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Verscheure L, Detremmerie S, Stals H, De Vos J, Sandra P, Lynen F, Borgions F, Sandra K. Multidimensional LC-MS with 1D multi-method option and parallel middle-up and bottom-up MS acquisition for in-depth characterization of antibodies. J Chromatogr A 2024; 1726:464947. [PMID: 38724406 DOI: 10.1016/j.chroma.2024.464947] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/14/2024] [Revised: 04/22/2024] [Accepted: 04/25/2024] [Indexed: 05/23/2024]
Abstract
Monoclonal antibodies (mAbs) are large and highly heterogeneous species typically characterized using a plethora of analytical methodologies. There is a trend within the biopharmaceutical industry to combine several of these methods in one analytical platform to simultaneously assess multiple structural attributes. Here, a protein analyzer for the fully automated middle-up and bottom-up liquid chromatography-mass spectrometry (LC-MS) analysis of charge, size and hydrophobic variants is described. The multidimensional set-up combines a multi-method option in the first dimension (1D) (choice between size exclusion - SEC, cation exchange - CEX or hydrophobic interaction chromatography - HIC) with second dimension (2D) on-column reversed-phase (RPLC) based desalting, denaturation and reduction prior to middle-up LC-MS analysis of collected 1D peaks and parallel on-column trypsin digestion of denatured and reduced peaks in the third dimension (3D) followed by bottom-up LC-MS analysis in the fourth dimension (4D). The versatile and comprehensive workflow is applied to the characterization of charge, hydrophobic and size heterogeneities associated with an engineered Fc fragment and is complemented with hydrogen-deuterium exchange (HDX) MS and FcRn affinity chromatography - native MS to explain observations in a structural/functional context.
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Affiliation(s)
- Liesa Verscheure
- RIC group, President Kennedypark 6, 8500 Kortrijk, Belgium; Separation Science Group, Department of Organic and Macromolecular Chemistry, Ghent University, Krijgslaan 281-S4, 9000 Ghent, Belgium
| | | | - Hilde Stals
- Argenx, Industriepark Zwijnaarde 7, 9052 Ghent, Belgium
| | - Jelle De Vos
- RIC group, President Kennedypark 6, 8500 Kortrijk, Belgium
| | - Pat Sandra
- RIC group, President Kennedypark 6, 8500 Kortrijk, Belgium; Separation Science Group, Department of Organic and Macromolecular Chemistry, Ghent University, Krijgslaan 281-S4, 9000 Ghent, Belgium
| | - Frederic Lynen
- Separation Science Group, Department of Organic and Macromolecular Chemistry, Ghent University, Krijgslaan 281-S4, 9000 Ghent, Belgium
| | | | - Koen Sandra
- RIC group, President Kennedypark 6, 8500 Kortrijk, Belgium; Separation Science Group, Department of Organic and Macromolecular Chemistry, Ghent University, Krijgslaan 281-S4, 9000 Ghent, Belgium.
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2
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Bouvarel T, Camperi J, Guillarme D. Multi-dimensional technology - Recent advances and applications for biotherapeutic characterization. J Sep Sci 2024; 47:e2300928. [PMID: 38471977 DOI: 10.1002/jssc.202300928] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2023] [Revised: 01/23/2024] [Accepted: 01/24/2024] [Indexed: 03/14/2024]
Abstract
This review provides an overview of the latest advancements and applications in multi-dimensional liquid chromatography coupled with mass spectrometry (mD-LC-MS), covering aspects such as inter-laboratory studies, digestion strategy, trapping column, and multi-level analysis. The shift from an offline to an online workflow reduces sample processing artifacts, analytical variability, analysis time, and the labor required for data acquisition. Over the past few years, this technique has demonstrated sufficient maturity for application across a diverse range of complex products. Moreover, there is potential for this strategy to evolve into an integrated process analytical technology tool for the real-time monitoring of monoclonal antibody quality. This review also identifies emerging trends, including its application to new modalities, the possibility of evaluating biological activity within the mD-LC set-up, and the consideration of multi-dimensional capillary electrophoresis as an alternative to mD-LC. As mD-LC-MS continues to evolve and integrate emerging trends, it holds the potential to shape the next generation of analytical tools, offering exciting possibilities for enhanced characterization and monitoring of complex biopharmaceutical products.
