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Mohamed AH, Abaza T, Youssef YA, Rady M, Fahmy SA, Kamel R, Hamdi N, Efthimiado E, Braoudaki M, Youness RA. Extracellular vesicles: from intracellular trafficking molecules to fully fortified delivery vehicles for cancer therapeutics. NANOSCALE ADVANCES 2025; 7:934-962. [PMID: 39823046 PMCID: PMC11733735 DOI: 10.1039/d4na00393d] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/10/2024] [Accepted: 12/22/2024] [Indexed: 01/19/2025]
Abstract
Extracellular vesicles (EVs) are emerging as viable tools in cancer treatment due to their ability to carry a wide range of theranostic activities. This review summarizes different forms of EVs such as exosomes, microvesicles, apoptotic bodies, and oncosomes. It also sheds the light onto isolation methodologies, characterization techniques and therapeutic applications of all discussed EVs. Evidence indicates that EVs are particularly effective in delivering chemotherapeutic medications, and immunomodulatory agents. However, the advancement of EV-based therapies into clinical practice is hindered by challenges including EVs heterogeneity, cargo loading efficiency, and in vivo stability. Overall, EVs have the potential to change cancer therapeutic paradigms. Continued research and development activities are critical for improving EV-based medications and increasing their therapeutic impact.
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Affiliation(s)
- Adham H Mohamed
- Department of Chemistry, Faculty of Science, Cairo University 12613 Giza Egypt
| | - Tasneem Abaza
- Biotechnology and Biomolecular Chemistry Program, Faculty of Science, Cairo University 12613 Giza Egypt
- Université Paris-Saclay, Université d'Evry Val D'Essonne 91000 Évry-Courcouronnes Île-de-France France
| | - Yomna A Youssef
- Department of Physiology, Faculty of Physical Therapy, German International University (GIU) 11835 Cairo Egypt
- Molecular Biology and Biochemistry Department, Faculty of Biotechnology, German International University (GIU) 11835 Cairo Egypt
| | - Mona Rady
- Microbiology, Immunology and Biotechnology Department, Faculty of Pharmacy and Biotechnology, German University in Cairo (GUC) 11835 Cairo Egypt
- Faculty of Biotechnology, German International University New Administrative Capital 11835 Cairo Egypt
| | - Sherif Ashraf Fahmy
- Department of Pharmaceutics and Biopharmaceutics, University of Marburg Robert-Koch-Str. 4 35037 Marburg Germany
| | - Rabab Kamel
- Pharmaceutical Technology Department, National Research Centre 12622 Cairo Egypt
| | - Nabila Hamdi
- Pharmacology and Toxicology Department, Faculty of Pharmacy and Biotechnology, German University in Cairo (GUC) 11835 Cairo Egypt
| | - Eleni Efthimiado
- Inorganic Chemistry Laboratory, Chemistry Department, National and Kapodistrian University of Athens Athens Greece
| | - Maria Braoudaki
- Department of Clinical, Pharmaceutical, and Biological Science, School of Life and Medical Sciences, University of Hertfordshire Hatfield AL10 9AB UK
| | - Rana A Youness
- Molecular Biology and Biochemistry Department, Faculty of Biotechnology, German International University (GIU) 11835 Cairo Egypt
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2
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Aarika K, Rajyalakshmi R, Nalla LV, Gajula SNR. From Complexity to Clarity: Expanding Metabolome Coverage With Innovative Analytical Strategies. J Sep Sci 2025; 48:e70099. [PMID: 39968702 PMCID: PMC11836935 DOI: 10.1002/jssc.70099] [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: 09/23/2024] [Revised: 01/27/2025] [Accepted: 02/04/2025] [Indexed: 02/20/2025]
Abstract
Metabolomics, a powerful discipline within systems biology, aims at comprehensive profiling of small molecules in biological samples. The challenges of biological sample complexity are addressed through innovative sample preparation methods, including solid-phase extraction and microextraction techniques, enhancing the detection and quantification of low-abundance metabolites. Advances in chromatographic separation, particularly liquid chromatography (LC) and gas chromatography (GC), coupled with high-resolution (HR) mass spectrometry (MS), have significantly improved the sensitivity, selectivity, and throughput of metabolomic studies. Cutting-edge techniques, such as ion-mobility mass spectrometry (IM-MS) and tandem MS (MS/MS), further expand the capacity for comprehensive metabolite profiling. These advanced analytical platforms each offer unique advantages for metabolomics, with continued technological improvements driving deeper insights into metabolic pathways and biomarker discovery. By providing a detailed overview of current trends and techniques, this review aims to offer valuable insights into the future of metabolomics in human health research and its translational potential in clinical settings. Toward the end, this review also highlights the biomedical applications of metabolomics, emphasizing its role in biomarker discovery, disease diagnostics, personalized medicine, and drug development.
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Affiliation(s)
- Kanukolanu Aarika
- GITAM School of PharmacyGITAM (Deemed to be University), RushikondaVisakhapatnamAndhra PradeshIndia
| | - Ramijinni Rajyalakshmi
- GITAM School of PharmacyGITAM (Deemed to be University), RushikondaVisakhapatnamAndhra PradeshIndia
| | - Lakshmi Vineela Nalla
- Department of PharmacologyGITAM School of PharmacyGITAM (Deemed to be University), RushikondaVisakhapatnamAndhra PradeshIndia
| | - Siva Nageswara Rao Gajula
- Department of Pharmaceutical AnalysisGITAM School of PharmacyGITAM (Deemed to be University), RushikondaVisakhapatnamAndhra PradeshIndia
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3
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Robust and high-throughput lipidomic quantitation of human blood samples using flow injection analysis with tandem mass spectrometry for clinical use. Anal Bioanal Chem 2023; 415:935-951. [PMID: 36598539 DOI: 10.1007/s00216-022-04490-w] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 12/02/2022] [Accepted: 12/14/2022] [Indexed: 01/05/2023]
Abstract
Direct infusion of lipid extracts into the ion source of a mass spectrometer is a well-established method for lipid analysis. In most cases, nanofluidic devices are used for sample introduction. However, flow injection analysis (FIA) based on sample infusion from a chromatographic pump can offer a simple alternative to shotgun-based approaches. Here, we describe important modification of a method based on FIA and tandem mass spectrometry (MS/MS). We focus on minimizing contamination of the FIA/MS both to render the lipidomic platform more robust and to increase its capacity and applicability for long-sequence measurements required in clinical applications. Robust validation of the developed method confirms its suitability for lipid quantitation in human plasma analysis. Measurements of standard human plasma reference material (NIST SRM 1950) and a set of plasma samples collected from kidney cancer patients and from healthy volunteers yielded highly similar results between FIA-MS/MS and ultra-high-performance supercritical fluid chromatography (UHPSFC)/MS, thereby demonstrating that all modifications have practically no effect on the statistical output. Newly modified FIA-MS/MS allows for the quantitation of 141 lipid species in plasma (11 major lipid classes) within 5.7 min. Finally, we tested the method in a clinical laboratory of the General University Hospital in Prague. In the clinical setting, the method capacity reached 257 samples/day. We also show similar performance of the classification models trained based on the results obtained in clinical settings and the analytical laboratory at the University of Pardubice. Together, these findings demonstrate the high potential of the modified FIA-MS/MS for application in clinical laboratories to measure plasma and serum lipid profiles.
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4
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Vitamin A Deficiency Alters the Phototransduction Machinery and Distinct Non-Vision-Specific Pathways in the Drosophila Eye Proteome. Biomolecules 2022; 12:biom12081083. [PMID: 36008977 PMCID: PMC9405971 DOI: 10.3390/biom12081083] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2022] [Revised: 08/01/2022] [Accepted: 08/03/2022] [Indexed: 11/25/2022] Open
Abstract
The requirement of vitamin A for the synthesis of the visual chromophore and the light-sensing pigments has been studied in vertebrate and invertebrate model organisms. To identify the molecular mechanisms that orchestrate the ocular response to vitamin A deprivation, we took advantage of the fact that Drosophila melanogaster predominantly requires vitamin A for vision, but not for development or survival. We analyzed the impacts of vitamin A deficiency on the morphology, the lipidome, and the proteome of the Drosophila eye. We found that chronic vitamin A deprivation damaged the light-sensing compartments and caused a dramatic loss of visual pigments, but also decreased the molar abundance of most phototransduction proteins that amplify and transduce the visual signal. Unexpectedly, vitamin A deficiency also decreased the abundances of specific subunits of mitochondrial TCA cycle and respiratory chain components but increased the levels of cuticle- and lens-related proteins. In contrast, we found no apparent effects of vitamin A deficiency on the ocular lipidome. In summary, chronic vitamin A deficiency decreases the levels of most components of the visual signaling pathway, but also affects molecular pathways that are not vision-specific and whose mechanistic connection to vitamin A remains to be elucidated.
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5
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A set of gene knockouts as a resource for global lipidomic changes. Sci Rep 2022; 12:10533. [PMID: 35732804 PMCID: PMC9218125 DOI: 10.1038/s41598-022-14690-0] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2022] [Accepted: 06/10/2022] [Indexed: 11/14/2022] Open
Abstract
Enzyme specificity in lipid metabolic pathways often remains unresolved at the lipid species level, which is needed to link lipidomic molecular phenotypes with their protein counterparts to construct functional pathway maps. We created lipidomic profiles of 23 gene knockouts in a proof-of-concept study based on a CRISPR/Cas9 knockout screen in mammalian cells. This results in a lipidomic resource across 24 lipid classes. We highlight lipid species phenotypes of multiple knockout cell lines compared to a control, created by targeting the human safe-harbor locus AAVS1 using up to 1228 lipid species and subspecies, charting lipid metabolism at the molecular level. Lipid species changes are found in all knockout cell lines, however, some are most apparent on the lipid class level (e.g., SGMS1 and CEPT1), while others are most apparent on the fatty acid level (e.g., DECR2 and ACOT7). We find lipidomic phenotypes to be reproducible across different clones of the same knockout and we observed similar phenotypes when two enzymes that catalyze subsequent steps of the long-chain fatty acid elongation cycle were targeted.
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6
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Kuerschner L, Thiele C. Tracing Lipid Metabolism by Alkyne Lipids and Mass Spectrometry: The State of the Art. Front Mol Biosci 2022; 9:880559. [PMID: 35669564 PMCID: PMC9163959 DOI: 10.3389/fmolb.2022.880559] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Accepted: 04/19/2022] [Indexed: 01/22/2023] Open
Abstract
Lipid tracing studies are a key method to gain a better understanding of the complex metabolic network lipids are involved in. In recent years, alkyne lipid tracers and mass spectrometry have been developed as powerful tools for such studies. This study aims to review the present standing of the underlying technique, highlight major findings the strategy allowed for, summarize its advantages, and discuss some limitations. In addition, an outlook on future developments is given.
