Journal of the American Society for Mass Spectrometry最新文献

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Development and Validation of Methodologies for the Identification of Specialized Pro-Resolving Lipid Mediators and Classic Eicosanoids in Biological Matrices 生物基质中特殊促溶解脂质介质和经典二十酸的鉴定方法的开发与验证
IF 3.2 2区 化学
Journal of the American Society for Mass Spectrometry Pub Date : 2024-09-09 DOI: 10.1021/jasms.4c00211
Matthew Dooley, Amitis Saliani, Jesmond Dalli
{"title":"Development and Validation of Methodologies for the Identification of Specialized Pro-Resolving Lipid Mediators and Classic Eicosanoids in Biological Matrices","authors":"Matthew Dooley, Amitis Saliani, Jesmond Dalli","doi":"10.1021/jasms.4c00211","DOIUrl":"https://doi.org/10.1021/jasms.4c00211","url":null,"abstract":"Lipid mediators, which include specialized pro-resolving mediators and classic eicosanoids, are pivotal in both initiating and resolving inflammation. The regulation of these molecules determines whether inflammation resolves naturally or persists. However, our understanding of how these mediators are regulated over time in various inflammatory contexts is limited. This gap hinders our grasp of the mechanisms underlying the disease onset and progression. Due to their localized action and low endogenous levels in many tissues, developing robust and highly sensitive methodologies is imperative for assessing their endogenous regulation in diverse inflammatory settings. These methodologies will help us gain insight into their physiological roles. Here, we establish methodologies for extracting, identifying, and quantifying these mediators. Using our methods, we identified a total of 37 lipid mediators. Additionally, by employing a reverse-phase HPLC method, we successfully separated both double-bond and chiral isomers of select lipid mediators, including Lipoxin (LX) A<sub>4</sub>, 15-epi-LXA<sub>4</sub>, Protectin (PD) D1, PDX, and 17R-PD1. Validation of the method was performed in both solvent and surrogate matrix for linearity of the standard curves, lower limits of quantitation (LLOQ), accuracy, and precision. Results from these studies demonstrated that linearity was good with <i>r</i><sup>2</sup> values &gt; 0.98, and LLOQ for the mediators ranged from 0.01 to 0.9 pg in phase and from 0.1 to 8.5 pg in surrogate matrix. The relative standard deviation (RSD) for inter- and intraday precision in solvent ranged from 5% to 12% at low, intermediate, and high concentrations, whereas the RSD for the inter- and intraday variability in the accuracy ranged from 95% to 87% at low to high concentrations. The recovery in biological matrices (plasma and serum) for the internal standards used ranged from 60% to 118%. We observed a marked ion suppression for molecules evaluated in negative ionization mode, while there was an ion enhancement effect by the matrix for molecules evaluated in positive ionization mode. Comparison of the integration algorithms, namely, AutoPeak and MQ4, and approaches for calculating signal-to-noise ratios (i.e., US Pharmacopeia, relative noise, peak to peak, and standard deviation) demonstrated that different integration algorithms tested had little influence on signal-to-noise ratio calculations. In contrast, the method used to calculate the signal-to-noise ratio had a more significant effect on the results, with the relative noise approach proving to be the most robust. The methods described herein provide a platform to study the SPM and classic eicosanoids in biological tissues that will help further our understanding of disease mechanisms.","PeriodicalId":672,"journal":{"name":"Journal of the American Society for Mass Spectrometry","volume":null,"pages":null},"PeriodicalIF":3.2,"publicationDate":"2024-09-09","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142221993","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Time-Resolved Ion Mobility-Mass Spectrometry Reveals Structural Transitions in the Disassembly of Modular Polyketide Syntheses. 时间分辨离子迁移质谱法揭示模块化多酮合成分解过程中的结构转变
IF 3.1 2区 化学
Journal of the American Society for Mass Spectrometry Pub Date : 2024-09-04 Epub Date: 2024-07-22 DOI: 10.1021/jasms.4c00181
