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Pacholski P, Schramm S, Progent F, Aubriet F. Differentiation of Four Polyvinylidene Fluoride Polymers Based on Their End Groups by DART-FT-ICR MS and Kendrick Plots. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2023; 34:2278-2288. [PMID: 37647027 DOI: 10.1021/jasms.3c00202] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/01/2023]
Abstract
Nowadays, synthetic polymers are produced and used in many materials for different applications. Matrix-assisted laser desorption/ionization or electrospray mass spectrometry are classically used to investigate them, but these techniques require sample preparation steps, which are not always suitable for the study of insoluble or formulated polymers. Alternatively, direct real-time (DART) ionization analysis may be conducted without sample preparation. Four polyvinylidene fluoride (PVDF) polymers involving the C2H2F2 repeating unit coming from different suppliers have been analyzed by DART Fourier transform ion cyclotron resonance mass spectrometry (FT-ICR MS) in negative-ion mode. The obtained mass spectra systematically displayed an oligomeric distribution between m/z 400 and 1300 of [M - H]-, [M + O2]•-, and [M + NO2]- ions. Kendrick plots were used to ease the identification of PVDF end-groups and establish a difference between the samples. Both commercial PVDF polymers shared the same α+ω end groups formula, which confirmed a similar polymerization process for their synthesis. The two other PVDFs were clearly different from the commercial ones by the occurrence of specific end-groups. MS/MS and MS3 experiments were conducted to obtain structural information on these end-groups.
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Affiliation(s)
- Pierre Pacholski
- CEA, DAM, DIF, F-91297 Arpajon, France
- Université de Lorraine, LCP-A2MC (Laboratoire de Chimie et Physique-Approche Multi-échelles des Milieux Complexes), F-57000 Metz, France
| | - Sébastien Schramm
- Université de Lorraine, LCP-A2MC (Laboratoire de Chimie et Physique-Approche Multi-échelles des Milieux Complexes), F-57000 Metz, France
| | | | - Frédéric Aubriet
- Université de Lorraine, LCP-A2MC (Laboratoire de Chimie et Physique-Approche Multi-échelles des Milieux Complexes), F-57000 Metz, France
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Foster M, Rainey M, Watson C, Dodds JN, Kirkwood KI, Fernández FM, Baker ES. Uncovering PFAS and Other Xenobiotics in the Dark Metabolome Using Ion Mobility Spectrometry, Mass Defect Analysis, and Machine Learning. ENVIRONMENTAL SCIENCE & TECHNOLOGY 2022; 56:9133-9143. [PMID: 35653285 PMCID: PMC9474714 DOI: 10.1021/acs.est.2c00201] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/15/2023]
Abstract
The identification of xenobiotics in nontargeted metabolomic analyses is a vital step in understanding human exposure. Xenobiotic metabolism, transformation, excretion, and coexistence with other endogenous molecules, however, greatly complicate the interpretation of features detected in nontargeted studies. While mass spectrometry (MS)-based platforms are commonly used in metabolomic measurements, deconvoluting endogenous metabolites from xenobiotics is also often challenged by the lack of xenobiotic parent and metabolite standards as well as the numerous isomers possible for each small molecule m/z feature. Here, we evaluate a xenobiotic structural annotation workflow using ion mobility spectrometry coupled with MS (IMS-MS), mass defect filtering, and machine learning to uncover potential xenobiotic classes and species in large metabolomic feature lists. Xenobiotic classes examined included those of known high toxicities, including per- and polyfluoroalkyl substances (PFAS), polycyclic aromatic hydrocarbons (PAHs), polychlorinated biphenyls (PCBs), polybrominated diphenyl ethers (PBDEs), and pesticides. Specifically, when the workflow was applied to identify PFAS in the NIST SRM 1957 and 909c human serum samples, it greatly reduced the hundreds of detected liquid chromatography (LC)-IMS-MS features by utilizing both mass defect filtering and m/z versus IMS collision cross sections relationships. These potential PFAS features were then compared to the EPA CompTox entries, and while some matched within specific m/z tolerances, there were still many unknowns illustrating the importance of nontargeted studies for detecting new molecules with known chemical characteristics. Additionally, this workflow can also be utilized to evaluate other xenobiotics and enable more confident annotations from nontargeted studies.