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7
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Palusińska-Szysz M, Jurak M, Gisch N, Waldow F, Zehethofer N, Nehls C, Schwudke D, Koper P, Mazur A. The human LL-37 peptide exerts antimicrobial activity against Legionella micdadei interacting with membrane phospholipids. Biochim Biophys Acta Mol Cell Biol Lipids 2022; 1867:159138. [DOI: 10.1016/j.bbalip.2022.159138] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/05/2021] [Revised: 02/17/2022] [Accepted: 02/23/2022] [Indexed: 10/19/2022]
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8
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Tran A, Monreal IA, Moskovets E, Aguilar HC, Jones JW. Rapid Detection of Viral Envelope Lipids Using Lithium Adducts and AP-MALDI High-Resolution Mass Spectrometry. JOURNAL OF THE AMERICAN SOCIETY FOR MASS SPECTROMETRY 2021; 32:2322-2333. [PMID: 33886294 PMCID: PMC8995026 DOI: 10.1021/jasms.1c00058] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/12/2023]
Abstract
There is an unmet need to develop analytical strategies that not only characterize the lipid composition of the viral envelope but also do so on a time scale that would allow for high-throughput analysis. With that in mind, we report the use of atmospheric pressure (AP) matrix-assisted laser desorption/ionization (MALDI) high-resolution mass spectrometry (HRMS) combined with lithium adduct consolidation to profile total lipid extracts rapidly and confidently from enveloped viruses. The use of AP-MALDI reduced the dependency of using a dedicated MALDI mass spectrometer and allowed for interfacing the MALDI source to a mass spectrometer with the desired features, which included high mass resolving power (>100000) and tandem mass spectrometry. AP-MALDI combined with an optimized MALDI matrix system, featuring 2',4',6'-trihydroxyacetophenone spiked with lithium salt, resulted in a robust and high-throughput lipid detection platform, specifically geared to sphingolipid detection. Application of the developed workflow included the structural characterization of prominent sphingolipids and detection of over 130 lipid structures from Influenza A virions. Overall, we demonstrate a high-throughput workflow for the detection and structural characterization of total lipid extracts from enveloped viruses using AP-MALDI HRMS and lithium adduct consolidation.
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Affiliation(s)
- Anh Tran
- Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, Maryland 21201, United States
| | - I Abrrey Monreal
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, New York 14853, United States
| | | | - Hector C Aguilar
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, New York 14853, United States
| | - Jace W Jones
- Department of Pharmaceutical Sciences, University of Maryland School of Pharmacy, Baltimore, Maryland 21201, United States
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9
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Abstract
Lipids are natural substances found in all living organisms and involved in many biological functions. Imbalances in the lipid metabolism are linked to various diseases such as obesity, diabetes, or cardiovascular disease. Lipids comprise thousands of chemically distinct species making them a challenge to analyze because of their great structural diversity.Thanks to the technological improvements in the fields of chromatography, high-resolution mass spectrometry, and bioinformatics over the last years, it is now possible to perform global lipidomics analyses, allowing the concomitant detection, identification, and relative quantification of hundreds of lipid species. This review shall provide an insight into a general lipidomics workflow and its application in metabolic biomarker research.
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10
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Vvedenskaya O, Rose TD, Knittelfelder O, Palladini A, Wodke JAH, Schuhmann K, Ackerman JM, Wang Y, Has C, Brosch M, Thangapandi VR, Buch S, Züllig T, Hartler J, Köfeler HC, Röcken C, Coskun Ü, Klipp E, von Schoenfels W, Gross J, Schafmayer C, Hampe J, Pauling JK, Shevchenko A. Nonalcoholic fatty liver disease stratification by liver lipidomics. J Lipid Res 2021; 62:100104. [PMID: 34384788 PMCID: PMC8488246 DOI: 10.1016/j.jlr.2021.100104] [Citation(s) in RCA: 42] [Impact Index Per Article: 10.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2021] [Revised: 07/20/2021] [Accepted: 07/30/2021] [Indexed: 02/06/2023] Open
Abstract
Nonalcoholic fatty liver disease (NAFLD) is a common metabolic dysfunction leading to hepatic steatosis. However, NAFLD's global impact on the liver lipidome is poorly understood. Using high-resolution shotgun mass spectrometry, we quantified the molar abundance of 316 species from 22 major lipid classes in liver biopsies of 365 patients, including nonsteatotic patients with normal or excessive weight, patients diagnosed with NAFL (nonalcoholic fatty liver) or NASH (nonalcoholic steatohepatitis), and patients bearing common mutations of NAFLD-related protein factors. We confirmed the progressive accumulation of di- and triacylglycerols and cholesteryl esters in the liver of NAFL and NASH patients, while the bulk composition of glycerophospho- and sphingolipids remained unchanged. Further stratification by biclustering analysis identified sphingomyelin species comprising n24:2 fatty acid moieties as membrane lipid markers of NAFLD. Normalized relative abundance of sphingomyelins SM 43:3;2 and SM 43:1;2 containing n24:2 and n24:0 fatty acid moieties, respectively, showed opposite trends during NAFLD progression and distinguished NAFL and NASH lipidomes from the lipidome of nonsteatotic livers. Together with several glycerophospholipids containing a C22:6 fatty acid moiety, these lipids serve as markers of early and advanced stages of NAFL.
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Affiliation(s)
- Olga Vvedenskaya
- Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany
| | - Tim Daniel Rose
- LipiTUM, Chair of Experimental Bioinformatics, TUM School of Life Sciences, Technical University of Munich, Munich, Germany
| | - Oskar Knittelfelder
- Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany
| | - Alessandra Palladini
- Paul Langerhans Institute Dresden of the Helmholtz Zentrum Munich at the University Hospital Carl Gustav Carus, Technische Universität (TU) Dresden, Dresden, Germany; German Center for Diabetes Research (DZD e.V.), Neuherberg, Germany
| | | | - Kai Schuhmann
- Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany
| | | | - Yuting Wang
- Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany
| | - Canan Has
- Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany
| | - Mario Brosch
- Department of Medicine I, University Hospital Dresden, Technische Universität (TU) Dresden, Dresden, Germany; Center for Regenerative Therapies Dresden (CRTD), Technische Universität (TU) Dresden, Dresden, Germany
| | - Veera Raghavan Thangapandi
- Department of Medicine I, University Hospital Dresden, Technische Universität (TU) Dresden, Dresden, Germany; Center for Regenerative Therapies Dresden (CRTD), Technische Universität (TU) Dresden, Dresden, Germany
| | - Stephan Buch
- Department of Medicine I, University Hospital Dresden, Technische Universität (TU) Dresden, Dresden, Germany; Center for Regenerative Therapies Dresden (CRTD), Technische Universität (TU) Dresden, Dresden, Germany
| | - Thomas Züllig
- Core Facility Mass Spectrometry, Medical University of Graz, Graz, Austria
| | - Jürgen Hartler
- Institute of Pharmaceutical Sciences, University of Graz, Graz, Austria; Field of Excellence BioHealth, University of Graz, Graz, Austria
| | - Harald C Köfeler
- Core Facility Mass Spectrometry, Medical University of Graz, Graz, Austria
| | - Christoph Röcken
- Department of Pathology, University Hospital Schleswig Holstein, Kiel, Schleswig-Holstein, Germany
| | - Ünal Coskun
- Paul Langerhans Institute Dresden of the Helmholtz Zentrum Munich at the University Hospital Carl Gustav Carus, Technische Universität (TU) Dresden, Dresden, Germany; German Center for Diabetes Research (DZD e.V.), Neuherberg, Germany; Department of Membrane Biochemistry and Lipid Research, University Hospital Carl Gustav Carus of Technische Universität Dresden, Dresden, Germany
| | - Edda Klipp
- Theoretical Biophysics, Humboldt-Universität zu Berlin, Berlin, Germany
| | - Witigo von Schoenfels
- Department of Visceral and Thoracic Surgery, University Hospital Schleswig-Holstein, Kiel Campus, Christian-Albrechts-University Kiel, Kiel, Germany; Christian Albrechts University in Kiel Center of Clinical Anatomy Kiel, Schleswig-Holstein, Germany
| | - Justus Gross
- Department of General, Visceral, Vascular and Transplant Surgery, Rostock University Medical Center, Rostock, Germany
| | - Clemens Schafmayer
- Department of General, Visceral, Vascular and Transplant Surgery, Rostock University Medical Center, Rostock, Germany
| | - Jochen Hampe
- Department of Medicine I, University Hospital Dresden, Technische Universität (TU) Dresden, Dresden, Germany
| | - Josch Konstantin Pauling
- LipiTUM, Chair of Experimental Bioinformatics, TUM School of Life Sciences, Technical University of Munich, Munich, Germany.
| | - Andrej Shevchenko
- Max Planck Institute of Molecular Cell Biology and Genetics, Dresden, Germany.
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Bartosova Z, Gonzalez SV, Voigt A, Bruheim P. High Throughput Semiquantitative UHPSFC-MS/MS Lipid Profiling and Lipid Class Determination. J Chromatogr Sci 2021; 59:670-680. [PMID: 33479755 PMCID: PMC8217741 DOI: 10.1093/chromsci/bmaa121] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2020] [Indexed: 01/02/2023]
Abstract
High throughput and high-resolution lipid analyses are important for many biological model systems and research questions. This comprises both monitoring at the individual lipid species level and broad lipid classes. Here, we present a nontarget semiquantitative lipidomics workflow based on ultrahigh performance supercritical fluid chromatography (UHPSFC)-mass spectrometry (MS). The optimized chromatographic conditions enable the base-line separation of both nonpolar and polar classes in a single 7-minute run. Ionization efficiencies of lipid classes vary 10folds in magnitude and great care must be taken in a direct interpretation of raw data. Therefore, the inclusion of internal standards or experimentally determined Response factors (RF) are highly recommended for the conversion of raw abundances into (semi) quantitative data. We have deliberately developed an algorithm for automatic semiquantification of lipid classes by RF. The workflow was tested and validated using a bovine liver extract with satisfactory results. The RF corrected data provide a more representative relative lipid class determination, but also the interpretation of individual lipid species should be performed on RF corrected data. In addition, semiquantification can be improved by using internal or also external standards when more accurate quantitative data are of interest but this requires validation for all new sample types. The workflow established greatly extends the potential of nontarget UHPSFC–MS/MS based analysis.
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Affiliation(s)
- Zdenka Bartosova
- Department of Biotechnology and Food Science, NTNU Norwegian University of Science and Technology, Sem Sælands vei 6/8, N-7491 Trondheim Norway
| | - Susana Villa Gonzalez
- Department of Chemistry, NTNU Norwegian University of Science and Technology, Høgskoleringen 5, N-7491 Trondheim, Norway
| | - André Voigt
- Department of Biotechnology and Food Science, NTNU Norwegian University of Science and Technology, Sem Sælands vei 6/8, N-7491 Trondheim Norway
| | - Per Bruheim
- Department of Biotechnology and Food Science, NTNU Norwegian University of Science and Technology, Sem Sælands vei 6/8, N-7491 Trondheim Norway
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12
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Gallart-Ayala H, Teav T, Ivanisevic J. Metabolomics meets lipidomics: Assessing the small molecule component of metabolism. Bioessays 2021; 42:e2000052. [PMID: 33230910 DOI: 10.1002/bies.202000052] [Citation(s) in RCA: 19] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2020] [Revised: 09/11/2020] [Indexed: 12/16/2022]
Abstract
Metabolomics, including lipidomics, is emerging as a quantitative biology approach for the assessment of energy flow through metabolism and information flow through metabolic signaling; thus, providing novel insights into metabolism and its regulation, in health, healthy ageing and disease. In this forward-looking review we provide an overview on the origins of metabolomics, on its role in this postgenomic era of biochemistry and its application to investigate metabolite role and (bio)activity, from model systems to human population studies. We present the challenges inherent to this analytical science, and approaches and modes of analysis that are used to resolve, characterize and measure the infinite chemical diversity contained in the metabolome (including lipidome) of complex biological matrices. In the current outbreak of metabolic diseases such as cardiometabolic disorders, cancer and neurodegenerative diseases, metabolomics appears to be ideally situated for the investigation of disease pathophysiology from a metabolite perspective.
