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From Breaking Bad to Breaking Bonds-Mass Spectrometry in the Classroom.
IF 1.8 3区 化学 Q4 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-01-23 DOI: 10.1002/rcm.9970
Russell J Mortishire-Smith, Benjamin J Mortishire-Smith, John S Smith

We describe a workshop that prompts chemistry students in the final 2 years of secondary school to apply their understanding of modern analytical chemistry techniques to a 'real world' example. The scenario used is that of a forensic science laboratory that has been asked to determine the structure of an illicit compound, Revisomed (methamphetamine) being sold as a revision aid, and seized by police. Over the course of an hour, the students use a combination of infrared (IR) spectroscopy, liquid chromatography (LC), high-resolution mass spectrometry (MS) and nuclear magnetic resonance (NMR) spectroscopy data to determine the structure of Revisomed from first principles. The bulk of the workshop is spent reviewing MS data and using m/z, the isotope pattern, elemental composition and product ion data to reach three plausible isomeric structures for Revisomed, which are then distinguished by NMR spectroscopy. More broadly, the workshop focusses on the use of the scientific method and the concept that 'no ideas are bad' when exploring hypotheses. We describe the structure of the workshop, and our experience delivering it to a local academy over the last 9 years.

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引用次数: 0
Ambient Ionization Mass Spectrometry for Fatty Acids Composition Investigation of Natural Lipids: A Multidisciplinary Workshop.
IF 1.8 3区 化学 Q4 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-01-23 DOI: 10.1002/rcm.9985
Stanislav I Pekov

Rationale: Teaching mass spectrometry essentials is usually connected with one of the basic courses for undergrads. Thus, specific previous knowledge is required from students. However, the necessity of teaching mass spectrometry essentials to students of different academic specializations and multidisciplinary groups can arise in every academic group. A specific workshop is needed to address such a demand.

Methods: The presented workshop consisted of several thematic parts: assembling an ambient ionization ion source using improvised materials, preparing biological samples for analysis, data acquisition, and interpretation of data to solve a simple problem from the real world.

Results: The first part of the work consisted of assembling an ambient ionization setup and obtaining mass spectra of substances from standard solutions, natural mixtures, and biological fluids such as saliva. The second half of the workshop consists of analyzing the composition of fatty acids of natural and artificial fats using the same ion source. The identification of oils is a simple model problem that makes the workshop attractive for attendees with different backgrounds.

Conclusions: The workshop provides students with practical skills that are highly valuable in fundamental and applied mass spectrometry. Students familiarize themselves with the basic concepts, instrument use, and mass spectra interpretation. They achieve basic hands-on experience in experimentation procedures and the practice of using mass spectrometry to solve problems related to real life.

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引用次数: 0
Development of a Matrix-Assisted Laser Desorption Ionization High Resolution Mass Spectrometry Method for the Quantification of Camalexin and Scopoletin in Arabidopsis thaliana 基质辅助激光解吸电离高分辨质谱法测定拟南芥中Camalexin和scopscopin的研究。
IF 1.8 3区 化学 Q4 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-12-18 DOI: 10.1002/rcm.9973
Leonardo Parasecolo, Ivan M. Monsalvo, Nikola Kovinich, Demian R. Ifa

Rationale

Understanding plant defense mechanisms against pathogens is essential for enhancing agricultural productivity and crop protection. This study focuses on the quantification of camalexin and scopoletin, two critical phytoalexins in Arabidopsis thaliana, using mass spectrometry techniques. Precise measurement of these compounds provides insights into plant resistance and supports agricultural research.

Methods

Camalexin and scopoletin were quantified using matrix-assisted laser desorption ionization high-resolution mass spectrometry (MALDI-HRMS). The matrix and solvent conditions were optimized to maximize sensitivity and accuracy. MS/MS experiments confirmed compound identification with high mass accuracy (mass error < 5 ppm). The method was validated through comparative analysis of wild-type (WT) and mutant Arabidopsis lines, using internal standards and multiple replicates to ensure precision and reliability.