Chunyi Zhao, Samuel T Slocum, David H Sherman, Brandon T Ruotolo
{"title":"Time-Resolved Ion Mobility-Mass Spectrometry Reveals Structural Transitions in the Disassembly of Modular Polyketide Syntheses.","authors":"Chunyi Zhao, Samuel T Slocum, David H Sherman, Brandon T Ruotolo","doi":"10.1021/jasms.4c00181","DOIUrl":"10.1021/jasms.4c00181","url":null,"abstract":"<p><p>The type 1 polyketide synthase (PKS) assembly line uses its modular structure to produce polyketide natural products that form the basis of many pharmaceuticals. Currently, several cryoelectron microscopy (cryo-EM) structures of a multidomain PKS module have been constructed, but much remains to be learned. Here we utilize ion-mobility mass spectrometry (IM-MS) to record size and shape information and detect different conformational states of a 207 kDa didomain dimer comprised of ketosynthase (KS) and acyl transferase (AT), excised from full-length module. Furthermore, gas-phase stability differences between these different conformations are captured by collision induced unfolding (CIU) technology. Additionally, through tracking these forms as a function of time, we elucidate a detailed disassembly pathway for KS-AT dimers for the first time.</p>","PeriodicalId":672,"journal":{"name":"Journal of the American Society for Mass Spectrometry","volume":null,"pages":null},"PeriodicalIF":3.1,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141747116","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Characterization and Quantification of Naphthenic Acids in Produced Water by Orbitrap MS and a Multivariate Approach. 利用 Orbitrap MS 和多元方法表征和定量采出水中的环烷酸。
IF 3.1 2区 化学
Journal of the American Society for Mass Spectrometry Pub Date : 2024-09-04 Epub Date: 2024-08-24 DOI: 10.1021/jasms.4c00172
Jussara Valente Roque, Marcella Ferreira Rodrigues, Gabriel Henry M Dufrayer, Iris Medeiros Júnior, Rogério Mesquita de Carvalho, Gesiane da Silva Lima, Gabriel Franco Dos Santos, Boniek Gontijo Vaz
{"title":"Characterization and Quantification of Naphthenic Acids in Produced Water by Orbitrap MS and a Multivariate Approach.","authors":"Jussara Valente Roque, Marcella Ferreira Rodrigues, Gabriel Henry M Dufrayer, Iris Medeiros Júnior, Rogério Mesquita de Carvalho, Gesiane da Silva Lima, Gabriel Franco Dos Santos, Boniek Gontijo Vaz","doi":"10.1021/jasms.4c00172","DOIUrl":"10.1021/jasms.4c00172","url":null,"abstract":"<p><p>Naphthenic acids (NAs) naturally occur in crude oil and its associated produced water, presenting significant challenges, such as corrosion, in refinery apparatus and ecotoxicity in aquatic habitats. This study delineates a multivariate method to quantify NAs in produced water via electrospray ionization coupled with high-resolution Orbitrap mass spectrometry (ESI-Orbitrap MS). By employing liquid-liquid extraction, followed by direct infusion ESI(-)-Orbitrap MS, we characterized and quantified NAs employing a partial least-squares regression (PLS) model enhanced by the ordered predictor selection (OPS) algorithm. Thirty-six produced water samples were utilized, with 24 allocated for calibration and 12 designated for validation. The PLS-OPS model demonstrated notable accuracy in predicting NA concentrations in simulated and actual produced water samples ranging from ∼30 to 300 mg·L<sup>-1</sup>. This methodology offers a rapid yet robust alternative for quantifying NAs using mass spectrometry augmented by PLS and the OPS. Its significance is underscored by its potential to equip the petroleum industry with a swift and reliable monitoring mechanism for NAs in produced water, thereby aiding in mitigating environmental and operational risks.</p>","PeriodicalId":672,"journal":{"name":"Journal of the American Society for Mass Spectrometry","volume":null,"pages":null},"PeriodicalIF":3.1,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11378276/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142046145","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Unraveling DNA Triplex Assembly: Mass Spectrometric Investigation of Modified Triplex Forming Oligonucleotides for Enhanced Gene Targeting. 揭示 DNA 三联体组装:质谱法研究用于增强基因靶向的改良三重形成寡核苷酸
IF 3.1 2区 化学
