for 3 hours. The fluorescent aptasensor exhibited high sensitivity with a detection limit of 88 pg mL<sup>-1</sup> for detecting digoxin in plasma and a linear range from 0.1 ng mL<sup>-1</sup> to 5 ng mL<sup>-1</sup>. This technology was successfully used for digoxin detection to improve treatment effectiveness and minimize the risk of adverse side effects.</p>","PeriodicalId":64,"journal":{"name":"Analytical Methods","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2024-11-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142556676","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Early colorectal cancer detection: a serum analysis platform combining SERS and machine learning. 早期大肠癌检测:结合 SERS 和机器学习的血清分析平台。
IF 2.7 3区 化学 Q2 CHEMISTRY, ANALYTICAL Pub Date : 2024-10-31 DOI: 10.1039/d4ay01716a
Miao Zhu, Yubin Han, Yitong Qiu, Yang Shen, Qingcheng Xu, Ya Huang, Tiantian Li, Mei Sun, Weiyu Pu

Colorectal cancer (CRC) is one of the deadliest malignancies globally, with high incidence and mortality rates. Early detection is crucial for improving treatment success rates and patient survival. However, due to the difficulty in detecting early symptoms, many cases are diagnosed at advanced stages, necessitating more sensitive and accurate detection methods. This study proposes a novel approach combining the Principal Component Analysis (PCA)-Dynamic Weighted Nearest Neighbor (DWNN) model with Surface-Enhanced Raman Scattering (SERS) technology to detect the serum of CRC mice at different stages. Establishing the CRC mice model, serum samples were collected for further analysis. An Au Nanocluster (AuNC) substrate was synthesized to ensure optimal SERS enhancement. The PCA-DWNN recognition model was constructed to classify the SERS spectra of CRC at different stages. The synthesized AuNC substrate has high sensitivity, good reproducibility, uniformity, and stability, making it a high-performance nanomaterial. The PCA-DWNN model has significant advantages in identifying high-dimensional and complex SERS spectra, offering excellent classification accuracy and robustness, with an accuracy rate of 97.5%. By analyzing the PCA loading plot, it was observed that as CRC progressed, the content and structure of proteins, lipids, amino acids, and carbohydrates in the serum changed, reflected in different characteristic peaks in the SERS spectra. This study suggests that SERS combined with PCA-DWNN has potential in the early detection of CRC, possibly providing a novel approach for clinical diagnostics.

结直肠癌(CRC)是全球最致命的恶性肿瘤之一,发病率和死亡率都很高。早期发现对于提高治疗成功率和患者生存率至关重要。然而,由于难以发现早期症状,许多病例在晚期才被确诊,因此需要更灵敏、更准确的检测方法。本研究提出了一种将主成分分析(PCA)-动态加权近邻(DWNN)模型与表面增强拉曼散射(SERS)技术相结合的新方法,用于检测不同阶段的 CRC 小鼠血清。建立 CRC 小鼠模型后,收集血清样本进行进一步分析。合成了金纳米团簇(AuNC)基底,以确保最佳的 SERS 增强效果。构建了 PCA-DWNN 识别模型来对不同阶段的 CRC SERS 光谱进行分类。合成的 AuNC 基底具有高灵敏度、良好的重现性、均匀性和稳定性,是一种高性能的纳米材料。PCA-DWNN 模型在识别高维复杂 SERS 图谱方面具有显著优势,分类准确性和鲁棒性极佳,准确率高达 97.5%。通过分析 PCA 负载图,可以观察到随着 CRC 的进展,血清中蛋白质、脂类、氨基酸和碳水化合物的含量和结构发生了变化,并反映在 SERS 光谱的不同特征峰上。这项研究表明,SERS 与 PCA-DWNN 的结合在早期检测 CRC 方面具有潜力,有可能为临床诊断提供一种新方法。
{"title":"Early colorectal cancer detection: a serum analysis platform combining SERS and machine learning.","authors":"Miao Zhu, Yubin Han, Yitong Qiu, Yang Shen, Qingcheng Xu, Ya Huang, Tiantian Li, Mei Sun, Weiyu Pu","doi":"10.1039/d4ay01716a","DOIUrl":"https://doi.org/10.1039/d4ay01716a","url":null,"abstract":"<p><p>Colorectal cancer (CRC) is one of the deadliest malignancies globally, with high incidence and mortality rates. Early detection is crucial for improving treatment success rates and patient survival. However, due to the difficulty in detecting early symptoms, many cases are diagnosed at advanced stages, necessitating more sensitive and accurate detection methods. This study proposes a novel approach combining the Principal Component Analysis (PCA)-Dynamic Weighted Nearest Neighbor (DWNN) model with Surface-Enhanced Raman Scattering (SERS) technology to detect the serum of CRC mice at different stages. Establishing the CRC mice model, serum samples were collected for further analysis. An Au Nanocluster (AuNC) substrate was synthesized to ensure optimal SERS enhancement. The PCA-DWNN recognition model was constructed to classify the SERS spectra of CRC at different stages. The synthesized AuNC substrate has high sensitivity, good reproducibility, uniformity, and stability, making it a high-performance nanomaterial. The PCA-DWNN model has significant advantages in identifying high-dimensional and complex SERS spectra, offering excellent classification accuracy and robustness, with an accuracy rate of 97.5%. By analyzing the PCA loading plot, it was observed that as CRC progressed, the content and structure of proteins, lipids, amino acids, and carbohydrates in the serum changed, reflected in different characteristic peaks in the SERS spectra. This study suggests that SERS combined with PCA-DWNN has potential in the early detection of CRC, possibly providing a novel approach for clinical diagnostics.</p>","PeriodicalId":64,"journal":{"name":"Analytical Methods","volume":" ","pages":""},"PeriodicalIF":2.7,"publicationDate":"2024-10-31","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142542937","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":3,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Analytical Methods
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1