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Affiliation(s)
- MaKayla Foster
- Department of Chemistry, North Carolina State University, Raleigh, North Carolina 27695, United States
| | - Markace Rainey
- School of Chemistry and Biochemistry, Georgia Institute of Technology, 901 Atlantic Drive NW, Atlanta, Georgia 30332, United States
| | - Chandler Watson
- School of Chemistry and Biochemistry, Georgia Institute of Technology, 901 Atlantic Drive NW, Atlanta, Georgia 30332, United States
| | - James N Dodds
- Department of Chemistry, North Carolina State University, Raleigh, North Carolina 27695, United States
| | - Kaylie I Kirkwood
- Department of Chemistry, North Carolina State University, Raleigh, North Carolina 27695, United States
| | - Facundo M Fernández
- School of Chemistry and Biochemistry, Georgia Institute of Technology, 901 Atlantic Drive NW, Atlanta, Georgia 30332, United States
| | - Erin S Baker
- Department of Chemistry, North Carolina State University, Raleigh, North Carolina 27695, United States
- Comparative Medicine Institute, North Carolina State University, Raleigh, North Carolina 27695, United States
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Fouquet TNJ. The Kendrick analysis for polymer mass spectrometry. JOURNAL OF MASS SPECTROMETRY : JMS 2019; 54:933-947. [PMID: 31758605 DOI: 10.1002/jms.4480] [Citation(s) in RCA: 38] [Impact Index Per Article: 7.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/24/2019] [Revised: 11/18/2019] [Accepted: 11/19/2019] [Indexed: 05/16/2023]
Abstract
The mass spectrum of a polymer often displays repetitive patterns with peak series spaced by the repeating unit(s) of the polymeric backbones, sometimes complexified with different adducts, chain terminations, or charge states. Exploring the complex mass spectral data or filtering the unwanted signal is tedious whether performed manually or automatically. In contrast, the now 60-year-old Kendrick (mass defect) analysis, when adapted to polymer ions, produces visual two-dimensional maps with intuitive alignments of the repetitive patterns and favourable deconvolution of features overlaid in the one-dimensional mass spectrum. This special feature article reports on an up-to-date and theoretically sound use of Kendrick plots as a data processing tool. The approach requires no prior knowledge of the sample but offers promising dynamic capabilities for visualizing, filtering, and sometimes assigning congested mass spectra. Examples of applications of the approach to polymers are discussed throughout the text, but the same tools can be readily extended to other applications, including the analysis of polymers present as pollutants/contaminants, and to other analytes incorporating a repetitive moiety, for example, oils or lipids. In each of these instances, data processing can benefit from the application of an updated and interactive Kendrick analysis.
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Affiliation(s)
- Thierry N J Fouquet
- Research Institute for Sustainable Chemistry (RISC), National Institute of Advanced Industrial Science and Technology (AIST), Tsukuba, Japan
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Fouquet TNJ, Cody RB, Ozeki Y, Kitagawa S, Ohtani H, Sato H. On the Kendrick Mass Defect Plots of Multiply Charged Polymer Ions: Splits, Misalignments, and How to Correct Them. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2018; 29:1611-1626. [PMID: 29752598 DOI: 10.1007/s13361-018-1972-4] [Citation(s) in RCA: 15] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 01/16/2018] [Revised: 04/17/2018] [Accepted: 04/18/2018] [Indexed: 06/08/2023]
Abstract
The Kendrick mass defect (KMD) analysis of multiply charged polymeric distributions has recently revealed a surprising isotopic split in their KMD plots-namely a 1/z difference between KMDs of isotopes of an oligomer at charge state z. Relying on the KMD analysis of actual and simulated distributions of poly(ethylene oxide) (PEO), the isotopic split is mathematically accounted for and found to go with an isotopic misalignment in certain cases. It is demonstrated that the divisibility (resp. indivisibility) of the nominal mass of the repeating unit (R) by z is the condition for homolog ions to line up horizontally (resp. misaligned obliquely) in a KMD plot. Computing KMDs using a fractional base unit R/z eventually corrects the misalignments for the associated charge state while using the least common multiple of all the charge states as the divisor realigns all the points at once. The isotopic split itself can be removed by using either a new charge-dependent KMD plot compatible with any fractional base unit or the remainders of KM (RKM) recently developed for low-resolution data all found to be linked in a unified theory. These original applications of the fractional base units and the RKM plots are of importance theoretically to satisfy the basics of a mass defect analysis and practically for a correct data handling of single stage and tandem mass spectra of multiply charged homo- and copolymers. Graphical Abstract ᅟ.