Results

The method exhibited high linearity for scopoletin (R2 = 0.9992) and camalexin (R2 = 0.9987) across concentration ranges of 0.16–5 and 0.31–5 μM, respectively. Limits of detection (LOD) were 0.16 μM for camalexin and 0.04 μM for scopoletin, with limits of quantification (LOQ) at 0.2 μM and 0.08 μM, respectively. Samples analysis demonstrated reliable quantification in WT and mutant lines, with significant reductions in camalexin and scopoletin levels observed in the atwrky33-2 and atmyb15-1 mutants, respectively. Additionally, the method detected sub-physiological concentrations, confirming its sensitivity and robustness for low-level detection.

Conclusions

This study presents a validated, precise, and accurate MALDI-HRMS method for the quantification of camalexin and scopoletin in Arabidopsis thaliana. The approach not only enhances understanding of plant defense mechanisms but also offers potential applications for biotechnological and agricultural research, especially for investigating genetic variations and stress-induced phytoalexin production.

理由:了解植物对病原体的防御机制对提高农业生产力和作物保护至关重要。本研究主要利用质谱技术对拟南芥中两种重要的植物抗菌素camalexin和scopoletin进行定量分析。这些化合物的精确测量提供了对植物抗性的深入了解,并支持农业研究。方法:采用基质辅助激光解吸电离高分辨率质谱法(MALDI-HRMS)对Camalexin和scopoltin进行定量分析。优化基质和溶剂条件,使其灵敏度和准确性达到最高。MS/MS实验证实,化合物鉴定具有较高的质量精度(质量误差< 5ppm)。通过野生型(WT)和突变型拟南芥株系的对比分析,采用内标和多次重复验证了该方法的准确性和可靠性。结果:东莨菪素和camalexin在0.16 ~ 5 μM和0.31 ~ 5 μM范围内线性良好(R2 = 0.9992);东莨菪素的检出限和定量限分别为0.16 μM和0.04 μM,定量限分别为0.2 μM和0.08 μM。样品分析证实了WT和突变系的可靠定量,在atwrky33-2和atmyb15-1突变株中分别观察到camalexin和scopolin水平的显著降低。此外,该方法检测亚生理浓度,证实了其灵敏度和鲁棒性低水平检测。结论:本研究建立了一种有效、精确、准确的MALDI-HRMS定量拟南芥中camalexin和东莨菪碱的方法。该方法不仅提高了对植物防御机制的认识,而且在生物技术和农业研究中具有潜在的应用价值,特别是在研究遗传变异和应激诱导的植物抗毒素产生方面。
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引用次数: 0
Establishment of a Mass Spectrometric Fingerprint of the Most Common Phytocannabinoids in Electrospray Ionization in Positive Ion Mode 电喷雾正离子模式下最常见植物大麻素质谱指纹图谱的建立。
IF 1.8 3区 化学 Q4 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-12-14 DOI: 10.1002/rcm.9952
Radwa Mahmoud, Amir Khajavinia, Sedigheh Barzegar, Randy W. Purves, Robert B. Laprairie, Anas El-Aneed

Background

Analysis of the phytocannabinoids holds significant importance because of their various pharmacological properties and potential therapeutic applications. Tandem mass spectrometry (MS/MS) coupled with electrospray ionization in positive ion mode is employed in this study to describe the collision-induced dissociation (CID) behavior of a series of common phytocannabinoids with the aim of establishing a generalized MS/MS fingerprint.

Materials and Methods

Eight phytocannabinoids, namely, ∆9-tetrahydrocannabinol (THC), cannabidiol (CBD), cannabichromene (CBC), cannabigerol (CBG), tetrahydrocannabivarin (THCV), 11-hydroxy-Δ9-tetrahydrocannabinol (11-OH-THC), 6-hydroxy-cannabidiol (6-OH-CBD), and 7-hydroxy-cannabidiol (7-OH-CBD), were studied. A Quadrupole-Orbitrap mass spectrometer equipped with a heated electrospray ionization (HESI-Q Orbitrap) is used to provide accurate mass measurement data for single-stage and MS/MS analysis. In addition, a triple quadrupole-linear ion trap mass spectrometer was used to perform MS/MS and second-generation MS/MS (MS3) analyses.