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Affiliation(s)
- Hector Gallart-Ayala
- Metabolomics Platform, Faculty of Biology and Medicine, University of Lausanne, Lausanne, Switzerland
| | - Tony Teav
- Metabolomics Platform, Faculty of Biology and Medicine, University of Lausanne, Lausanne, Switzerland
| | - Julijana Ivanisevic
- Metabolomics Platform, Faculty of Biology and Medicine, University of Lausanne, Lausanne, Switzerland
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13
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Marchand J, Guitton Y, Martineau E, Royer AL, Balgoma D, Le Bizec B, Giraudeau P, Dervilly G. Extending the Lipidome Coverage by Combining Different Mass Spectrometric Platforms: An Innovative Strategy to Answer Chemical Food Safety Issues. Foods 2021; 10:foods10061218. [PMID: 34071212 PMCID: PMC8230090 DOI: 10.3390/foods10061218] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/03/2021] [Revised: 05/20/2021] [Accepted: 05/22/2021] [Indexed: 01/30/2023] Open
Abstract
From a general public health perspective, a strategy combining non-targeted and targeted lipidomics MS-based approaches is proposed to identify disrupted patterns in serum lipidome upon growth promoter treatment in pigs. Evaluating the relative contributions of the platforms involved, the study aims at investigating the potential of innovative analytical approaches to highlight potential chemical food safety threats. Serum samples collected during an animal experiment involving control and treated pigs, whose food had been supplemented with ractopamine, were extracted and characterised using three MS strategies: Non-targeted RP LC-HRMS; the targeted Lipidyzer™ platform (differential ion mobility associated with shotgun lipidomics) and a homemade LC-HRMS triglyceride platform. The strategy enabled highlighting specific lipid profile patterns involving various lipid classes, mainly in relation to cholesterol esters, sphingomyelins, lactosylceramide, phosphatidylcholines and triglycerides. Thanks to the combination of non-targeted and targeted MS approaches, various compartments of the pig serum lipidome could be explored, including commonly characterised lipids (Lipidyzer™), triglyceride isomers (Triglyceride platform) and unique lipid features (non-targeted LC-HRMS). Thanks to their respective characteristics, the complementarity of the three tools could be demonstrated for public health purposes, with enhanced coverage, level of characterization and applicability.
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Affiliation(s)
- Jérémy Marchand
- LABERCA, Oniris, INRAE, 44307 Nantes, France; (J.M.); (Y.G.); (A.-L.R.); (D.B.); (B.L.B.)
- CEISAM UMR 6230, Université de Nantes, CNRS, 44000 Nantes, France;
| | - Yann Guitton
- LABERCA, Oniris, INRAE, 44307 Nantes, France; (J.M.); (Y.G.); (A.-L.R.); (D.B.); (B.L.B.)
| | - Estelle Martineau
- CEISAM UMR 6230, Université de Nantes, CNRS, 44000 Nantes, France;
- SpectroMaîtrise, CAPACITES SAS, 26 Bd Vincent Gâche, 44200 Nantes, France
| | - Anne-Lise Royer
- LABERCA, Oniris, INRAE, 44307 Nantes, France; (J.M.); (Y.G.); (A.-L.R.); (D.B.); (B.L.B.)
| | - David Balgoma
- LABERCA, Oniris, INRAE, 44307 Nantes, France; (J.M.); (Y.G.); (A.-L.R.); (D.B.); (B.L.B.)
| | - Bruno Le Bizec
- LABERCA, Oniris, INRAE, 44307 Nantes, France; (J.M.); (Y.G.); (A.-L.R.); (D.B.); (B.L.B.)
| | - Patrick Giraudeau
- CEISAM UMR 6230, Université de Nantes, CNRS, 44000 Nantes, France;
- Correspondence: (P.G.); (G.D.); Tel.: +33-251125709 (P.G.); +33-240687880 (G.D.)
| | - Gaud Dervilly
- LABERCA, Oniris, INRAE, 44307 Nantes, France; (J.M.); (Y.G.); (A.-L.R.); (D.B.); (B.L.B.)
- Correspondence: (P.G.); (G.D.); Tel.: +33-251125709 (P.G.); +33-240687880 (G.D.)
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14
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Marczak L, Idkowiak J, Tracz J, Stobiecki M, Perek B, Kostka-Jeziorny K, Tykarski A, Wanic-Kossowska M, Borowski M, Osuch M, Formanowicz D, Luczak M. Mass Spectrometry-Based Lipidomics Reveals Differential Changes in the Accumulated Lipid Classes in Chronic Kidney Disease. Metabolites 2021; 11:275. [PMID: 33925471 PMCID: PMC8146808 DOI: 10.3390/metabo11050275] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/16/2021] [Accepted: 04/23/2021] [Indexed: 11/16/2022] Open
Abstract
Chronic kidney disease (CKD) is characterized by the progressive loss of functional nephrons. Although cardiovascular disease (CVD) complications and atherosclerosis are the leading causes of morbidity and mortality in CKD, the mechanism by which the progression of CVD accelerates remains unclear. To reveal the molecular mechanisms associated with atherosclerosis linked to CKD, we applied a shotgun lipidomics approach fortified with standard laboratory analytical methods and gas chromatography-mass spectrometry technique on selected lipid components and precursors to analyze the plasma lipidome in CKD and classical CVD patients. The MS-based lipidome profiling revealed the upregulation of triacylglycerols in CKD and downregulation of cholesterol/cholesteryl esters, sphingomyelins, phosphatidylcholines, phosphatidylethanolamines and ceramides as compared to CVD group and controls. We have further observed a decreased abundance of seven fatty acids in CKD with strong inter-correlation. In contrast, the level of glycerol was elevated in CKD in comparison to all analyzed groups. Our results revealed the putative existence of a functional causative link-the low cholesterol level correlated with lower estimated glomerular filtration rate and kidney dysfunction that supports the postulated "reverse epidemiology" theory and suggest that the lipidomic background of atherosclerosis-related to CKD is unique and might be associated with other cellular factors, i.e., inflammation.
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Affiliation(s)
- Lukasz Marczak
- Department of Natural Products Biochemistry, Institute of Bioorganic Chemistry Polish Academy of Sciences, 61-704 Poznan, Poland; (J.I.); (M.S.)
| | - Jakub Idkowiak
- Department of Natural Products Biochemistry, Institute of Bioorganic Chemistry Polish Academy of Sciences, 61-704 Poznan, Poland; (J.I.); (M.S.)
- Department of Analytical Chemistry, Faculty of Chemical Technology, University of Pardubice, 532 10 Pardubice, Czech Republic
| | - Joanna Tracz
- Department of Biomedical Proteomics, Institute of Bioorganic Chemistry Polish Academy of Sciences, 61-704 Poznan, Poland;
| | - Maciej Stobiecki
- Department of Natural Products Biochemistry, Institute of Bioorganic Chemistry Polish Academy of Sciences, 61-704 Poznan, Poland; (J.I.); (M.S.)
| | - Bartłomiej Perek
- Department of Cardiac Surgery and Transplantology, Poznan University of Medical Sciences, 61-001 Poznan, Poland;
| | - Katarzyna Kostka-Jeziorny
- Department of Hypertension, Angiology and Internal Disease, Poznan University of Medical Sciences, 61-001 Poznan, Poland; (K.K.-J.); (A.T.)
| | - Andrzej Tykarski
- Department of Hypertension, Angiology and Internal Disease, Poznan University of Medical Sciences, 61-001 Poznan, Poland; (K.K.-J.); (A.T.)
| | - Maria Wanic-Kossowska
- Department of Nephrology, Transplantology and Internal Medicine, Poznan University of Medical Sciences, 60-355 Poznan, Poland;
| | - Marcin Borowski
- Institute of Computing Science, Poznan University of Technology, 60-965 Poznan, Poland;
| | - Marcin Osuch
- Department of Molecular and Systems Biology, Institute of Bioorganic Chemistry Polish Academy of Sciences, 61-704 Poznan, Poland;
| | - Dorota Formanowicz
- Chair and Department of Medical Chemistry and Laboratory Medicine, Poznan University of Medical Sciences, 60-806 Poznan, Poland;
| | - Magdalena Luczak
- Department of Biomedical Proteomics, Institute of Bioorganic Chemistry Polish Academy of Sciences, 61-704 Poznan, Poland;
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15
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La Rocca R, Kune C, Tiquet M, Stuart L, Eppe G, Alexandrov T, De Pauw E, Quinton L. Adaptive Pixel Mass Recalibration for Mass Spectrometry Imaging Based on Locally Endogenous Biological Signals. Anal Chem 2021; 93:4066-4074. [PMID: 33583182 DOI: 10.1021/acs.analchem.0c05071] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
Mass spectrometry imaging (MSI) is a powerful and convenient method for revealing the spatial chemical composition of different biological samples. Molecular annotation of the detected signals is only possible if a high mass accuracy is maintained over the entire image and the m/z range. However, the change in the number of ions from pixel-to-pixel of the biological samples could lead to small fluctuations in the detected m/z-values, called mass shift. The use of internal calibration is known to offer the best solution to avoid, or at least to reduce, mass shifts. Their "a priori" selection for a global MSI acquisition is prone to false positive detection and therefore to poor recalibration. To fill this gap, this work describes an algorithm that recalibrates each spectrum individually by estimating its mass shift with the help of a list of pixel-specific internal calibrating ions, automatically generated in a data-adaptive manner (https://github.com/LaRoccaRaphael/MSI_recalibration). Through a practical example, we applied the methodology to a zebrafish whole-body section acquired at a high mass resolution to demonstrate the impact of mass shift on data analysis and the capability of our algorithm to recalibrate MSI data. In addition, we illustrate the broad applicability of the method by recalibrating 31 different public MSI data sets from METASPACE from various samples and types of MSI and show that our recalibration significantly increases the numbers of METASPACE annotations (gaining from 20 up to 400 additional annotations), particularly the high-confidence annotations with a low false discovery rate.