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Affiliation(s)
- Thomas Bouvarel
- Protein Analytical Chemistry, Genentech, South San Francisco, California, USA
| | - Julien Camperi
- Cell Therapy Engineering and Development, Genentech, South San Francisco, California, USA
| | - Davy Guillarme
- Institute of Pharmaceutical Sciences of Western Switzerland, University of Geneva, Geneva, Switzerland
- School of Pharmaceutical Sciences, University of Geneva, Geneva, Switzerland
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3
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van der Zon AAM, Verduin J, van den Hurk RS, Gargano AFG, Pirok BWJ. Sample transformation in online separations: how chemical conversion advances analytical technology. Chem Commun (Camb) 2023; 60:36-50. [PMID: 38053451 PMCID: PMC10729587 DOI: 10.1039/d3cc03599a] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Accepted: 11/13/2023] [Indexed: 12/07/2023]
Abstract
While the advent of modern analytical technology has allowed scientists to determine the complexity of mixtures, it also spurred the demand to understand these sophisticated mixtures better. Chemical transformation can be used to provide insights into properties of complex samples such as degradation pathways or molecular heterogeneity that are otherwise unaccessible. In this article, we explore how sample transformation is exploited across different application fields to empower analytical methods. Transformation mechanisms include molecular-weight reduction, controlled degradation, and derivatization. Both offline and online transformation methods have been explored. The covered studies show that sample transformation facilitates faster reactions (e.g. several hours to minutes), reduces sample complexity, unlocks new sample dimensions (e.g. functional groups), provides correlations between multiple sample dimensions, and improves detectability. The article highlights the state-of-the-art and future prospects, focusing in particular on the characterization of protein and nucleic-acid therapeutics, nanoparticles, synthetic polymers, and small molecules.
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Affiliation(s)
- Annika A M van der Zon
- University of Amsterdam, van't Hoff Institute for Molecular Sciences, Analytical Chemistry Group, Science Park 904, 1098 XH Amsterdam, The Netherlands.
- Centre of Analytical Sciences Amsterdam, Science Park 904, 1098 XH Amsterdam, The Netherlands
| | - Joshka Verduin
- Centre of Analytical Sciences Amsterdam, Science Park 904, 1098 XH Amsterdam, The Netherlands
- Vrije Universiteit Amsterdam, Amsterdam Institute of Molecular and Life Sciences, Division of BioAnalytical Chemistry, De Boelelaan 1085, 1081 HV, Amsterdam, The Netherlands
| | - Rick S van den Hurk
- University of Amsterdam, van't Hoff Institute for Molecular Sciences, Analytical Chemistry Group, Science Park 904, 1098 XH Amsterdam, The Netherlands.
- Centre of Analytical Sciences Amsterdam, Science Park 904, 1098 XH Amsterdam, The Netherlands
| | - Andrea F G Gargano
- University of Amsterdam, van't Hoff Institute for Molecular Sciences, Analytical Chemistry Group, Science Park 904, 1098 XH Amsterdam, The Netherlands.
- Centre of Analytical Sciences Amsterdam, Science Park 904, 1098 XH Amsterdam, The Netherlands
| | - Bob W J Pirok
- University of Amsterdam, van't Hoff Institute for Molecular Sciences, Analytical Chemistry Group, Science Park 904, 1098 XH Amsterdam, The Netherlands.