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Affiliation(s)
- Thierry N J Fouquet
- Research Institute for Sustainable Chemistry, National Institute of Advanced Industrial Science and Technology (AIST), Tsukuba, Japan.
| | | | - Yuka Ozeki
- Graduate School of Engineering, Life Science and Applied Chemistry, Nagoya Institute of Technology, Nagoya, Japan
| | - Shinya Kitagawa
- Graduate School of Engineering, Life Science and Applied Chemistry, Nagoya Institute of Technology, Nagoya, Japan
| | - Hajime Ohtani
- Graduate School of Engineering, Life Science and Applied Chemistry, Nagoya Institute of Technology, Nagoya, Japan
| | - Hiroaki Sato
- Research Institute for Sustainable Chemistry, National Institute of Advanced Industrial Science and Technology (AIST), Tsukuba, Japan
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Poyer S, Fouquet T, Sato H, Lutz JF, Charles L. Convenient Graphical Visualization of Messages Encoded in Sequence-Defined Synthetic Polymers Using Kendrick Mass Defect Analysis of their MS/MS Data. MACROMOL CHEM PHYS 2018. [DOI: 10.1002/macp.201800173] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/16/2023]
Affiliation(s)
- Salomé Poyer
- Aix Marseille University; CNRS (Centre National de la Recherche Scientifique) Institut de Chimie Radicalaire; 13397 Marseille Cedex 20 France
| | - Thierry Fouquet
- National Institute of Advanced Industrial Science and Technology; Research Institute for Sustainable Chemistry; 1-1-1 Higashi Tsukuba, Ibaraki 305-8565 Japan
| | - Hiroaki Sato
- National Institute of Advanced Industrial Science and Technology; Research Institute for Sustainable Chemistry; 1-1-1 Higashi Tsukuba, Ibaraki 305-8565 Japan
| | - Jean-François Lutz
- CNRS, UPR (Unité Propre de Recherche), Institut Charles Sadron; Université de Strasbourg; 23 rue du Loess 67034 Strasbourg Cedex 2 France
| | - Laurence Charles
- Aix Marseille University; CNRS (Centre National de la Recherche Scientifique) Institut de Chimie Radicalaire; 13397 Marseille Cedex 20 France
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Gaiffe G, Cole RB, Lacpatia S, Bridoux MC. Characterization of Fluorinated Polymers by Atmospheric-Solid-Analysis-Probe High-Resolution Mass Spectrometry (ASAP/HRMS) Combined with Kendrick-Mass-Defect Analysis. Anal Chem 2018; 90:6035-6042. [DOI: 10.1021/acs.analchem.7b05116] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Affiliation(s)
- Gabriel Gaiffe
- Sorbonne Universités, UPMC Univ Paris 06, CNRS, Institut Parisien de Chimie Moléculaire (IPCM), 4 place Jussieu, 75252 Paris Cedex 05, France
- DAM, DIF, CEA, 91297 Arpajon, France
| | - Richard B. Cole
- Sorbonne Universités, UPMC Univ Paris 06, CNRS, Institut Parisien de Chimie Moléculaire (IPCM), 4 place Jussieu, 75252 Paris Cedex 05, France
| | - Sabrina Lacpatia
- Laboratoire Central de la Préfecture de Police, 39 bis rue de Dantzig, 75015 Paris, France
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Fouquet T, Satoh T, Sato H. First Gut Instincts Are Always Right: The Resolution Required for a Mass Defect Analysis of Polymer Ions Can Be as Low as Oligomeric. Anal Chem 2018; 90:2404-2408. [PMID: 29336551 DOI: 10.1021/acs.analchem.7b04518] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/28/2023]
Abstract
Its recent adaptation to low-resolution mass spectra of polymers using fractional base units raises the question of the minimal resolution needed for a Kendrick mass defect (KMD) analysis. Intuiting an oligomeric resolution since the mass of a repeat unit is the sole value to be known, it is challenged by the relative failure of the KMD plots computed from an isotopically resolved matrix-assisted laser desorption ionization-time-of-flight (MALDI-TOF) mass spectrum to display clear alignments in the high mass range. Another procedure based on the remainders of Kendrick mass (RKMs) overcomes this pitfall with oligomers perfectly aligned in a new RKM plot. Despite a concomitant degradation of the resolving power and accuracy, with the example of MALDI-TOF/TOF mass spectra of a variety of homo- and copolymer ions, the RKM procedure still allows a rapid enumeration, assignment, and any further manipulation of all the product ion series in visual RKM plots. Successfully extended to the critical case of a MALDI mass spectrum recorded with a linear TOF analyzer allowing a bare oligomeric resolution, the RKM plot turns the distributions differing by their end-groups or adducted ion into clear horizontal lines. It eventually gives intuition its due by answering the original question: the minimal resolution required for a mass defect analysis can be as low as oligomeric with the appropriate formulas.