Results

An abundant, singly charged [M + H]+ species during single-stage MS analysis was observed for all phytocannabinoids, with mass accuracies less than 5 ppm. Because of their structural similarities, all compounds showed some common fragmentation behavior in their MS/MS analysis. By comparing the fragmentation patterns and identifying diagnostic ions, a universal MS/MS fragmentation pattern was established. The structures of the various product ions proposed in the fragmentation pathway were confirmed with exact mass measurements and MS3 experiments.

Conclusions

The evaluated compounds contain varying functional groups, resulting in unique product ions, specific to each structure. The MS/MS fingerprints will be utilized in the future for the identification of new structures as well as the development of targeted quantification methods.

背景:由于植物大麻素具有多种药理特性和潜在的治疗用途,因此对其进行分析具有重要意义。本研究采用串联质谱(MS/MS)结合电喷雾离子化正离子模式,描述了一系列常见植物大麻素的碰撞诱导解离(CID)行为,旨在建立一个通用的 MS/MS 指纹:研究了 11-羟基-Δ9-四氢大麻酚(11-OH-THC)、6-羟基-大麻二酚(6-OH-CBD)和 7-羟基-大麻二酚(7-OH-CBD)。使用配备加热电喷雾离子化装置(HESI-Q Orbitrap)的四极杆-轨道阱质谱仪为单级和 MS/MS 分析提供精确的质量测量数据。此外,还使用三重四极杆线性离子阱质谱仪进行 MS/MS 和第二代 MS/MS (MS3) 分析:结果:在单级质谱分析过程中,所有植物大麻素都观察到了丰富的单电荷[M + H]+ 物种,质量精确度低于 5 ppm。由于结构相似,所有化合物在 MS/MS 分析中都表现出一些共同的碎片行为。通过比较碎片模式和识别诊断离子,建立了通用的 MS/MS 碎片模式。通过精确的质量测量和 MS3 实验,确认了碎片路径中提出的各种产物离子的结构:结论:所评估的化合物含有不同的官能团,从而产生了针对每种结构的独特产物离子。今后将利用 MS/MS 指纹来鉴定新结构,并开发有针对性的定量方法。
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引用次数: 0
Colicin Immunity Proteins of Pathogenic Bacteria Detected by Antibiotic-Induced SOS Response, Plasmid Sequencing, MALDI-TOF-TOF Mass Spectrometry, and Top-Down Proteomic Analysis 通过抗生素诱导的 SOS 反应、质粒测序、MALDI-TOF-TOF 质谱分析和自上而下的蛋白质组分析检测病原菌的 Colicin 免疫蛋白。
IF 1.8 3区 化学 Q4 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-12-12 DOI: 10.1002/rcm.9964
Clifton K.  Fagerquist, Yanlin  Shi, Jihyun  Park

Rationale:

Plasmids can play a major role in the survival of pathogenic bacteria. Plasmids are acquired through horizontal gene transfer resulting in their spread across various strains, species and genera of bacteria. Colicins are bacterial protein toxins expressed by plasmid genes and released against co-located bacterial competitors.

Methods:

Three Shiga toxin-producing E. coli (STEC), whose genomes were sequenced previously, were analyzed using a combination of antibiotic induction, MALDI-TOF-TOF mass spectrometry, top-down proteomic analysis, and small plasmid sequencing. Protein biomarkers were identified using in-house software that matches protein mass and fragment ions of backbone cleavage by the aspartic acid effect. Predicted in silico protein structures assisted in the interpretation of protein ion fragmentation.

Results:

In addition to proteomic identification of phage-encoded Shiga toxin, we were able to identify plasmid-encoded immunity proteins for colicin D and E3. The genes for these plasmid-encoded proteins were not found in the previous genomic sequencing. However, resequencing of these strains for small plasmids revealed the genes to be present on 7–8 kb sized plasmids. Upstream of the colicin/immunity genes was an inverted repeat of the SOS/LexA box that represses gene expression until antibiotic challenge.

Conclusions:

Our top-down proteomic method demonstrates that it is possible to screen putative pathogenic bacteria (whose genomes have been sequenced in full, in part or not at all) for the presence of phage- and plasmid-encoded toxin and colicin genes under SOS control. Small plasmid sequencing confirmed the presence of colicin/immunity genes (and their regulatory control) suggested from induction and top-down proteomic analysis.