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Affiliation(s)
- Raphaël La Rocca
- Mass Spectrometry Laboratory, MolSys Research Unit, Department of Chemistry, University of Liège, Allée du Six Août, 11, Quartier Agora, Liège 4000, Belgium
| | - Christopher Kune
- Mass Spectrometry Laboratory, MolSys Research Unit, Department of Chemistry, University of Liège, Allée du Six Août, 11, Quartier Agora, Liège 4000, Belgium
| | - Mathieu Tiquet
- Mass Spectrometry Laboratory, MolSys Research Unit, Department of Chemistry, University of Liège, Allée du Six Août, 11, Quartier Agora, Liège 4000, Belgium
| | - Lachlan Stuart
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg 69117, Germany
| | - Gauthier Eppe
- Mass Spectrometry Laboratory, MolSys Research Unit, Department of Chemistry, University of Liège, Allée du Six Août, 11, Quartier Agora, Liège 4000, Belgium
| | - Theodore Alexandrov
- Structural and Computational Biology Unit, European Molecular Biology Laboratory, Heidelberg 69117, Germany.,Skaggs School of Pharmacy and Pharmaceutical Sciences, University of California, San Diego, La Jolla 92093-0657, California, United States
| | - Edwin De Pauw
- Mass Spectrometry Laboratory, MolSys Research Unit, Department of Chemistry, University of Liège, Allée du Six Août, 11, Quartier Agora, Liège 4000, Belgium
| | - Loïc Quinton
- Mass Spectrometry Laboratory, MolSys Research Unit, Department of Chemistry, University of Liège, Allée du Six Août, 11, Quartier Agora, Liège 4000, Belgium
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16
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Höring M, Ekroos K, Baker PRS, Connell L, Stadler SC, Burkhardt R, Liebisch G. Correction of Isobaric Overlap Resulting from Sodiated Ions in Lipidomics. Anal Chem 2020; 92:10966-10970. [PMID: 32672443 DOI: 10.1021/acs.analchem.0c02408] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Lipidomic analyses aim for absolute quantification of lipid species profiles in biological samples. In past years, mass spectrometry (MS) methods based on high resolution accurate masses (HRAM) have increasingly been applied to identify and quantify lipid species on the MS level. This strategy requires consideration of isobaric overlaps which may also result from various adduct ions. Generally applied solvent additives favor the formation of protonated and ammoniated ions in positive ion mode, yet sodiated ions are also frequently observed. These sodiated ions interfere with protonated ions of the species of the same lipid class with two additional CH2 and three double bonds (Δm/z = 0.0025) and the first isotopic peak overlaps with ammoniated ions of a species with one additional CH2 and four double bonds (Δm/z = 0.0057). In this work, we present an algorithm based on the sodiated to protonated/ammoniated adduct ion ratios of applied internal standards to correct for these interferences. We could demonstrate that these ratios differ significantly between lipid classes but are affected by neither chain length nor number of double bonds within a lipid class. Finally, the algorithm is demonstrated for correcting human serum samples analyzed by Fourier-transform mass spectrometry (FTMS). Here, the application of sodium correction significantly reduced overestimations and misidentifications.
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Affiliation(s)
- Marcus Höring
- Institute of Clinical Chemistry and Laboratory Medicine, Regensburg University Hospital, Franz-Josef-Strauß-Allee 11, 93053 Regensburg, Germany
| | - Kim Ekroos
- Lipidomics Consulting Ltd., Irisviksvägen 31D, 02230 Esbo, Finland
| | - Paul R S Baker
- Avanti Polar Lipids, 700 Industrial Park Dr, Alabaster, Alabama 35007, United States
| | - Lisa Connell
- Avanti Polar Lipids, 700 Industrial Park Dr, Alabaster, Alabama 35007, United States
| | - Sonja C Stadler
- Institute of Clinical Chemistry and Laboratory Medicine, Regensburg University Hospital, Franz-Josef-Strauß-Allee 11, 93053 Regensburg, Germany
| | - Ralph Burkhardt
- Institute of Clinical Chemistry and Laboratory Medicine, Regensburg University Hospital, Franz-Josef-Strauß-Allee 11, 93053 Regensburg, Germany
| | - Gerhard Liebisch
- Institute of Clinical Chemistry and Laboratory Medicine, Regensburg University Hospital, Franz-Josef-Strauß-Allee 11, 93053 Regensburg, Germany
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17
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Affiliation(s)
- Mateusz K. Łącki
- Institute of Immunology, University Medical Center of the Johannes-Gutenberg University Mainz, Mainz 55131, Germany
| | - Dirk Valkenborg
- Data Science Institute, Hasselt University, BE3500 Hasselt, Belgium
- Interuniversity Institute of Biostatistics and Statistical Bioinformatics, Hasselt University, BE3500 Hasselt, Belgium
- Center for Proteomics, University of Antwerp, 2000 Antwerp, Belgium
- Applied Bio and Molecular Systems, Flemish Institute for Technological Research (VITO), 2400 Mol, Belgium
| | - Michał P. Startek
- Department of Mathematics, Informatics, and Mechanics, University of Warsaw, 02-097 Warsaw, Poland
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18
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Peng B, Kopczynski D, Pratt BS, Ejsing CS, Burla B, Hermansson M, Benke PI, Tan SH, Chan MY, Torta F, Schwudke D, Meckelmann SW, Coman C, Schmitz OJ, MacLean B, Manke MC, Borst O, Wenk MR, Hoffmann N, Ahrends R. LipidCreator workbench to probe the lipidomic landscape. Nat Commun 2020; 11:2057. [PMID: 32345972 PMCID: PMC7188904 DOI: 10.1038/s41467-020-15960-z] [Citation(s) in RCA: 59] [Impact Index Per Article: 11.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2020] [Accepted: 04/06/2020] [Indexed: 12/16/2022] Open
Abstract
Mass spectrometry (MS)-based targeted lipidomics enables the robust quantification of selected lipids under various biological conditions but comprehensive software tools to support such analyses are lacking. Here we present LipidCreator, a software that fully supports targeted lipidomics assay development. LipidCreator offers a comprehensive framework to compute MS/MS fragment masses for over 60 lipid classes. LipidCreator provides all functionalities needed to define fragments, manage stable isotope labeling, optimize collision energy and generate in silico spectral libraries. We validate LipidCreator assays computationally and analytically and prove that it is capable to generate large targeted experiments to analyze blood and to dissect lipid-signaling pathways such as in human platelets.
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Affiliation(s)
- Bing Peng
- Leibniz-Institut für Analytische Wissenschaften - ISAS - e.V., 44139, Dortmund, Germany
- Division of Rheumatology, Department of Medicine Solna, Karolinska Institutet, Karolinska University Hospital, SE-171 76, Stockholm, Sweden
| | - Dominik Kopczynski
- Leibniz-Institut für Analytische Wissenschaften - ISAS - e.V., 44139, Dortmund, Germany
| | - Brian S Pratt
- University of Washington, Department of Genome Sciences, WA, 98195, Seattle, USA
| | - Christer S Ejsing
- Department of Biochemistry and Molecular Biology, University of Southern Denmark, DK-, 5230, Odense, Denmark
- Cell Biology and Biophysics Unit, European Molecular Biology Laboratory, 69117, Heidelberg, Germany
| | - Bo Burla
- Singapore Lipidomics Incubator (SLING), Life Sciences Institute, National University of Singapore, 117456, Singapore, Singapore
| | - Martin Hermansson
- Department of Biochemistry and Molecular Biology, University of Southern Denmark, DK-, 5230, Odense, Denmark
- Wihuri Research Institute, 00290, Helsinki, Finland
| | - Peter Imre Benke
- Singapore Lipidomics Incubator (SLING), Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, 117596, Singapore, Singapore
| | - Sock Hwee Tan
- Department of Medicine, Yong Loo Lin School of Medicine, National University Hospital, 119228, Singapore, Singapore
- Cardiovascular Research Institute, National University of Singapore, 117599, Singapore, Singapore
| | - Mark Y Chan
- Department of Medicine, Yong Loo Lin School of Medicine, National University Hospital, 119228, Singapore, Singapore
- Cardiovascular Research Institute, National University of Singapore, 117599, Singapore, Singapore
- National University Heart Centre, National University Health System, 117599, Singapore, Singapore
| | - Federico Torta
- Singapore Lipidomics Incubator (SLING), Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, 117596, Singapore, Singapore
| | - Dominik Schwudke
- Research Center Borstel, Leibniz Lung Center, Borstel, Germany
- German Center for Infection Research (DZIF), 38124, Braunschweig, Germany
- Airway Research Center North Member of the German Center for Lung Research (DZL), 22927, Großhansdorf, Germany
| | - Sven W Meckelmann
- Applied Analytical Chemistry, University of Duisburg-Essen, 45141, Essen, Germany
| | - Cristina Coman
- Leibniz-Institut für Analytische Wissenschaften - ISAS - e.V., 44139, Dortmund, Germany
- Department of Analytical Chemistry, University of Vienna, Währinger Strasse 38, 1090, Vienna, Austria
| | - Oliver J Schmitz
- Applied Analytical Chemistry, University of Duisburg-Essen, 45141, Essen, Germany
| | - Brendan MacLean
- University of Washington, Department of Genome Sciences, WA, 98195, Seattle, USA
| | - Mailin-Christin Manke
- Department of Cardiology and Cardiovascular Medicine, University of Tübingen, 72076, Tübingen, Germany
| | - Oliver Borst
- Department of Cardiology and Cardiovascular Medicine, University of Tübingen, 72076, Tübingen, Germany
| | - Markus R Wenk
- Singapore Lipidomics Incubator (SLING), Life Sciences Institute, National University of Singapore, 117456, Singapore, Singapore
- Singapore Lipidomics Incubator (SLING), Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore, 117596, Singapore, Singapore
| | - Nils Hoffmann
- Leibniz-Institut für Analytische Wissenschaften - ISAS - e.V., 44139, Dortmund, Germany
| | - Robert Ahrends
- Leibniz-Institut für Analytische Wissenschaften - ISAS - e.V., 44139, Dortmund, Germany.
- Department of Analytical Chemistry, University of Vienna, Währinger Strasse 38, 1090, Vienna, Austria.
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19
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Baechler F, Stettler C, Vogt B, Bally L, Groessl M. Concentration and Chemical Stability of Commercially Available Insulins: A High-Resolution Mass Spectrometry Study. Diabetes Technol Ther 2020; 22:326-329. [PMID: 32031881 DOI: 10.1089/dia.2019.0412] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
Adequacy of insulin concentration in commercially available insulin formulations has recently been challenged. We therefore repeatedly evaluated insulin content and stability of 58 insulin vials containing 5 different insulin formulations (human insulin, standard/faster-acting insulin aspart, insulin lispro, and insulin glargine) over a period of 85 days. High-resolution mass spectrometry was used to quantify intact monomeric insulin in glass vials and plastic pump cartridges exposed to three different temperatures (4°C, 22°C, 37°C), simulating real-life conditions. In all cases, measured insulin concentration was in accordance with FDA and European Medicines Agency (EMA) requirements without evidence of chemical instability.