- Centre of Analytical Sciences Amsterdam, Science Park 904, 1098 XH Amsterdam, The Netherlands
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4
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Jin X, He B. Combination of On-Line and Off-Line Two-Dimensional Liquid Chromatography-Mass Spectrometry for Comprehensive Characterization of mAb Charge Variants and Precise Instructions for Rapid Process Development. Int J Mol Sci 2023; 24:15184. [PMID: 37894864 PMCID: PMC10607358 DOI: 10.3390/ijms242015184] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/28/2023] [Revised: 10/04/2023] [Accepted: 10/12/2023] [Indexed: 10/29/2023] Open
Abstract
Charge variants, as an important quality attribute of mAbs, must be comprehensively characterized and monitored during development. However, due to their complex structure, the characterization of charge variants is challenging, labor-intensive, and time-consuming when using traditional approaches. This work combines on-line and off-line 2D-LC-MS to comprehensively characterize mAb charge variants and quickly offer precise instructions for process development. Six charge variant peaks of mAb 1 were identified using the developed platform. Off-line 2D-LC-MS analysis at the peptide level showed that the acidic peak P1 and the basic peaks P4 and P5 were caused by the deamidation of asparagine, the oxidation of methionine, and incomplete C-terminal K loss, respectively. On-line 2D-LC-MS at the intact protein level was used to identify the root causes, and it was found that the acidic peak P2 and the basic peak P6 were due to the glutathionylation of cysteine and succinimidation of aspartic acid, respectively, which were not found in off-line 2D-LC-MS because of the loss occurring during pre-treatment. These results suggest that process development could focus on cell culture for adjustment of glutathionylation. In this paper, we propose the concept of precision process development based on on-line 2D-LC-MS, which could quickly offer useful data with only 0.6 mg mAb within 6 h for precise instructions for process development. Overall, the combination of on-line and off-line 2D-LC-MS can characterize mAb charge variants more comprehensively, precisely, and quickly than other approaches. This is a very effective platform with routine operations that provides precise instructions for process development within hours, and will help to accelerate the development of innovative therapeutics.
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Affiliation(s)
- Xiaoqing Jin
- College of Biotechnology and Pharmaceutical Engineering, Nanjing Tech University, Nanjing 211816, China;
| | - Bingfang He
- College of Biotechnology and Pharmaceutical Engineering, Nanjing Tech University, Nanjing 211816, China;
- School of Pharmaceutical Sciences, Nanjing Tech University, Nanjing 211816, China
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5
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Mayr K, Weindl T, Gärtner A, Camperi J, Maetzke T, Förster M, Nachtigall T, Steiner F, Vogt A, Hosp F, Mølhøj M. Novel Multidimensional Liquid Chromatography Workflow with In-Loop Enzymatic Digests of Multiple Heart-Cuts for Fast and Flexible Characterization of Biotherapeutic Protein Variants. Anal Chem 2023; 95:3629-3637. [PMID: 36745752 DOI: 10.1021/acs.analchem.2c04467] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Abstract
Multidimensional liquid chromatography (mD-LC) is becoming a powerful tool for complete characterization of individual peaks and protein variants through separation methods such as nondenaturing ion exchange (IEC) or size-exclusion chromatography coupled to reversed-phase (RP) chromatography. The flexibility of commercially available and customized mD-LC systems is still limited in terms of enzymatic peak processing between chromatographic dimensions. In this regard, only a few column-immobilized proteases are available for detailed peak characterization by mD-LC coupled to mass spectrometry (mD-LC-MS). Here, we present a purpose-built and automated multiple heart-cutting mD-LC design with a novel analytical workflow involving in-loop enzymatic heart-cut digestion between the first-dimensional column and transfer to the second dimension before MS or MS/MS analyses. The setup facilitates the spike-in of any enzyme to multiple heart-cuts for multilevel analysis, for example, for peptide mapping, fragment generation, or deglycosylation, to reduce heterogeneity and provide maximum flexibility in terms of incubation time for optimal peak characterization. We demonstrate the application of IEC coupled to RP-LC-MS and automated in-loop deglycosylation and on-column reduction of an IgG antibody combined with upper hinge region cleavage for Fab generation. We further employ mD-LC-MS and mD-LC-MS/MS to assess post-translational modifications of a bispecific antibody and to support molecule selection by evaluating the best downstream purification strategy. The novel design and automated workflow of the mD-LC system described here offers enhanced flexibility for in-solution processing and real-time monitoring of multiple heart-cuts enabling streamlined characterization of unknown biotherapeutic charge and size variants.