理由:质粒在致病菌的存活中起着重要作用。质粒是通过水平基因转移获得的,导致它们在不同菌株、物种和属的细菌中传播。粘菌素是一种由质粒基因表达的细菌蛋白毒素,可以释放出来对抗同处位置的细菌竞争者。方法:采用抗生素诱导、MALDI-TOF-TOF质谱、自上而下蛋白质组学分析和小质粒测序相结合的方法,对3株产志贺毒素大肠杆菌(STEC)进行基因组测序。蛋白质生物标志物鉴定使用内部软件,匹配蛋白质质量和片段离子骨干裂解的天冬氨酸效应。预测的硅蛋白质结构有助于解释蛋白质离子断裂。结果:除了噬菌体编码志贺毒素的蛋白质组学鉴定外,我们还能够鉴定质粒编码的大肠杆菌素D和E3免疫蛋白。这些质粒编码蛋白的基因在之前的基因组测序中未被发现。然而,对这些菌株的小质粒重测序显示,这些基因存在于7-8 kb大小的质粒上。大肠杆菌素/免疫基因的上游是SOS/LexA盒子的反向重复,抑制基因表达直到抗生素攻击。结论:我们自上而下的蛋白质组学方法表明,在SOS控制下,可以筛选假定的致病菌(其基因组已全部、部分或根本没有测序),以确定噬菌体和质粒编码的毒素和粘菌素基因的存在。小质粒测序证实了诱导和自上而下的蛋白质组学分析提示的大肠杆菌素/免疫基因(及其调节控制)的存在。
{"title":"Colicin Immunity Proteins of Pathogenic Bacteria Detected by Antibiotic-Induced SOS Response, Plasmid Sequencing, MALDI-TOF-TOF Mass Spectrometry, and Top-Down Proteomic Analysis","authors":"Clifton K.  Fagerquist,&nbsp;Yanlin  Shi,&nbsp;Jihyun  Park","doi":"10.1002/rcm.9964","DOIUrl":"10.1002/rcm.9964","url":null,"abstract":"<div>\u0000 \u0000 \u0000 <section>\u0000 \u0000 <h3> Rationale:</h3>\u0000 \u0000 <p>Plasmids can play a major role in the survival of pathogenic bacteria. Plasmids are acquired through horizontal gene transfer resulting in their spread across various strains, species and genera of bacteria. Colicins are bacterial protein toxins expressed by plasmid genes and released against co-located bacterial competitors.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Methods:</h3>\u0000 \u0000 <p>Three Shiga toxin-producing <i>E. coli</i> (STEC), whose genomes were sequenced previously, were analyzed using a combination of antibiotic induction, MALDI-TOF-TOF mass spectrometry, top-down proteomic analysis, and small plasmid sequencing. Protein biomarkers were identified using in-house software that matches protein mass and fragment ions of backbone cleavage by the <i>aspartic acid effect</i>. Predicted in silico protein structures assisted in the interpretation of protein ion fragmentation.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Results:</h3>\u0000 \u0000 <p>In addition to proteomic identification of phage-encoded Shiga toxin, we were able to identify plasmid-encoded immunity proteins for colicin D and E3. The genes for these plasmid-encoded proteins were not found in the previous genomic sequencing. However, resequencing of these strains for small plasmids revealed the genes to be present on 7–8 kb sized plasmids. Upstream of the colicin/immunity genes was an inverted repeat of the SOS/LexA box that represses gene expression until antibiotic challenge.</p>\u0000 </section>\u0000 \u0000 <section>\u0000 \u0000 <h3> Conclusions:</h3>\u0000 \u0000 <p>Our top-down proteomic method demonstrates that it is possible to screen putative pathogenic bacteria (whose genomes have been sequenced in full, in part or not at all) for the presence of phage- and plasmid-encoded toxin and colicin genes under SOS control. Small plasmid sequencing confirmed the presence of colicin/immunity genes (and their regulatory control) suggested from induction and top-down proteomic analysis.</p>\u0000 </section>\u0000 </div>","PeriodicalId":225,"journal":{"name":"Rapid Communications in Mass Spectrometry","volume":"39 5","pages":""},"PeriodicalIF":1.8,"publicationDate":"2024-12-12","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142816786","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
Integrative multi-omics reveals the mechanism of ulcerative colitis treated with Ma-Mu-Ran antidiarrheal capsules 综合多组学揭示麻母然止泻胶囊治疗溃疡性结肠炎的机制。
IF 1.8 3区 化学 Q4 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-12-11 DOI: 10.1002/rcm.9939
Hailing Huang, Bailu Duan, Zhuang Huang, Shanshan Wang, Yuxin Wen, Qi Jiang, Pengyu Chen, Ping Huang, Jiajing Liu, Sili Zheng, Yan Ye, Dongning Zhang, Qiong Wang, Fang Huang, Jingjing Li, Lintao Han