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Affiliation(s)
- Fabio Baechler
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism and Inselspital, Bern University Hospital and University of Bern, Bern, Switzerland
- Department of Nephrology and Hypertension, Inselspital, Bern University Hospital and University of Bern, Bern, Switzerland
| | - Christoph Stettler
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism and Inselspital, Bern University Hospital and University of Bern, Bern, Switzerland
| | - Bruno Vogt
- Department of Nephrology and Hypertension, Inselspital, Bern University Hospital and University of Bern, Bern, Switzerland
| | - Lia Bally
- Department of Diabetes, Endocrinology, Nutritional Medicine and Metabolism and Inselspital, Bern University Hospital and University of Bern, Bern, Switzerland
| | - Michael Groessl
- Department of Nephrology and Hypertension, Inselspital, Bern University Hospital and University of Bern, Bern, Switzerland
- Department of BioMedical Research, University of Bern, Bern, Switzerland
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20
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Mitchell JM, Flight RM, Moseley HN. Deriving Lipid Classification Based on Molecular Formulas. Metabolites 2020; 10:E122. [PMID: 32214009 PMCID: PMC7143220 DOI: 10.3390/metabo10030122] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2020] [Revised: 03/02/2020] [Accepted: 03/21/2020] [Indexed: 12/20/2022] Open
Abstract
Despite instrument and algorithmic improvements, the untargeted and accurate assignment of metabolites remains an unsolved problem in metabolomics. New assignment methods such as our SMIRFE algorithm can assign elemental molecular formulas to observed spectral features in a highly untargeted manner without orthogonal information from tandem MS or chromatography. However, for many lipidomics applications, it is necessary to know at least the lipid category or class that is associated with a detected spectral feature to derive a biochemical interpretation. Our goal is to develop a method for robustly classifying elemental molecular formula assignments into lipid categories for an application to SMIRFE-generated assignments. Using a Random Forest machine learning approach, we developed a method that can predict lipid category and class from SMIRFE non-adducted molecular formula assignments. Our methods achieve high average predictive accuracy (>90%) and precision (>83%) across all eight of the lipid categories in the LIPIDMAPS database. Classification performance was evaluated using sets of theoretical, data-derived, and artifactual molecular formulas. Our methods enable the lipid classification of non-adducted molecular formula assignments generated by SMIRFE without orthogonal information, facilitating the biochemical interpretation of untargeted lipidomics experiments. This lipid classification appears insufficient for validating single-spectrum assignments, but could be useful in cross-spectrum assignment validation.
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Affiliation(s)
- Joshua M. Mitchell
- Department of Molecular & Cellular Biochemistry, University of Kentucky, Lexington, KY 40536, USA; (J.M.M.); (R.M.F.)
- Markey Cancer Center, University of Kentucky, Lexington, KY 40536, USA
- Resource Center for Stable Isotope Resolved Metabolomics, University of Kentucky, Lexington, KY 40536, USA
| | - Robert M. Flight
- Department of Molecular & Cellular Biochemistry, University of Kentucky, Lexington, KY 40536, USA; (J.M.M.); (R.M.F.)
- Markey Cancer Center, University of Kentucky, Lexington, KY 40536, USA
- Resource Center for Stable Isotope Resolved Metabolomics, University of Kentucky, Lexington, KY 40536, USA
| | - Hunter N.B. Moseley
- Department of Molecular & Cellular Biochemistry, University of Kentucky, Lexington, KY 40536, USA; (J.M.M.); (R.M.F.)
- Markey Cancer Center, University of Kentucky, Lexington, KY 40536, USA
- Resource Center for Stable Isotope Resolved Metabolomics, University of Kentucky, Lexington, KY 40536, USA
- Institute for Biomedical Informatics, University of Kentucky, Lexington, KY 40536, USA
- Center for Clinical and Translational Science, University of Kentucky, Lexington, KY 40536, USA
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21
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Boskamp MS, Soltwisch J. Charge Distribution between Different Classes of Glycerophospolipids in MALDI-MS Imaging. Anal Chem 2020; 92:5222-5230. [DOI: 10.1021/acs.analchem.9b05761] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022]
Affiliation(s)
- Marcel S. Boskamp
- Institute of Hygiene, Westfälische Wilhelms-Universität Münster, Münster, Germany
| | - Jens Soltwisch
- Institute of Hygiene, Westfälische Wilhelms-Universität Münster, Münster, Germany
- Interdisciplinary Center for Clinical Research (IZKF), Westfälische Wilhelms-Universität Münster, Münster, Germany
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22
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Bender J, Schmidt C. Mass spectrometry of membrane protein complexes. Biol Chem 2020; 400:813-829. [PMID: 30956223 DOI: 10.1515/hsz-2018-0443] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2018] [Accepted: 02/25/2019] [Indexed: 12/24/2022]
Abstract
Membrane proteins are key players in the cell. Due to their hydrophobic nature they require solubilising agents such as detergents or membrane mimetics during purification and, consequently, are challenging targets in structural biology. In addition, their natural lipid environment is crucial for their structure and function further hampering their analysis. Alternative approaches are therefore required when the analysis by conventional techniques proves difficult. In this review, we highlight the broad application of mass spectrometry (MS) for the characterisation of membrane proteins and their interactions with lipids. We show that MS unambiguously identifies the protein and lipid components of membrane protein complexes, unravels their three-dimensional arrangements and further provides clues of protein-lipid interactions.
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Affiliation(s)
- Julian Bender
- Interdisciplinary Research Center HALOmem, Charles Tanford Protein Centre, Martin Luther University Halle-Wittenberg, Institute for Biochemistry and Biotechnology, Kurt-Mothes-Str. 3a, D-06120 Halle, Germany
| | - Carla Schmidt
- Interdisciplinary Research Center HALOmem, Charles Tanford Protein Centre, Martin Luther University Halle-Wittenberg, Institute for Biochemistry and Biotechnology, Kurt-Mothes-Str. 3a, D-06120 Halle, Germany
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23
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Bowman AP, Blakney GT, Hendrickson CL, Ellis SR, Heeren RMA, Smith DF. Ultra-High Mass Resolving Power, Mass Accuracy, and Dynamic Range MALDI Mass Spectrometry Imaging by 21-T FT-ICR MS. Anal Chem 2020; 92:3133-3142. [PMID: 31955581 PMCID: PMC7031845 DOI: 10.1021/acs.analchem.9b04768] [Citation(s) in RCA: 71] [Impact Index Per Article: 14.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
![]()
Detailed characterization
of complex biological surfaces by matrix-assisted
laser desorption/ionization (MALDI) mass spectrometry imaging (MSI)
requires instrumentation that is capable of high mass resolving power,
mass accuracy, and dynamic range. Fourier transform ion cyclotron
resonance mass spectrometry (FT-ICR MS) offers the highest mass spectral
performance for MALDI MSI experiments, and often reveals molecular
features that are unresolved on lower performance instrumentation.
Higher magnetic field strength improves all performance characteristics
of FT-ICR; mass resolving power improves linearly, while mass accuracy
and dynamic range improve quadratically with magnetic field strength.
Here, MALDI MSI at 21T is demonstrated for the first time: mass resolving
power in excess of 1 600 000 (at m/z 400), root-mean-square mass measurement accuracy below
100 ppb, and dynamic range per pixel over 500:1 were obtained from
the direct analysis of biological tissue sections. Molecular features
with m/z differences as small as
1.79 mDa were resolved and identified with high mass accuracy. These
features allow for the separation and identification of lipids to
the underlying structures of tissues. The unique molecular detail,
accuracy, sensitivity, and dynamic range combined in a 21T MALDI FT-ICR
MSI experiment enable researchers to visualize molecular structures
in complex tissues that have remained hidden until now. The instrument
described allows for future innovative, such as high-end studies to
unravel the complexity of biological, geological, and engineered organic
material surfaces with an unsurpassed detail.
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Affiliation(s)
- Andrew P Bowman
- Maastricht MultiModal Molecular Imaging (M4I) Institute, Division of Imaging Mass Spectrometry (IMS) , Maastricht University , Universiteitssingel 50 , Maastricht 6629ER , The Netherlands
| | - Greg T Blakney
- Maastricht MultiModal Molecular Imaging (M4I) Institute, Division of Imaging Mass Spectrometry (IMS) , Maastricht University , Universiteitssingel 50 , Maastricht 6629ER , The Netherlands
| | - Christopher L Hendrickson
- National High Magnetic Field Laboratory , Florida State University , 1800 East Paul Dirac Drive , Tallahassee , Florida 32310-4005 , United States.,Department of Chemistry and Biochemistry , Florida State University , 95 Chieftain Way , Tallahassee , Florida 32306 , United States
| | - Shane R Ellis
- Maastricht MultiModal Molecular Imaging (M4I) Institute, Division of Imaging Mass Spectrometry (IMS) , Maastricht University , Universiteitssingel 50 , Maastricht 6629ER , The Netherlands
| | - Ron M A Heeren
- Maastricht MultiModal Molecular Imaging (M4I) Institute, Division of Imaging Mass Spectrometry (IMS) , Maastricht University , Universiteitssingel 50 , Maastricht 6629ER , The Netherlands
| | - Donald F Smith
- National High Magnetic Field Laboratory , Florida State University , 1800 East Paul Dirac Drive , Tallahassee , Florida 32310-4005 , United States
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24
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Trapped ion mobility spectrometry and PASEF enable in-depth lipidomics from minimal sample amounts. Nat Commun 2020; 11:331. [PMID: 31949144 PMCID: PMC6965134 DOI: 10.1038/s41467-019-14044-x] [Citation(s) in RCA: 126] [Impact Index Per Article: 25.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2019] [Accepted: 12/12/2019] [Indexed: 01/08/2023] Open
Abstract
A comprehensive characterization of the lipidome from limited starting material remains very challenging. Here we report a high-sensitivity lipidomics workflow based on nanoflow liquid chromatography and trapped ion mobility spectrometry (TIMS). Taking advantage of parallel accumulation–serial fragmentation (PASEF), we fragment on average 15 precursors in each of 100 ms TIMS scans, while maintaining the full mobility resolution of co-eluting isomers. The acquisition speed of over 100 Hz allows us to obtain MS/MS spectra of the vast majority of isotope patterns. Analyzing 1 µL of human plasma, PASEF increases the number of identified lipids more than three times over standard TIMS-MS/MS, achieving attomole sensitivity. Building on high intra- and inter-laboratory precision and accuracy of TIMS collisional cross sections (CCS), we compile 1856 lipid CCS values from plasma, liver and cancer cells. Our study establishes PASEF in lipid analysis and paves the way for sensitive, ion mobility-enhanced lipidomics in four dimensions. Trapped ion mobility (TIMS)-mass spectrometry with parallel accumulation-serial fragmentation (PASEF) facilitates high-sensitivity proteomics experiments. Here, the authors expand TIMS and PASEF to small molecules and demonstrate fast and comprehensive lipidomics of low biological sample amounts.