Journal of the American Society for Mass Spectrometry Pub Date : 2024-09-04 Epub Date: 2024-08-01 DOI: 10.1021/jasms.4c00070
Sarveenah Chandrasegaran, Jack W Klose, Tara L Pukala
{"title":"Unraveling DNA Triplex Assembly: Mass Spectrometric Investigation of Modified Triplex Forming Oligonucleotides for Enhanced Gene Targeting.","authors":"Sarveenah Chandrasegaran, Jack W Klose, Tara L Pukala","doi":"10.1021/jasms.4c00070","DOIUrl":"10.1021/jasms.4c00070","url":null,"abstract":"<p><p>Deoxyribonucleic acid triplexes have potential roles in a range of biological processes involving gene and transcriptional regulation. A major challenge in exploiting the formation of these higher-order structures to target genes <i>in vivo</i> is their low stability, which is dependent on many factors including the length and composition of bases in the sequence. Here, different DNA base modifications have been explored, primarily using native mass spectrometry, in efforts to enable stronger binding between the triplex forming oligonucleotide (TFO) and duplex target sites. These modifications can also be used to overcome pyrimidine interruptions in the duplex sequence in promoter regions of genomes, to expand triplex target sequences for antigene therapies. Using model sequences with a single pyrimidine interruption, triplex forming oligonucleotides containing locked nucleic acid base modifications were shown to have a higher triplex binding propensity than DNA-only and dSpacer-containing TFOs. However, the triplex forming ability of these systems was limited by the competitive formation of multiple higher order assemblies. Triplex forming sequences that correspond to specific gene targets from the <i>Pseudomonas aeruginosa</i> genome were also investigated, with LNA-containing TFOs the only variant able to form triplex using these sequences. This work indicates the advantages of utilizing synthetically modified TFOs to form triplex assemblies <i>in vivo</i> for potential therapeutic applications and highlights the advantages of native mass spectrometry for the study of their formation.</p>","PeriodicalId":672,"journal":{"name":"Journal of the American Society for Mass Spectrometry","volume":null,"pages":null},"PeriodicalIF":3.1,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141873889","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Special Issue in Honor of Brandon Ruotolo, Recipient of the 2023 ASMS Biemann Medal. 纪念布兰登-鲁托洛(Brandon Ruotolo)的特刊,他是 2023 年美国医学科学院比曼奖章的获得者。
IF 3.1 2区 化学
Journal of the American Society for Mass Spectrometry Pub Date : 2024-09-04 DOI: 10.1021/jasms.4c00339
Jenny Brodbelt, Vicki Wysocki
{"title":"Special Issue in Honor of Brandon Ruotolo, Recipient of the 2023 ASMS Biemann Medal.","authors":"Jenny Brodbelt, Vicki Wysocki","doi":"10.1021/jasms.4c00339","DOIUrl":"https://doi.org/10.1021/jasms.4c00339","url":null,"abstract":"","PeriodicalId":672,"journal":{"name":"Journal of the American Society for Mass Spectrometry","volume":null,"pages":null},"PeriodicalIF":3.1,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"142124390","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Effect of Terminal Phosphate Groups on Collisional Dissociation of RNA Oligonucleotide Anions. 末端磷酸基团对 RNA 寡核苷酸阴离子碰撞解离的影响
IF 3.1 2区 化学
Journal of the American Society for Mass Spectrometry Pub Date : 2024-09-04 Epub Date: 2024-08-13 DOI: 10.1021/jasms.4c00149
Mei-Qing Zuo, Ge Song, Ji-Shuai Zhang, Meng-Qiu Dong, Rui-Xiang Sun
{"title":"Effect of Terminal Phosphate Groups on Collisional Dissociation of RNA Oligonucleotide Anions.","authors":"Mei-Qing Zuo, Ge Song, Ji-Shuai Zhang, Meng-Qiu Dong, Rui-Xiang Sun","doi":"10.1021/jasms.4c00149","DOIUrl":"10.1021/jasms.4c00149","url":null,"abstract":"<p><p>The increasing need for mass spectrometric analysis of RNA molecules calls for a better understanding of their gas-phase fragmentation behaviors. In this study, we investigate the effect of terminal phosphate groups on the fragmentation spectra of RNA oligonucleotides (oligos) using high-resolution mass spectrometry (MS). Negative-ion mode collision-induced dissociation (CID) and higher-energy collisional dissociation (HCD) were carried out on RNA