Rationale

Ulcerative colitis (UC) is a chronic inflammatory gastrointestinal disease typically coexisting with intestinal microbiota dysbiosis, oxidative stress, and an inflammatory response. Although its underlying mechanism of action is unclear, Ma-Mu-Ran Antidiarrheal Capsules (MMRAC) have demonstrated significant therapeutic efficacy for UC.

Methods

The mechanism of action of MMRAC in the treatment of UC model was investigated by combining metabolomics, transcriptomics, and intestinal microbiota detection techniques.

Results

The high-dose group of MMRAC was determined as the best therapeutic dose by pathological changes and biochemical indexes. Transcriptome analysis revealed that 360 genes were differentially altered after MMRAC treatment. Metabolomic analysis using colon tissue yielded 14 colon tissue metabolites with significant differences. Intestinal flora analysis showed that 26 major microorganisms were identified at the genus level.

Conclusions

Based on a thorough multi-omics analysis of transcriptomics, metabolomics, and gut flora, it was determined that MMRAC regulated cysteine and methionine metabolism, arginine biosynthesis, and sphingolipid metabolism and their respective genes BHMT, PHGDH, iNOS, and SPHK1, which in turn served to inhibit UC-generated inflammatory responses and oxidative stress. Additionally, MMRAC regulated the abundance of Coprococcus, Helicobacter, Sutterella, Paraprevotella, and Roseburia in the intestinal tracts of UC mice, which was regulated toward normal levels, thereby restoring normal intestinal function.

理由:溃疡性结肠炎(UC)是一种慢性炎症性胃肠道疾病,通常伴有肠道菌群失调、氧化应激和炎症反应。虽然其潜在的作用机制尚不清楚,但麻母然止泻胶囊(MMRAC)已显示出对UC的显着治疗效果。方法:结合代谢组学、转录组学、肠道菌群检测等技术,探讨MMRAC治疗UC模型的作用机制。结果:通过病理变化和生化指标确定高剂量组为最佳治疗剂量。转录组分析显示,在mrac治疗后,360个基因发生了差异改变。结肠组织代谢组学分析得到14种差异显著的结肠组织代谢物。肠道菌群分析显示,在属水平上鉴定出26种主要微生物。结论:基于转录组学、代谢组学和肠道菌群的多组学分析,确定MMRAC调节半胱氨酸和甲硫氨酸代谢、精氨酸生物合成和鞘脂代谢及其各自的基因BHMT、PHGDH、iNOS和SPHK1,从而抑制uc产生的炎症反应和氧化应激。此外,mrac调节UC小鼠肠道中Coprococcus、Helicobacter、Sutterella、Paraprevotella和Roseburia的丰度,使其达到正常水平,从而恢复正常的肠道功能。
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引用次数: 0
Discovery and Characterization of Unusual O-Linked Glycosylation of IgG4 Antibody Using LC-MS 使用LC-MS发现和表征IgG4抗体异常o -链糖基化。
IF 1.8 3区 化学 Q4 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-12-11 DOI: 10.1002/rcm.9969
Dariusz J. Janecki, Chi-Ya Kao-Scharf, Andreas Hoffmann

Background

Consensus is that immunoglobulin IgG4 contains only N-linked glycosylation. The analysis of several batches of commercial biopharmaceutical product Dupixent using top-down intact mass spectrometry revealed that this IgG4 features a small amount of O-linked glycosylation in the Fab region. This is the first report of an O-linked glycosylation in an IgG4 antibody.