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25
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Rodríguez-Moro G, Roldán FN, Baya-Arenas R, Arias-Borrego A, Callejón-Leblic B, Gómez-Ariza JL, García-Barrera T. Metabolic impairments, metal traffic, and dyshomeostasis caused by the antagonistic interaction of cadmium and selenium using organic and inorganic mass spectrometry. ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH INTERNATIONAL 2020; 27:1762-1775. [PMID: 31758476 DOI: 10.1007/s11356-019-06573-1] [Citation(s) in RCA: 24] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/07/2019] [Accepted: 09/23/2019] [Indexed: 04/16/2023]
Abstract
Cadmium (Cd) has become one of the most important environmental pollutants in the world, derived from natural and industrial sources, which is known to be accumulated in the human body, producing serious health effects. On the other hand, Selenium (Se) is an essential element for mammals, which is well known for its antagonistic interaction against Cd toxicity, such as the prevention of oxidative stress induced by this element. For this reason, the use of complementary analytical methods to study the homeostasis of metals, "traffic" between different organs and massive information about metabolites altered by the exposure, is of great interest. To this end, a metabolomic workflow based on the use of direct infusion mass spectrometry (DIMS) and gas chromatography mass spectrometry (GC-MS) was applied in mice serum. On the other hand, metal homeostasis and traffic between different organs and serum of mice exposed to Cd and Se have been evaluated by determining the concentration of metals by inductively coupled plasma mass spectrometry. This work demonstrates for the first time that Cd exposure causes a decrease of all the elements studied in the lung except itself. On the other hand, Se provokes As trafficking from metabolically less active organs (brain, lung, and testes) to others with greater metabolic activity (kidney), which also facilitates its excretion. Moreover, when mice are only exposed to Se, it provokes the accumulation of almost all the elements in the kidney, except Cd that increases also in the liver and brain. However, when both elements are simultaneously administered, Se increases Cd concentration in all the organs except in the serum and especially in the testis. On the other hand, important metabolic alterations have been detected in the energy and amino acid metabolism, as well as degradation of phospholipidic membranes, and in free fatty acids. In summary, the results show the high potential of the combined use of organic and inorganic mass spectrometry to establish Cd and Se interaction and the biological impairments caused and to provide information about metal traffic and metabolomic changes in exposure experiments.
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Affiliation(s)
- Gema Rodríguez-Moro
- Department of Chemistry, Faculty of Experimental Sciences, University of Huelva, Campus de El Carmen, 21007, Huelva, Spain
- Agrofood Campus of Excellence International ceiA3, University of Huelva, Huelva, Spain
- Research Center of Natural Resources, Health and the Environment (RENSMA), University of Huelva, Huelva, Spain
| | - Francisco Navarro Roldán
- Research Center of Natural Resources, Health and the Environment (RENSMA), University of Huelva, Huelva, Spain.
- Department of Environmental Biology and Public Heath, Cellular Biology, Faculty of Experimental Sciences, University of Huelva, Campus de El Carmen, 21007, Huelva, Spain.
| | - Rocío Baya-Arenas
- Department of Chemistry, Faculty of Experimental Sciences, University of Huelva, Campus de El Carmen, 21007, Huelva, Spain
- Agrofood Campus of Excellence International ceiA3, University of Huelva, Huelva, Spain
- Research Center of Natural Resources, Health and the Environment (RENSMA), University of Huelva, Huelva, Spain
| | - Ana Arias-Borrego
- Department of Chemistry, Faculty of Experimental Sciences, University of Huelva, Campus de El Carmen, 21007, Huelva, Spain.
- Agrofood Campus of Excellence International ceiA3, University of Huelva, Huelva, Spain.
- Research Center of Natural Resources, Health and the Environment (RENSMA), University of Huelva, Huelva, Spain.
| | - Belén Callejón-Leblic
- Department of Chemistry, Faculty of Experimental Sciences, University of Huelva, Campus de El Carmen, 21007, Huelva, Spain
- Agrofood Campus of Excellence International ceiA3, University of Huelva, Huelva, Spain
- Research Center of Natural Resources, Health and the Environment (RENSMA), University of Huelva, Huelva, Spain
| | - José Luis Gómez-Ariza
- Department of Chemistry, Faculty of Experimental Sciences, University of Huelva, Campus de El Carmen, 21007, Huelva, Spain
- Agrofood Campus of Excellence International ceiA3, University of Huelva, Huelva, Spain
- Research Center of Natural Resources, Health and the Environment (RENSMA), University of Huelva, Huelva, Spain
| | - Tamara García-Barrera
- Department of Chemistry, Faculty of Experimental Sciences, University of Huelva, Campus de El Carmen, 21007, Huelva, Spain.
- Agrofood Campus of Excellence International ceiA3, University of Huelva, Huelva, Spain.
- Research Center of Natural Resources, Health and the Environment (RENSMA), University of Huelva, Huelva, Spain.
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Vvedenskaya O, Wang Y, Ackerman JM, Knittelfelder O, Shevchenko A. Analytical challenges in human plasma lipidomics: A winding path towards the truth. Trends Analyt Chem 2019. [DOI: 10.1016/j.trac.2018.10.013] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
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27
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Hu C, Wang C, He L, Han X. Novel strategies for enhancing shotgun lipidomics for comprehensive analysis of cellular lipidomes. Trends Analyt Chem 2019; 120:115330. [PMID: 32647401 PMCID: PMC7344273 DOI: 10.1016/j.trac.2018.11.028] [Citation(s) in RCA: 28] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
Abstract
Shotgun lipidomics is one of the most powerful tools in analysis of cellular lipidomes in lipidomics, which directly analyzes lipids from lipid extracts of diverse biological samples with high accuracy/precision. However, despite its great advances in high throughput analysis of cellular lipidomes, low coverage of poorly ionized lipids, especially those species in very low abundance, and some types of isomers within complex lipid extracts by shotgun lipidomics remains a huge challenge. In the past few years, many strategies have been developed to enhance shotgun lipidomics for comprehensive analysis of lipid species. Chemical derivatization represents one of the most attractive and effective strategies, already receiving considerable attention. This review focuses on novel advanced derivatization strategies for enhancing shotgun lipidomics. It is anticipated that with the development of enhanced strategies, shotgun lipidomics can make greater contributions to biological and biomedical research.
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Affiliation(s)
- Changfeng Hu
- College of Basic Medical Sciences, Zhejiang Chinese Medical University, 548 Bingwen Road, Hangzhou, Zhejiang 310053, China
| | - Chunyan Wang
- Barshop Institute for Longevity and Aging Research, University of Texas Health Science Center at San Antonio, San Antonio, Texas 78229, USA
| | - Lijiao He
- College of Basic Medical Sciences, Zhejiang Chinese Medical University, 548 Bingwen Road, Hangzhou, Zhejiang 310053, China
| | - Xianlin Han
- College of Basic Medical Sciences, Zhejiang Chinese Medical University, 548 Bingwen Road, Hangzhou, Zhejiang 310053, China
- Barshop Institute for Longevity and Aging Research, University of Texas Health Science Center at San Antonio, San Antonio, Texas 78229, USA
- Department of Medicine – Diabetes, University of Texas Health Science Center at San Antonio, San Antonio, Texas 78229, USA
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28
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Correa W, Brandenburg J, Behrends J, Heinbockel L, Reiling N, Paulowski L, Schwudke D, Stephan K, Martinez-de-Tejada G, Brandenburg K, Gutsmann T. Inactivation of Bacteria by γ-Irradiation to Investigate the Interaction with Antimicrobial Peptides. Biophys J 2019; 117:1805-1819. [PMID: 31676134 DOI: 10.1016/j.bpj.2019.10.012] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/05/2019] [Revised: 09/30/2019] [Accepted: 10/08/2019] [Indexed: 11/27/2022] Open
Abstract
The activity of antimicrobial peptides (AMPs) has been investigated extensively using model membranes composed of phospholipids or lipopolysaccharides in aqueous environments. However, from a biophysical perspective, there is a large scientific interest regarding the direct interaction of membrane-active peptides with whole bacteria. Working with living bacteria limits the usability of experimental setups and the interpretation of the resulting data because of safety risks and the overlap of active and passive effects induced by AMPs. We killed or inactivated metabolic-active bacteria using γ-irradiation or sodium azide, respectively. Microscopy, flow cytometry, and SYTOX green assays showed that the cell envelope remained intact to a high degree at the minimal bactericidal dose. Furthermore, the tumor-necrosis-factor-α-inducing activity of the lipopolysaccharides and the chemical lipid composition was unchanged. Determining the binding capacity of AMPs to the bacterial cell envelope by calorimetry is difficult because of an overlapping of the binding heat and metabolic activities of the bacteria-induced by the AMPs. The inactivation of all active processes helps to decipher the complex thermodynamic information. From the isothermal titration calorimetry (ITC) results, we propose that the bacterial membrane potential (Δψ) is possibly an underestimated modulator of the AMP activity. The negative surface charge of the outer leaflet of the outer membrane of Gram-negative bacteria is already neutralized by peptide concentrations below the minimal inhibitory concentration. This proves that peptide aggregation on the bacterial membrane surface plays a decisive role in the degree of antimicrobial activity. This will not only enable many biophysical approaches for the investigation between bacteria and membrane-active peptides in the future but will also make it possible to compare biophysical parameters of active and inactive bacteria. This opens up new possibilities to better understand the active and passive interaction processes between AMPs and bacteria.
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Affiliation(s)
- Wilmar Correa
- Division of Biophysics, Priority Research Area Infections, Research Center Borstel, Leibniz Lung Center, Borstel, Germany.
| | - Julius Brandenburg
- Microbial Interface Biology, Priority Research Area Infections, Research Center Borstel, Leibniz Lung Center, Borstel, Germany
| | - Jochen Behrends
- Fluorescence Cytometry Department, Research Center Borstel, Leibniz Lung Center, Borstel, Germany
| | | | - Norbert Reiling
- Microbial Interface Biology, Priority Research Area Infections, Research Center Borstel, Leibniz Lung Center, Borstel, Germany
| | - Laura Paulowski
- Division of Biophysics, Priority Research Area Infections, Research Center Borstel, Leibniz Lung Center, Borstel, Germany
| | - Dominik Schwudke
- Bioanalytical Chemistry, Priority Research Area Infections, Research Center Borstel, Leibniz Lung Center, Borstel, Germany
| | - Kerstin Stephan
- Division of Biophysics, Priority Research Area Infections, Research Center Borstel, Leibniz Lung Center, Borstel, Germany
| | | | - Klaus Brandenburg
- Brandenburg Antiinfektiva GmbH, c/o Research Center Borstel, Leibniz Lung Center, Borstel, Germany
| | - Thomas Gutsmann
- Division of Biophysics, Priority Research Area Infections, Research Center Borstel, Leibniz Lung Center, Borstel, Germany
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Multiplexed and single cell tracing of lipid metabolism. Nat Methods 2019; 16:1123-1130. [DOI: 10.1038/s41592-019-0593-6] [Citation(s) in RCA: 47] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/18/2019] [Accepted: 09/10/2019] [Indexed: 12/19/2022]
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30
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Frick M, Schmidt C. Mass spectrometry—A versatile tool for characterising the lipid environment of membrane protein assemblies. Chem Phys Lipids 2019; 221:145-157. [DOI: 10.1016/j.chemphyslip.2019.04.001] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2019] [Revised: 03/28/2019] [Accepted: 04/01/2019] [Indexed: 01/02/2023]
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31
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Lipid Isolation Process and Study on Some Molecular Species of Polar Lipid Isolated from Seed of Madhuca ellitica. Processes (Basel) 2019. [DOI: 10.3390/pr7060375] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023] Open
Abstract
This study attempted the lipid extraction process from the seeds of Madhuca ellitica, a lipid-rich plant, and conducted a lipidomic analysis on molecular species of the obtained product. Total lipids of the crude seeds were found to contain 11.2% of polar lipids. The major fatty acids (FAs) of the polar lipids were palmitic (16:0), stearic (18:0), oleic (18:1n-9), and linoleic (18:2n-6) acids, which amounted to 28.5, 12.5, 44.8, and 13.2% of total FAs, respectively. The content and chemical structures of individual molecular species of phosphatidylglycerol (PG), phosphatidylethanolamine (PE), phosphatidylcholine (PC), phosphatidylinositol (PI), phosphatidic acid (PA), and sulfoquinovosyldiacylglycerol (SQDG) were determined by HPLC with a tandem high-resolution mass spectrometry (HRMS). The major molecular species were 18:1/18:2 PE, 16:0/18:1 PC, 18:1/18:2 PC, 16:0/18:2 PG, 16:0/18:1 PG, 16:1/18:1 PI, 16:0/18:1 PI, 18:0/18:2 PI, 16:0/18:1 PA, 18:1/18:2 PA, 16:0/18:1 SQDG, and 18:0/18:1 SQDG. The application of a tandem HRMS allows us to determine the content of each isomer in pairs of the monoisotopic molecular species, for example, 18:0/18:2 and 18:1/18:1. The evaluation of the seed polar lipid profile will be helpful for developing the potential of this tree for nutritive and industrial uses.