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Affiliation(s)
- Kilian Mayr
- Large Molecule Research, Roche Innovation Center Munich, Roche Pharma Research and Early Development, Roche Diagnostics GmbH, 82377 Penzberg, Germany
| | - Thomas Weindl
- Large Molecule Research, Roche Innovation Center Munich, Roche Pharma Research and Early Development, Roche Diagnostics GmbH, 82377 Penzberg, Germany
| | - Achim Gärtner
- Large Molecule Research, Roche Innovation Center Munich, Roche Pharma Research and Early Development, Roche Diagnostics GmbH, 82377 Penzberg, Germany
| | - Julien Camperi
- Cell Therapy Engineering and Development, Genentech, 1 DNA Way, South San Francisco, California, 94080, United States
| | - Thomas Maetzke
- HPLConsult GmbH, Bergmattenweg 16, CH-4148 Pfeffingen, Switzerland
| | - Markus Förster
- Thermo Fisher Scientific GmbH, Im Steingrund 4-6, 63303 Dreieich, Germany
| | - Thomas Nachtigall
- Thermo Fisher Scientific GmbH, Im Steingrund 4-6, 63303 Dreieich, Germany
| | - Frank Steiner
- Thermo Fisher Scientific GmbH, Im Steingrund 4-6, 63303 Dreieich, Germany
| | - Annette Vogt
- Large Molecule Research, Roche Innovation Center Munich, Roche Pharma Research and Early Development, Roche Diagnostics GmbH, 82377 Penzberg, Germany
| | - Fabian Hosp
- Large Molecule Research, Roche Innovation Center Munich, Roche Pharma Research and Early Development, Roche Diagnostics GmbH, 82377 Penzberg, Germany
| | - Michael Mølhøj
- Large Molecule Research, Roche Innovation Center Munich, Roche Pharma Research and Early Development, Roche Diagnostics GmbH, 82377 Penzberg, Germany
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6
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Kuhne F, Heinrich K, Winter M, Fichtl J, Hoffmann G, Zähringer F, Spitzauer K, Meier M, Khan TA, Bonnington L, Wagner K, Stracke JO, Reusch D, Wegele H, Mormann M, Bulau P. Identification of Hetero-aggregates in Antibody Co-formulations by Multi-dimensional Liquid Chromatography Coupled to Mass Spectrometry. Anal Chem 2023; 95:2203-2212. [PMID: 36669833 PMCID: PMC9893218 DOI: 10.1021/acs.analchem.2c03099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Antibody combination therapies have become viable therapeutic treatment options for certain severe diseases such as cancer. The co-formulation production approach is intrinsically associated with more complex drug product variant profiles and creates more challenges for analytical control of drug product quality. In addition to various individual quality attributes, those arising from the interactions between the antibodies also potentially emerge through co-formulation. In this study, we describe the development of a widely applicable multi-dimensional liquid chromatography coupled to tandem mass spectrometry method for antibody homo- versus hetero-aggregate characterization. The co-formulation of trastuzumab and pertuzumab was used, a challenging model system, comprising two monoclonal antibodies with very similar physicochemical properties. The data presented demonstrate the high stability of the co-formulation, where only minor aggregate formation is observed upon product storage and accelerated temperature or light-stress conditions. The results also show that the homo- and hetero-aggregates, formed in low and comparable proportions, are only marginally impacted by the formulation and product storage conditions. No preferential formation of hetero-aggregates, in comparison to the already existing pertuzumab and trastuzumab homo-aggregates, was observed.