Methods

Monoclonal antibody solutions were subjected to cation exchange (CEX) and reverse phase (RP) chromatography and/or additional preconcentration/fractionation methods to prepare samples for subsequent analysis. Advanced MS analysis and fragmentation techniques (HCD, ETD, and EThcD) were employed to localize the O-linked glycosylation as well as elucidate the structure of the glycan(s).

Results

O-linked glycosylation in the IgG4 dupilumab was discovered by intact-MS. The probable location was narrowed down to four sites in the CH1 domain, and the structure of the O-linked glycan was determined to be of Core 1 type. The relative quantities of the modifications were low, but the glycosylation was consistently detected in several batches of Dupixent.

Conclusions

We discovered a rare glycosylation modification on dupilumab, an IgG4 antibody. The O-linked glycosylation was characterized and localized in the Fab region.

背景:共识是免疫球蛋白IgG4仅含有n -链糖基化。利用自顶向下完整质谱分析了几批商业生物制药产品Dupixent,发现该IgG4在Fab区具有少量的o -链糖基化。这是首次报道在IgG4抗体中出现o链糖基化。方法:单克隆抗体溶液经阳离子交换(CEX)和反相(RP)色谱和/或附加的预浓缩/分离方法制备样品,用于后续分析。采用先进的质谱分析和碎片化技术(HCD, ETD和EThcD)来定位o链糖基化并阐明多糖的结构。结果:通过完整质谱法发现IgG4 dupilumab中o -连锁糖基化。可能的位置被缩小到CH1结构域的四个位点,并确定o -链聚糖的结构为Core 1型。修饰的相对数量很低,但在几批Dupixent中一致检测到糖基化。结论:我们发现了一种罕见的IgG4抗体dupilumab的糖基化修饰。o链糖基化被表征并定位在Fab区。
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引用次数: 0
Adaptive Multicore Dual-Path Fusion Multimodel Extraction of Heterogeneous Features for FAIMS Spectral Analysis FAIMS光谱分析中自适应多核双路径融合多模型异质特征提取。
IF 1.8 3区 化学 Q4 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-12-10 DOI: 10.1002/rcm.9967
Ruilong Zhang, Xiaoxia Du, Wenxiang Xiao, Hua Li

With the increasing application scenarios and detection needs of high-field asymmetric waveform ion mobility spectrometry (FAIMS) analysis, deep learning–assisted spectral analysis has become an important method to improve the analytical effect and work efficiency. However, a single model has limitations in generalizing to different types of tasks, and a model trained from one batch of spectral data is difficult to achieve good results on another task with large differences. To address this problem, this study proposes an adaptive multicore dual-path fusion multimodel extraction of heterogeneous features for FAIMS spectral analysis model in conjunction with FAIMS small-sample data analysis scenarios. Multinetwork complementarity is achieved through multimodel feature extraction, adaptive feature fusion module adjusts feature size and dimension fusion to heterogeneous features, and multicore dual-path fusion can capture and integrate information at all scales and levels. The model's performance improves dramatically when performing complex mixture multiclassification tasks: accuracy, precision, recall, f1-score, and micro-AUC reach 98.11%, 98.66%, 98.33%, 98.30%, and 98.98%. The metrics for the generalization test using the untrained xylene isomer data were 96.42%, 96.66%, 96.96%, 96.65%, and 97.60%. The model not only exhibits excellent analytical results on preexisting data but also demonstrates good generalization ability on untrained data.