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32
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Hofmann T, Schmidt C. Instrument response of phosphatidylglycerol lipids with varying fatty acyl chain length in nano-ESI shotgun experiments. Chem Phys Lipids 2019; 223:104782. [PMID: 31176608 DOI: 10.1016/j.chemphyslip.2019.05.007] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2019] [Revised: 05/31/2019] [Accepted: 05/31/2019] [Indexed: 11/26/2022]
Abstract
In recent years, lipid quantification gained importance. In most cases, this is achieved by spiking the lipid mixture with deuterated standard lipids or lipid analogues that differ in chain length when compared with the natural lipid components. Usually, conventional ESI is employed requiring sample amounts which are not always available. Here, we evaluate the use of nano-ESI for accurate lipid quantification employing deuterated as well as short- and odd-fatty acyl chain analogues. We compare ionisation efficiencies of various phosphatidylglycerol species differing in fatty acyl chain length and saturation. While in our instrumental and experimental set-up differences in ionisation could not be observed for lipids varying in the number of double bonds, short-chain lipid species showed significantly higher intensities when compared with their long-chain analogues. To compensate for these differences and enable accurate quantification using short-fatty acyl chain lipid standards, we generated a calibration curve over a range of lipids with increasing chain length. We tested and evaluated the application of this calibration curve by comparison with a deuterated and odd-chain standard lipid for quantification of lipids in a mixture of known composition as well as a natural lipid extract. The different approaches deliver comparable quantities and are therefore applicable for accurate lipid quantification using nano-ESI. Even though generation of calibration curves might be more laborious, it has the advantage that peak overlap with natural lipids is eliminated and broad peak distributions of deuterated standards do not have to be assessed. Furthermore, it allows the calculation of response factors for long- or short-fatty acyl chain analogues when using deuterated or odd-numbered standard lipids for absolute quantification.
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Affiliation(s)
- Tommy Hofmann
- Interdisciplinary research centre HALOmem, Charles Tanford Protein Centre, Institute for Biochemistry and Biotechnology, Martin Luther University Halle-Wittenberg, Kurt-Mothes-Str. 3a, 06120, Halle, Germany
| | - Carla Schmidt
- Interdisciplinary research centre HALOmem, Charles Tanford Protein Centre, Institute for Biochemistry and Biotechnology, Martin Luther University Halle-Wittenberg, Kurt-Mothes-Str. 3a, 06120, Halle, Germany.
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33
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Longo E, Morozova K, Yener S, Boselli E, Biasioli F, Scampicchio M. Direct flow injection profiling of acyl glycerols from food products using isopropanol as solvent. JOURNAL OF MASS SPECTROMETRY : JMS 2019; 54:412-421. [PMID: 30817044 DOI: 10.1002/jms.4346] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/17/2018] [Revised: 02/13/2019] [Accepted: 02/21/2019] [Indexed: 06/09/2023]
Abstract
This work proposes a novel method for the direct flow injection profiling of acylglycerols in edible oils and fats without preliminary extraction and consequent reconstitution in the injection solvent. The work exploits the outstanding performance of high-resolution mass spectrometry to target unique elemental compositions even in the most complex matrices. The performance of isopropanol as the unique solvent for both the solubilization and analysis of acylglycerols was investigated in comparison with other classical methods involving preliminary extractions, sample recovery, and analysis. The calibrations of two triglyceride standards (triolein and trilinolenin) were successfully performed in presence and absence of oil matrix. As final application, the effects on the acylglycerol fraction of a heat treatment on three different fat samples (extra virgin olive oil, lard oil, and fat from dry cured ham-speck) were monitored. The proposed method is therefore suitable for a rapid evaluation of acylglycerol fractions in food lipid samples.
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Affiliation(s)
- Edoardo Longo
- Facoltà di Scienze e Tecnologie, Libera Università di Bolzano, Piazza Università 5, 39100, Bolzano, Italy
| | - Ksenia Morozova
- Facoltà di Scienze e Tecnologie, Libera Università di Bolzano, Piazza Università 5, 39100, Bolzano, Italy
| | - Sine Yener
- Facoltà di Scienze e Tecnologie, Libera Università di Bolzano, Piazza Università 5, 39100, Bolzano, Italy
| | - Emanuele Boselli
- Facoltà di Scienze e Tecnologie, Libera Università di Bolzano, Piazza Università 5, 39100, Bolzano, Italy
| | - Franco Biasioli
- Department of Food Quality and Nutrition, Research and Innovation Centre, Fondazione Edmund Mach (FEM), Via E. Mach 1, 38010, San Michele all'Adige, Italy
| | - Matteo Scampicchio
- Facoltà di Scienze e Tecnologie, Libera Università di Bolzano, Piazza Università 5, 39100, Bolzano, Italy
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34
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Mika A, Sledzinski T, Stepnowski P. Current Progress of Lipid Analysis in Metabolic Diseases by Mass Spectrometry Methods. Curr Med Chem 2019; 26:60-103. [PMID: 28971757 DOI: 10.2174/0929867324666171003121127] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2016] [Revised: 09/14/2016] [Accepted: 10/10/2016] [Indexed: 12/11/2022]
Abstract
BACKGROUND Obesity, insulin resistance, diabetes, and metabolic syndrome are associated with lipid alterations, and they affect the risk of long-term cardiovascular disease. A reliable analytical instrument to detect changes in the composition or structures of lipids and the tools allowing to connect changes in a specific group of lipids with a specific disease and its progress, is constantly lacking. Lipidomics is a new field of medicine based on the research and identification of lipids and lipid metabolites present in human organism. The primary aim of lipidomics is to search for new biomarkers of different diseases, mainly civilization diseases. OBJECTIVE We aimed to review studies reporting the application of mass spectrometry for lipid analysis in metabolic diseases. METHOD Following an extensive search of peer-reviewed articles on the mass spectrometry analysis of lipids the literature has been discussed in this review article. RESULTS The lipid group contains around 1.7 million species; they are totally different, in terms of the length of aliphatic chain, amount of rings, additional functional groups. Some of them are so complex that their complex analyses are a challenge for analysts. Their qualitative and quantitative analysis of is based mainly on mass spectrometry. CONCLUSION Mass spectrometry techniques are excellent tools for lipid profiling in complex biological samples and the combination with multivariate statistical analysis enables the identification of potential diagnostic biomarkers.
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Affiliation(s)
- Adriana Mika
- Department of Environmental Analysis, Faculty of Chemistry, University of Gdansk, Poland.,Department of Pharmaceutical Biochemistry, Medical University of Gdansk, Gdansk, Poland
| | - Tomasz Sledzinski
- Department of Pharmaceutical Biochemistry, Medical University of Gdansk, Gdansk, Poland
| | - Piotr Stepnowski
- Department of Environmental Analysis, Faculty of Chemistry, University of Gdansk, Poland
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35
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Korf A, Jeck V, Schmid R, Helmer PO, Hayen H. Lipid Species Annotation at Double Bond Position Level with Custom Databases by Extension of the MZmine 2 Open-Source Software Package. Anal Chem 2019; 91:5098-5105. [PMID: 30892876 DOI: 10.1021/acs.analchem.8b05493] [Citation(s) in RCA: 20] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
In recent years, proprietary and open-source bioinformatics software tools have been developed for the identification of lipids in complex biological samples based on high-resolution mass spectrometry data. These existent software tools often rely on publicly available lipid databases, such as LIPID MAPS, which, in some cases, only contain a limited number of lipid species for a specific lipid class. Other software solutions implement their own lipid species databases, which are often confined regarding implemented lipid classes, such as phospholipids. To address these drawbacks, we provide an extension of the widely used open-source metabolomics software MZmine 2, which enables the annotation of detected chromatographic features as lipid species. The extension is designed for straightforward generation of a custom database for selected lipid classes. Furthermore, each lipid's sum formula of the created database can be rapidly modified to search for derivatization products, oxidation products, in-source fragments, or adducts. The versatility will be exemplified by a liquid chromatography-high resolution mass spectrometry data set with postcolumn Paternò-Büchi derivatization. The derivatization reaction was performed to pinpoint the double bond positions in diacylglyceryltrimethylhomoserine lipid species in a lipid extract of a green algae ( Chlamydomonas reinhardtii) sample. The developed Lipid Search module extension of MZmine 2 supports the identification of lipids as far as double bond position level.
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Affiliation(s)
- Ansgar Korf
- Institute of Inorganic and Analytical Chemistry , University of Münster , Corrensstraße 30 , 48149 Münster , Germany
| | - Viola Jeck
- Institute of Inorganic and Analytical Chemistry , University of Münster , Corrensstraße 30 , 48149 Münster , Germany
| | - Robin Schmid
- Institute of Inorganic and Analytical Chemistry , University of Münster , Corrensstraße 30 , 48149 Münster , Germany
| | - Patrick O Helmer
- Institute of Inorganic and Analytical Chemistry , University of Münster , Corrensstraße 30 , 48149 Münster , Germany
| | - Heiko Hayen
- Institute of Inorganic and Analytical Chemistry , University of Münster , Corrensstraße 30 , 48149 Münster , Germany
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36
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Abstract
Due to their role in cellular structure, energetics, and signaling, characterization of changes in cellular and extracellular lipid composition is of key importance to understand cancer biology. In addition, several mass spectrometry-based profiling as well as imaging studies have indicated that lipid molecules may be useful to augment existing biochemical and histopathological methods for diagnosis, staging, and prognosis of cancer. Therefore, analysis of lipidomic changes associated with cancer cells and tumor tissues can be useful for both fundamental and translational studies. Here, we provide a high-throughput single-extraction-based method that can be used for simultaneous lipidomic and metabolomic analysis of cancer cells or healthy or tumor tissue samples. In this chapter, a modified Bligh-Dyer method is described for extraction of lipids followed by analysis of fatty acid composition by gas chromatography-mass spectrometry (GC-MS) or untargeted lipidomics using electrospray ionization mass spectrometry (ESIMS) coupled with reverse-phase (RP) ultraperformance liquid chromatography (UPLC) followed by multivariate data analysis to identify features of interest.