oligos containing a terminal phosphate group on either end, both ends, or neither end. We find that terminal phosphate groups affect the fragmentation behavior of RNA oligos in a way that is dependent on the precursor charge state and the oligo length. Specifically, for precursor ions of RNA oligos of the same sequence, those with 5'- or 3'-phosphate, or both, have a higher charge state distribution and lose the phosphate group(s) in the form of a neutral (H<sub>3</sub>PO<sub>4</sub> or HPO<sub>3</sub>) or an anion ([H<sub>2</sub>PO<sub>4</sub>]<sup>-</sup> or [PO<sub>3</sub>]<sup>-</sup>) upon CID or HCD. Such a neutral or charged loss is most conspicuous for precursor ions of an intermediate charge state, e.g., 3<sup>-</sup> for 4-nt oligos or 4<sup>-</sup> and 5<sup>-</sup> for 8-nt oligos. This decreases the intensity of sequencing ions (<i>a-</i>, <i>a-B</i>, <i>b-</i>, <i>c-</i>, <i>d-</i>, <i>w-</i>, <i>x-</i>, <i>y-</i>, <i>z-</i>ions) and hence is unfavorable for sequencing by CID or HCD. Removal of terminal phosphate groups by calf intestinal alkaline phosphatase improved MS analysis of RNA oligos. Additionally, the intensity of a fragment ion at <i>m</i>/<i>z</i> 158.925, which we identified as a dehydrated pyrophosphate anion ([HP<sub>2</sub>O<sub>6</sub>]<sup>-</sup>), is markedly increased by the presence of a terminal phosphate group. These findings expand the knowledge base necessary for software development for MS analysis of RNA.</p>","PeriodicalId":672,"journal":{"name":"Journal of the American Society for Mass Spectrometry","volume":null,"pages":null},"PeriodicalIF":3.1,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141970384","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Electric Field-Modulated Electrospray Ionization Mass Spectrometry for Quantity Calibration and Mass Tracking. 用于数量校准和质量跟踪的电场调制电喷雾质谱仪。
IF 3.1 2区 化学
Journal of the American Society for Mass Spectrometry Pub Date : 2024-09-04 Epub Date: 2024-05-24 DOI: 10.1021/jasms.4c00091
Pin-Chieh Hsu, Pawel L Urban
{"title":"Electric Field-Modulated Electrospray Ionization Mass Spectrometry for Quantity Calibration and Mass Tracking.","authors":"Pin-Chieh Hsu, Pawel L Urban","doi":"10.1021/jasms.4c00091","DOIUrl":"10.1021/jasms.4c00091","url":null,"abstract":"<p><p>Analyses conducted by electrospray ionization (ESI) mass spectrometry (MS) typically entail performing a number of preparatory steps, which include quantity calibration and mass calibration. Quantity calibration can be affected by signal noise, while mass calibration can be affected by instrumental drift if analyses are performed over an extended period of time. Here, we present two methods for achieving these calibrations using modulation of electrospray plume by alternating electric fields and demodulating the resulting MS ion currents. For this purpose, we use an ESI source fitted with three ring electrodes between the electrospray emitter and the mass spectrometer's inlet. One of these electrodes is supplied with a sine electric signal. Optionally, a nanoESI emitter is also placed between the ring electrodes and the mass spectrometer's orifice to supply calibrant ions. The ion currents, recorded with this setup, present wave-like features. In the first variant, using a triple quadrupole mass analyzer, the ion currents are subjected to data treatment by fast Fourier transform (FFT), and the resulting FFT magnitudes are correlated with analyte concentrations to produce a calibration plot. In the second variant, using a quadrupole time-of-flight mass analyzer, the mass spectra recorded at the analyte ion current maxima are mass-checked using the <i>m</i>/<i>z</i> value of the internal standard (injected via nanoESI emitter), which appears predominantly in the time intervals corresponding to the analyte ion current minima. The setup has been characterized using simulation software and optimized. Overall, the method enables the preparation of quantity calibration plots and monitoring (minor) <i>m</i>/<i>z</i> drifts during prolonged analyses.</p>","PeriodicalId":672,"journal":{"name":"Journal of the American Society for Mass Spectrometry","volume":null,"pages":null},"PeriodicalIF":3.1,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11378279/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141092746","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Advances in LDI-MS Analysis: The Role of Chemical Vapor Deposition-Synthesized Silver Nanoparticles in Enhancing Detection of Low-Molecular-Weight Biomolecules. LDI-MS 分析的进展:化学气相沉积合成的银纳米粒子在增强低分子量生物分子检测中的作用。