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Affiliation(s)
- Thierry Fouquet
- National Institute of Advanced Industrial Science and Technology , 1-1-1 Higashi, Tsukuba, Ibaraki 305-8565, Japan
| | - Takaya Satoh
- JEOL Ltd. , 3-1-2 Musashino, Akishima, Tokyo 196-8558, Japan
| | - Hiroaki Sato
- National Institute of Advanced Industrial Science and Technology , 1-1-1 Higashi, Tsukuba, Ibaraki 305-8565, Japan
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Fouquet T, Sato H. How to choose the best fractional base unit for a high-resolution Kendrick mass defect analysis of polymer ions. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2017; 31:1067-1072. [PMID: 28370542 DOI: 10.1002/rcm.7868] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/16/2017] [Revised: 03/28/2017] [Accepted: 03/28/2017] [Indexed: 06/07/2023]
Affiliation(s)
- Thierry Fouquet
- Research Institute for Sustainable Chemistry, National Institute for Advanced Industrial Science and Technology (AIST), Tsukuba, 305-8565, Japan
| | - Hiroaki Sato
- Research Institute for Sustainable Chemistry, National Institute for Advanced Industrial Science and Technology (AIST), Tsukuba, 305-8565, Japan
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Fouquet T, Sato H. Improving the Resolution of Kendrick Mass Defect Analysis for Polymer Ions with Fractional Base Units. ACTA ACUST UNITED AC 2017; 6:A0055. [PMID: 28580221 PMCID: PMC5447562 DOI: 10.5702/massspectrometry.a0055] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2016] [Accepted: 02/15/2017] [Indexed: 01/05/2023]
Abstract
The concept of a fractional base unit for the Kendrick mass defect (KMD) analysis of polymer ions is introduced for the first time. A fraction of the ethylene oxide (EO) repeat unit (namely EO/8) has been used for the KMD analysis of a poly(ethylene oxide) and found to amplify the variations of KMD between monoisotopic and 13C isotopes, producing an isotopically resolved KMD plot at full scale when the KMD plot computed with EO is fuzzy. The expansion of the KMD dimension using a fractional base unit has then been successfully used to unequivocally discriminate all the distributions from a blend of poly(ethylene oxide)s in a high resolution KMD plot calculated with EO/3 as base unit. Extending the concept of fractional base units to other repeat units, the visualization of the co-oligomers from a poly(ethylene oxide-b-propylene oxide-b-ethylene oxide) triblock copolymer has been dramatically improved using a fraction of the propylene oxide repeat unit (namely PO/3) in an oligomer and isotope resolved plot. High resolution KMD plots were eventually calculated from tandem mass spectra of poly(dimethylsiloxane) ions using a fraction of the dimethylsiloxane (DMS) unit (namely DMS/6) with clearer point alignments and a discrimination of all the product ion series, out of reach of the KMD analysis using DMS. Versatile and producing high resolution KMD plots, the introduction of fractional base units is believed to be a major step towards the implementation of the KMD analysis as a routine data mining tool for mass spectrometry in polymer chemistry.
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Affiliation(s)
- Thierry Fouquet
- National Institute of Advanced Industrial Science and Technology (AIST)
| | - Hiroaki Sato
- National Institute of Advanced Industrial Science and Technology (AIST)
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Fouquet T, Sato H. Extension of the Kendrick Mass Defect Analysis of Homopolymers to Low Resolution and High Mass Range Mass Spectra Using Fractional Base Units. Anal Chem 2017; 89:2682-2686. [DOI: 10.1021/acs.analchem.6b05136] [Citation(s) in RCA: 51] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/26/2023]
Affiliation(s)
- Thierry Fouquet
- National Institute of Advanced Industrial Science and Technology (AIST), 1-1-1 Higashi, Tsukuba, Ibaraki 305-8565, Japan
| | - Hiroaki Sato
- National Institute of Advanced Industrial Science and Technology (AIST), 1-1-1 Higashi, Tsukuba, Ibaraki 305-8565, Japan
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Fouquet T, Aizawa H, Sato H. Taking MALDI SpiralTOF high-resolution mass spectrometry and mass defect analysis to the next level with ethylene vinyl acetate vinyl alcohol terpolymers. RAPID COMMUNICATIONS IN MASS SPECTROMETRY : RCM 2016; 30:1818-1822. [PMID: 27426459 DOI: 10.1002/rcm.7653] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/19/2016] [Revised: 05/26/2016] [Accepted: 05/26/2016] [Indexed: 06/06/2023]
Affiliation(s)
- Thierry Fouquet
- National Institute of Advanced Industrial Science and Technology (AIST), Environmental Management Research Institute (EMRI), 16-1 Onogawa, Tsukuba, Ibaraki, 305-8569, Japan
| | - Hidenobu Aizawa
- National Institute of Advanced Industrial Science and Technology (AIST), Environmental Management Research Institute (EMRI), 16-1 Onogawa, Tsukuba, Ibaraki, 305-8569, Japan
| | - Hiroaki Sato
- National Institute of Advanced Industrial Science and Technology (AIST), Environmental Management Research Institute (EMRI), 16-1 Onogawa, Tsukuba, Ibaraki, 305-8569, Japan
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