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Affiliation(s)
- Felix Kuhne
- Pharma
Technical Development, Roche Diagnostics
GmbH, Nonnenwald 2, 82377 Penzberg, Germany,Institute
of Hygiene, University of Münster, Robert-Koch-Strasse 41, 48149 Münster, Germany
| | - Katrin Heinrich
- Pharma
Technical Development, Roche Diagnostics
GmbH, Nonnenwald 2, 82377 Penzberg, Germany
| | - Martin Winter
- Pharma
Technical Development, Roche Diagnostics
GmbH, Nonnenwald 2, 82377 Penzberg, Germany
| | - Jürgen Fichtl
- Pharma
Technical Development, Roche Diagnostics
GmbH, Nonnenwald 2, 82377 Penzberg, Germany
| | - Gabriel Hoffmann
- Pharma
Technical Development, F. Hoffmann-La Roche
Ltd., 4070 Basel, Switzerland
| | - Franziska Zähringer
- Pharma
Technical Development, F. Hoffmann-La Roche
Ltd., 4070 Basel, Switzerland
| | - Katharina Spitzauer
- Pharma
Technical Development, Roche Diagnostics
GmbH, Nonnenwald 2, 82377 Penzberg, Germany
| | - Monika Meier
- Pharma
Technical Development, Roche Diagnostics
GmbH, Nonnenwald 2, 82377 Penzberg, Germany
| | - Tarik A. Khan
- Pharma
Technical Development, F. Hoffmann-La Roche
Ltd., 4070 Basel, Switzerland
| | - Lea Bonnington
- Pharma
Technical Development, Roche Diagnostics
GmbH, Nonnenwald 2, 82377 Penzberg, Germany
| | - Katharina Wagner
- Pharma
Technical Development, Roche Diagnostics
GmbH, Nonnenwald 2, 82377 Penzberg, Germany
| | - Jan Olaf Stracke
- Pharma
Technical Development, F. Hoffmann-La Roche
Ltd., 4070 Basel, Switzerland
| | - Dietmar Reusch
- Pharma
Technical Development, Roche Diagnostics
GmbH, Nonnenwald 2, 82377 Penzberg, Germany
| | - Harald Wegele
- Pharma
Technical Development, Roche Diagnostics
GmbH, Nonnenwald 2, 82377 Penzberg, Germany
| | - Michael Mormann
- Institute
of Hygiene, University of Münster, Robert-Koch-Strasse 41, 48149 Münster, Germany
| | - Patrick Bulau
- Pharma
Technical Development, F. Hoffmann-La Roche
Ltd., 4070 Basel, Switzerland,
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7
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Grunert I, Heinrich K, Hingar M, Ernst J, Winter M, Bomans K, Wagner K, Fevre A, Reusch D, Wuhrer M, Bulau P. Comprehensive Multidimensional Liquid Chromatography-Mass Spectrometry for the Characterization of Charge Variants of a Bispecific Antibody. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2022; 33:2319-2327. [PMID: 36442848 PMCID: PMC9732868 DOI: 10.1021/jasms.2c00296] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/14/2022] [Revised: 10/18/2022] [Accepted: 10/20/2022] [Indexed: 06/16/2023]
Abstract
Identification and further characterization of antibody charge variants is a crucial step during biopharmaceutical drug development, particularly with regard to the increasing complexity of novel antibody formats. As a standard analytical approach, manual offline fractionation of charge variants by cation-exchange chromatography followed by comprehensive analytical testing is applied. These conventional workflows are time-consuming and labor-intensive and overall reach their limits in terms of chromatographic separation of enhanced structural heterogeneities raised from new antibody formats. For these reasons, we aimed to develop an alternative online characterization strategy for charge variant characterization of a therapeutic bispecific antibody by online mD-LC-MS at middle-up (2D-LC-MS) and bottom-up (4D-LC-MS) level. Using the implemented online mD-LC-MS approach, all medium- and even low-abundant product variants previously identified by offline fraction experiments and liquid chromatography mass spectrometry could be monitored. The herein reported automated online mD-LC-MS methodology therefore represents a complementary and in part alternative approach for analytical method validation including multiattribute monitoring (MAM) strategies by mass spectrometry, offering various benefits including increased throughput and reduced sample handling and combined protein information at intact protein and peptide level.