IF 3.1 2区 化学
Journal of the American Society for Mass Spectrometry Pub Date : 2024-09-04 Epub Date: 2024-08-14 DOI: 10.1021/jasms.4c00071
Ewelina Sibińska, Justyna Walczak-Skierska, Adrian Arendowski, Agnieszka Ludwiczak, Aleksandra Radtke, Piotr Piszczek, Dorota Gabryś, Kinga Robotnik, Paweł Pomastowski
{"title":"Advances in LDI-MS Analysis: The Role of Chemical Vapor Deposition-Synthesized Silver Nanoparticles in Enhancing Detection of Low-Molecular-Weight Biomolecules.","authors":"Ewelina Sibińska, Justyna Walczak-Skierska, Adrian Arendowski, Agnieszka Ludwiczak, Aleksandra Radtke, Piotr Piszczek, Dorota Gabryś, Kinga Robotnik, Paweł Pomastowski","doi":"10.1021/jasms.4c00071","DOIUrl":"10.1021/jasms.4c00071","url":null,"abstract":"<p><p>In this investigation, we detail the synthesis of silver nanoparticles (AgNPs) via a precise chemical vacuum deposition (CVD) methodology, aimed at augmenting the analytical performance of laser desorption/ionization mass spectrometry (LDI-MS) for the detection of low-molecular-weight analytes. Employing a precursor supply rate of 0.0014 mg/s facilitated the formation of uniformly dispersed AgNPs, characterized by SEM and AFM to have an average diameter of 33.5 ± 1.5 nm and a surface roughness (<i>R</i><sub>a</sub>) of 11.8 nm, indicative of their homogeneous coverage and spherical morphology. XPS and SEM-EDX analyses confirmed the metallic silver composition of the nanoparticles with Ag peak splitting, reflecting the successful synthesis of metallic Ag. Comparative analytical evaluation with traditional MALDI matrices revealed that AgNPs significantly reduce signal suppression, thereby enhancing the sensitivity and specificity of LDI-MS for low-molecular-weight compounds such as triglycerides, saccharides, amino acids, and carboxylic acids. Notably, the application of AgNPs demonstrated a superior linear response for triglyceride signals with regression coefficients surpassing 0.99, markedly outperforming conventional matrices. The study further extends into quantitative analysis through nanoparticle-based laser desorption/ionization (NALDI), where AgNPs exhibited enhanced ionization efficiency, characterized by substantially lower limits of detection (LOD) and quantification (LOQ) for tested standards. Particular attention was paid to lipids with a detailed examination of their fragmentation pathways. These results highlight the significant potential of AgNPs synthesized via CVD to transform the analytical detection and quantification of low-molecular-weight compounds using NALDI. This approach offers a promising avenue for expanding the scope of analytical applications in mass spectrometry and introducing innovative methodologies for enhanced precision and sensitivity.</p>","PeriodicalId":672,"journal":{"name":"Journal of the American Society for Mass Spectrometry","volume":null,"pages":null},"PeriodicalIF":3.1,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC11378275/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141974827","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"RegionCategory":"化学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Machine Learning Strategies to Tackle Data Challenges in Mass Spectrometry-Based Proteomics. 基于质谱的蛋白质组学中应对数据挑战的机器学习策略。
IF 3.1 2区 化学
Journal of the American Society for Mass Spectrometry Pub Date : 2024-09-04 Epub Date: 2024-07-29 DOI: 10.1021/jasms.4c00180
Ceder Dens, Charlotte Adams, Kris Laukens, Wout Bittremieux