随着高场不对称波形离子迁移率光谱(FAIMS)分析的应用场景和检测需求不断增加,深度学习辅助光谱分析已成为提高分析效果和工作效率的重要手段。然而,单一模型在泛化到不同类型的任务时存在局限性,并且从一批光谱数据中训练的模型很难在另一批差异较大的任务上取得良好的结果。针对这一问题,本研究结合FAIMS小样本数据分析场景,提出了FAIMS光谱分析模型中异构特征的自适应多核双路径融合多模型提取方法。通过多模型特征提取实现多网络互补,自适应特征融合模块根据异构特征调整特征大小和维度融合,多核双路径融合实现全尺度、全层次信息的捕获和融合。在执行复杂的混合多分类任务时,该模型的准确率、精密度、召回率、f1分数和微auc分别达到98.11%、98.66%、98.33%、98.30%和98.98%。未训练二甲苯异构体数据泛化检验的指标分别为96.42%、96.66%、96.96%、96.65%和97.60%。该模型不仅对已有数据有很好的分析效果,而且对未经训练的数据也有很好的泛化能力。
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引用次数: 0
Remembering Robert Kinnear Boyd (1938-2024). 纪念罗伯特·金尼尔·博伊德(1938-2024)。
IF 1.8 3区 化学 Q4 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-12-10 DOI: 10.1002/rcm.9963
Pierre Thibault, Dietrich Volmer, David Goodlett, John Monaghan
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引用次数: 0
Forced Degradation Study of an Anti-Diabetic Drug Imeglimin: Impurity Profiling and Structure Elucidation Using LC-Q-ToF-MS/MS and NMR 抗糖尿病药物伊米霉素的强制降解研究:LC-Q-ToF-MS/MS和NMR的杂质分析和结构解析。
IF 1.8 3区 化学 Q4 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-12-10 DOI: 10.1002/rcm.9960
Shiva Kumar Gogikar, Sibu Sen, Shivashankar Pathinti, Gananadhamu Samanthula, Amol G. Dikundwar

Rationale

The present study aims to establish structures of the degradation products of an anti-diabetic drug, Imeglimin (IMG) approved for the treatment of type 2 diabetes mellitus in the year 2021. Degradation pathways are proposed along with in silico toxicity assessments of the observed degradation products (DPs) of the drug.

Methods

A reversed-phase high-performance liquid chromatography (RP-HPLC), equipped with a photodiode array detector, was used to separate the observed DPs with a Phenomenex Luna PFP (250 × 4.6 mm, 5 μm) column, using 10 mM ammonium formate (pH 4.5) and methanol as mobile phase. Liquid chromatography quadrupole time of flight mass spectrometry (LC-Q-ToF-MS/MS) and nuclear magnetic resonance (NMR) spectroscopy were employed for structural elucidation. Zeneth and Derek suites were used for in silico assessments.

Results

A total of four degradation products were observed, which were successfully separated on an RP-HPLC. The structural characterization of three of the four DPs was achieved using LC-Q-TOF-MS/MS by employing electro spray ionization as well as atmospheric pressure chemical ionization. Additionally, DP-3 was isolated using a preparative HPLC and was characterized by NMR. Computationally predicted structures were compared with the experimental observations.

Conclusion

An HPLC method, capable of separating the Imeglimin and its four DPs, was developed and validated as per the ICH Q2(R1) guideline. Structure elucidation reveals a variety of products with metformin as one of the identified DPs along with a metabolite. The toxicity potential of DPs was assessed through docking studies.

理由:本研究旨在建立2021年被批准用于治疗2型糖尿病的抗糖尿病药物依米明(IMG)的降解产物结构。提出了降解途径以及观察到的药物降解产物(DPs)的硅毒性评估。方法:采用反相高效液相色谱法(RP-HPLC),采用光电二极管阵列检测器,Phenomenex Luna PFP (250 × 4.6 mm, 5 μm)柱,以10 mm甲酸铵(pH 4.5)和甲醇为流动相分离所观察到的dp。采用液相色谱-四极杆飞行时间质谱(LC-Q-ToF-MS/MS)和核磁共振(NMR)谱法进行结构解析。Zeneth和Derek套件用于计算机评估。结果:共观察到4种降解产物,并在反相高效液相色谱上成功分离。利用LC-Q-TOF-MS/MS,利用电喷雾电离和常压化学电离对四种DPs中的三种进行了结构表征。此外,利用制备型高效液相色谱分离得到了DP-3,并对其进行了核磁共振表征。计算预测的结构与实验观察结果进行了比较。结论:根据ICH Q2(R1)指南,建立了一种高效液相色谱(HPLC)分离依米明及其4种DPs的方法,并进行了验证。结构解析揭示了以二甲双胍作为鉴定的DPs之一的多种产物以及代谢物。通过对接研究评估DPs的毒性潜力。
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Rapid Communications in Mass Spectrometry
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