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Affiliation(s)
- Ingrid Grunert
- Pharma
Technical Development, Roche Diagnostics GmbH, 82377 Penzberg, Germany
| | - Katrin Heinrich
- Pharma
Technical Development, Roche Diagnostics GmbH, 82377 Penzberg, Germany
| | - Michael Hingar
- Pharma
Technical Development, Roche Diagnostics GmbH, 82377 Penzberg, Germany
| | - Juliane Ernst
- Pharma
Technical Development, Roche Diagnostics GmbH, 82377 Penzberg, Germany
| | - Martin Winter
- Pharma
Technical Development, Roche Diagnostics GmbH, 82377 Penzberg, Germany
| | - Katrin Bomans
- Pharma
Technical Development, Roche Diagnostics GmbH, 82377 Penzberg, Germany
| | - Katharina Wagner
- Pharma
Technical Development, Roche Diagnostics GmbH, 82377 Penzberg, Germany
| | - Arnaud Fevre
- Pharma
Technical Development, Hoffmann-La Roche, 4070 Basel, Switzerland
| | - Dietmar Reusch
- Pharma
Technical Development, Roche Diagnostics GmbH, 82377 Penzberg, Germany
| | - Manfred Wuhrer
- Center
for Proteomics and Metabolomics, Leiden
University Medical Center, 2333 Leiden, The Netherlands
| | - Patrick Bulau
- Pharma
Technical Development, Hoffmann-La Roche, 4070 Basel, Switzerland
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8
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Liu M, Xu X, Wang X, Wang H, Mi Y, Gao X, Guo D, Yang W. Enhanced Identification of Ginsenosides Simultaneously from Seven Panax Herbal Extracts by Data-Dependent Acquisition Including a Preferred Precursor Ions List Derived from an In-House Programmed Virtual Library. JOURNAL OF AGRICULTURAL AND FOOD CHEMISTRY 2022; 70:13796-13807. [PMID: 36239255 DOI: 10.1021/acs.jafc.2c06781] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/16/2023]
Abstract
Data-dependent acquisition (DDA) is widely utilized for metabolite identification in natural product research and food science, which, however, can suffer from low coverage. A potential solution to improve DDA coverage is to include the precursor ions list (PIL). Here, we aimed to construct a PIL-containing DDA strategy based on an in-house library of ginsenosides (VLG) and identify ginsenosides simultaneously from seven Panax herbal extracts. VLG, combined with mass defect filtering, could efficiently screen the ginsenoside precursors and elaborate the separate PIL involved in DDA for each ginseng extract. Consequently, we could characterize 500 ginsenosides, including 176 ones with unknown masses. Using the Panax ginseng extract, the superiority of this strategy was embodied in targeting more known ginsenoside masses and newly acquiring the MS2 spectra of 13 components. Conclusively, knowledge-based large-scale molecular prediction and PIL-DDA can represent a powerful targeted/untargeted strategy beneficial to novel natural compound discovery.
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Affiliation(s)
- Meiyu Liu
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
- Haihe Laboratory of Modern Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
| | - Xiaoyan Xu
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
- Haihe Laboratory of Modern Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
| | - Xiaoyan Wang
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
- Haihe Laboratory of Modern Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
| | - Hongda Wang
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
- Haihe Laboratory of Modern Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
| | - Yueguang Mi
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
- Haihe Laboratory of Modern Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
| | - Xiumei Gao
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
- Haihe Laboratory of Modern Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
- Key Laboratory of Pharmacology of Traditional Chinese Medical Formulae, Ministry of Education, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
| | - Dean Guo
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
- Haihe Laboratory of Modern Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
- Shanghai Research Center for Modernization of Traditional Chinese Medicine, Shanghai Institute of Materia Medica, Chinese Academy of Sciences, 501 Haike Road, Shanghai 201203, China
| | - Wenzhi Yang
- State Key Laboratory of Component-based Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
- Haihe Laboratory of Modern Chinese Medicine, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
- Key Laboratory of Pharmacology of Traditional Chinese Medical Formulae, Ministry of Education, Tianjin University of Traditional Chinese Medicine, 10 Poyanghu Road, Jinghai, Tianjin 301617, China
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