{"title":"Machine Learning Strategies to Tackle Data Challenges in Mass Spectrometry-Based Proteomics.","authors":"Ceder Dens, Charlotte Adams, Kris Laukens, Wout Bittremieux","doi":"10.1021/jasms.4c00180","DOIUrl":"10.1021/jasms.4c00180","url":null,"abstract":"<p><p>In computational proteomics, machine learning (ML) has emerged as a vital tool for enhancing data analysis. Despite significant advancements, the diversity of ML model architectures and the complexity of proteomics data present substantial challenges in the effective development and evaluation of these tools. Here, we highlight the necessity for high-quality, comprehensive data sets to train ML models and advocate for the standardization of data to support robust model development. We emphasize the instrumental role of key data sets like ProteomeTools and MassIVE-KB in advancing ML applications in proteomics and discuss the implications of data set size on model performance, highlighting that larger data sets typically yield more accurate models. To address data scarcity, we explore algorithmic strategies such as self-supervised pretraining and multitask learning. Ultimately, we hope that this discussion can serve as a call to action for the proteomics community to collaborate on data standardization and collection efforts, which are crucial for the sustainable advancement and refinement of ML methodologies in the field.</p>","PeriodicalId":672,"journal":{"name":"Journal of the American Society for Mass Spectrometry","volume":null,"pages":null},"PeriodicalIF":3.1,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141791623","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
Position-Specific Oxygen Isotope Analysis in Inositol Phosphates by Using Electrospray Ionization-Quadrupole-Orbitrap Mass Spectrometry. 利用电喷雾离子化-四极杆-轨道阱质谱法对肌醇磷酸盐中的特定位置氧同位素进行分析
IF 3.1 2区 化学
Journal of the American Society for Mass Spectrometry Pub Date : 2024-09-04 Epub Date: 2024-07-31 DOI: 10.1021/jasms.4c00210
Anthony J Hollenback, Deb P Jaisi
{"title":"Position-Specific Oxygen Isotope Analysis in Inositol Phosphates by Using Electrospray Ionization-Quadrupole-Orbitrap Mass Spectrometry.","authors":"Anthony J Hollenback, Deb P Jaisi","doi":"10.1021/jasms.4c00210","DOIUrl":"10.1021/jasms.4c00210","url":null,"abstract":"<p><p>Conventional isotope-ratio mass spectrometry measurements obscure position-specific isotope distributions in molecular compounds because these measurements require an initial step that converts compounds into simple gases by combustion or pyrolysis. Here, we used electrospray ionization (ESI)-based Orbitrap mass spectrometry to measure oxygen isotope ratios in the phosphate and hydroxyl moieties of inositol phosphates. A thermal hydrolysis experiment was conducted using <sup>18</sup>O-labeled water to examine the position-specific oxygen isotope exchange in inositol hexakisphosphate (IP<sub>6</sub>) as well as its hydrolysis products IP<sub>5</sub>, IP<sub>3</sub>, and PO<sub>3</sub> fragments. Measurement precisions of the position-specific and molecular-average oxygen isotope values of inositol phosphates were better than ±1.1‰ and ±0.5‰, respectively. Under optimized ionization and Orbitrap parameters, this level of precision was obtained within 30 min of run time at 60 μM initial concentration of inositol phosphate. The ability to measure phosphate-specific oxygen isotopes in inositol phosphate enabled the quantification of isotope exchange, which did not occur in phosphate on IP<sub>6</sub>, IP<sub>5</sub>, IP<sub>3</sub>, and PO<sub>3</sub> fragments, meaning that the change in isotopes should have resulted from hydroxyls in the ring. Isotope mass balance calculations corroborated that hydroxyl oxygens are derived from <sup>18</sup>O-labeled water. With the observed sensitivity and precision achieved in this study, Orbitrap IRMS proved to be a promising tool for investigating the position-specific oxygen isotopes in organophosphorus compounds. These outcomes open up numerous potential applications that can expand our understanding of phosphorus cycling in the environment.</p>","PeriodicalId":672,"journal":{"name":"Journal of the American Society for Mass Spectrometry","volume":null,"pages":null},"PeriodicalIF":3.1,"publicationDate":"2024-09-04","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"141854485","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":2,"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
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