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Affiliation(s)
- Sk Ramiz Islam
- Biophysics and Structural Genomics Division, Saha Institute of Nuclear Physics (HBNI), Kolkata, India
| | - Soumen Kanti Manna
- Biophysics and Structural Genomics Division, Saha Institute of Nuclear Physics (HBNI), Kolkata, India.
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Gathungu RM, Larrea P, Sniatynski MJ, Marur VR, Bowden JA, Koelmel JP, Starke-Reed P, Hubbard VS, Kristal BS. Optimization of Electrospray Ionization Source Parameters for Lipidomics To Reduce Misannotation of In-Source Fragments as Precursor Ions. Anal Chem 2018; 90:13523-13532. [PMID: 30265528 PMCID: PMC6297073 DOI: 10.1021/acs.analchem.8b03436] [Citation(s) in RCA: 49] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022]
Abstract
Lipidomics requires the accurate annotation of lipids in complex samples to enable determination of their biological relevance. We demonstrate that unintentional in-source fragmentation (ISF, common in lipidomics) generates ions that have identical masses to other lipids. Lysophosphatidylcholines (LPC), for example, generate in-source fragments with the same mass as free fatty acids and lysophosphatidylethanolamines (LPE). The misannotation of in-source fragments as true lipids is particularly insidious in complex matrixes since most masses are initially unannotated and comprehensive lipid standards are unavailable. Indeed, we show such LPE/LPC misannotations are incorporated in the data submitted to the National Institute of Standards and Technology (NIST) interlaboratory comparison exercise. Computer simulations exhaustively identified potential misannotations. The selection of in-source fragments of highly abundant lipids as features, instead of the correct recognition of trace lipids, can potentially lead to (i) missing the biologically relevant lipids (i.e., a false negative) and/or (ii) incorrect assignation of a phenotype to an incorrect lipid (i.e., false positive). When ISF is not eliminated in the negative ion mode, ∼40% of the 100 most abundant masses corresponding to unique phospholipids measured in plasma were artifacts from ISF. We show that chromatographic separation and ion intensity considerations assist in distinguishing precursor ions from in-source fragments, suggesting ISF may be especially problematic when complex samples are analyzed via shotgun lipidomics. We also conduct a systematic evaluation of electrospray ionization (ESI) source parameters on an Exactive equipped with a heated electrospray ionization (HESI-II) source with the objective of obtaining uniformly appropriate source conditions for a wide range of lipids, while, at the same time, reducing in-source fragmentation.
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Affiliation(s)
- Rose M. Gathungu
- Department of Medicine, Division of Sleep and Circadian Disorders, Brigham and Women’s Hospital and Department of Medicine, Division of Sleep Medicine, Harvard Medical School, Boston, MA 02115
| | - Pablo Larrea
- Department of Medicine, Division of Sleep and Circadian Disorders, Brigham and Women’s Hospital and Department of Medicine, Division of Sleep Medicine, Harvard Medical School, Boston, MA 02115
| | - Matthew J. Sniatynski
- Department of Medicine, Division of Sleep and Circadian Disorders, Brigham and Women’s Hospital and Department of Medicine, Division of Sleep Medicine, Harvard Medical School, Boston, MA 02115
| | - Vasant R. Marur
- Department of Medicine, Division of Sleep and Circadian Disorders, Brigham and Women’s Hospital and Department of Medicine, Division of Sleep Medicine, Harvard Medical School, Boston, MA 02115
| | - John A. Bowden
- Center for Environmental and Human Toxicology, Department of Physiological Sciences, College of Veterinary Medicine, University of Florida, Gainesville, FL, 32610
- National Institute of Standards and Technology, Hollings Marine Laboratory, Charleston, SC 29412
| | - Jeremy P. Koelmel
- Department of Pathology, Immunology, and Laboratory Medicine, College of Medicine, University of Florida, Gainesville, FL 32610
| | - Pamela Starke-Reed
- Deputy Director, NIH Division of Nutrition Research Coordination, Bethesda, MD 20892
| | - Van S. Hubbard
- Director, NIH Division of Nutrition Research Coordination, Bethesda, MD 20892
| | - Bruce S. Kristal
- Department of Medicine, Division of Sleep and Circadian Disorders, Brigham and Women’s Hospital and Department of Medicine, Division of Sleep Medicine, Harvard Medical School, Boston, MA 02115
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Triebl A, Wenk MR. Analytical Considerations of Stable Isotope Labelling in Lipidomics. Biomolecules 2018; 8:biom8040151. [PMID: 30453585 PMCID: PMC6315579 DOI: 10.3390/biom8040151] [Citation(s) in RCA: 27] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/30/2018] [Revised: 11/12/2018] [Accepted: 11/13/2018] [Indexed: 12/26/2022] Open
Abstract
Over the last two decades, lipids have come to be understood as far more than merely components of cellular membranes and forms of energy storage, and are now also being implicated to play important roles in a variety of diseases, with lipid biomarker research one of the most widespread applications of lipidomic techniques both in research and in clinical settings. Stable isotope labelling has become a staple technique in the analysis of small molecule metabolism and dynamics, as it is the only experimental setup by which biosynthesis, remodelling and degradation of biomolecules can be directly measured. Using state-of-the-art analytical technologies such as chromatography-coupled high resolution tandem mass spectrometry, the stable isotope label can be precisely localized and quantified within the biomolecules. The application of stable isotope labelling to lipidomics is however complicated by the diversity of lipids and the complexity of the necessary data analysis. This article discusses key experimental aspects of stable isotope labelling in the field of mass spectrometry-based lipidomics, summarizes current applications and provides an outlook on future developments and potential.
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Affiliation(s)
- Alexander Triebl
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore; Singapore 117596, Singapore.
| | - Markus R Wenk
- Department of Biochemistry, Yong Loo Lin School of Medicine, National University of Singapore; Singapore 117596, Singapore.
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Ma Q, Adua E, Boyce MC, Li X, Ji G, Wang W. IMass Time: The Future, in Future! ACTA ACUST UNITED AC 2018; 22:679-695. [PMID: 30457467 DOI: 10.1089/omi.2018.0162] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Qingwei Ma
- Bioyong (Beijing) Technology Co., Ltd., Beijing, China
| | - Eric Adua
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia
| | - Mary C. Boyce
- School of Science, Edith Cowan University, Joondalup, Australia
| | - Xingang Li
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia
| | - Guang Ji
- China-Canada Centre of Research for Digestive Diseases, University of Ottawa, Ottawa, Canada
- Institute of Digestive Diseases, Longhua Hospital, Shanghai University of Traditional Chinese Medicine, Shanghai, China
| | - Wei Wang
- School of Medical and Health Sciences, Edith Cowan University, Joondalup, Australia
- School of Public Health, Taishan Medical University, Taian, China
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40
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Hsu FF. Mass spectrometry-based shotgun lipidomics - a critical review from the technical point of view. Anal Bioanal Chem 2018; 410:6387-6409. [PMID: 30094786 PMCID: PMC6195124 DOI: 10.1007/s00216-018-1252-y] [Citation(s) in RCA: 99] [Impact Index Per Article: 14.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2018] [Revised: 07/03/2018] [Accepted: 07/06/2018] [Indexed: 11/24/2022]
Abstract
Over the past decade, mass spectrometry (MS)-based "shotgun lipidomics" has emerged as a powerful tool for quantitative and qualitative analysis of the complex lipids in the biological system. The aim of this critical review is to give the interested reader a concise overview of the current state of the technology, focused on lipidomic analysis by mass spectrometry. The pros and cons, and pitfalls associated with each available "shotgun lipidomics" method are discussed; and the new strategies for improving the current methods are described. A list of important papers and reviews that are sufficient rather than comprehensive, covering all the aspects of lipidomics including the workflow, methodology, and fundamentals is also compiled for readers to follow. Graphical abstract ᅟ.
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Affiliation(s)
- Fong-Fu Hsu
- Mass Spectrometry Resource, Division of Endocrinology, Diabetes, Metabolism, and Lipid Research, Department of Internal Medicine, Washington University School of Medicine, 660 S Euclid, St. Louis, MO, 63110, USA.
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Wang C, Wang C, Liu F, Rainosek S, Patterson TA, Slikker W, Han X. Lipidomics Reveals Changes in Metabolism, Indicative of Anesthetic-Induced Neurotoxicity in Developing Brains. Chem Res Toxicol 2018; 31:825-835. [PMID: 30132657 DOI: 10.1021/acs.chemrestox.8b00186] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Numerous studies have demonstrated that treatment with high dose anesthetics for a prolonged duration induces brain injury in infants. However, whether anesthetic treatment leading to neurotoxicity is associated with alterations in lipid metabolism and homeostasis is still unclear. This review first outlines the lipidomics tools for analysis of lipid molecular species that can inform alterations in lipid species after anesthetic exposure. Then the available data indicating anesthetics cause changes in lipid profiles in the brain and serum of infant monkeys in preclinical studies are summarized, and the potential mechanisms leading to the altered lipid metabolism and their association with anesthetic-induced brain injury are also discussed. Finally, whether lipid changes identified in serum of infant monkeys can serve as indicators for the early detection of anesthetic-induced brain injury is described. We believe extensive studies on alterations in lipids after exposure to anesthetics will allow us to better understand anesthetic-induced neurotoxicity, unravel its underlying biochemical mechanisms, and develop powerful biomarkers for early detection/monitoring of the toxicity.
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Affiliation(s)
| | | | | | - Shuo Rainosek
- Department of Anesthesiology , Central Arkansas Veterans Health System , 4300 West Seventh Street, VA 704-110 , Little Rock , Arkansas 72205 , United States
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42
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De Vijlder T, Valkenborg D, Lemière F, Romijn EP, Laukens K, Cuyckens F. A tutorial in small molecule identification via electrospray ionization-mass spectrometry: The practical art of structural elucidation. MASS SPECTROMETRY REVIEWS 2018; 37:607-629. [PMID: 29120505 PMCID: PMC6099382 DOI: 10.1002/mas.21551] [Citation(s) in RCA: 135] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/03/2017] [Accepted: 10/03/2017] [Indexed: 05/10/2023]
Abstract
The identification of unknown molecules has been one of the cornerstone applications of mass spectrometry for decades. This tutorial reviews the basics of the interpretation of electrospray ionization-based MS and MS/MS spectra in order to identify small-molecule analytes (typically below 2000 Da). Most of what is discussed in this tutorial also applies to other atmospheric pressure ionization methods like atmospheric pressure chemical/photoionization. We focus primarily on the fundamental steps of MS-based structural elucidation of individual unknown compounds, rather than describing strategies for large-scale identification in complex samples. We critically discuss topics like the detection of protonated and deprotonated ions ([M + H]+ and [M - H]- ) as well as other adduct ions, the determination of the molecular formula, and provide some basic rules on the interpretation of product ion spectra. Our tutorial focuses primarily on the fundamental steps of MS-based structural elucidation of individual unknown compounds (eg, contaminants in chemical production, pharmacological alteration of drugs), rather than describing strategies for large-scale identification in complex samples. This tutorial also discusses strategies to obtain useful orthogonal information (UV/Vis, H/D exchange, chemical derivatization, etc) and offers an overview of the different informatics tools and approaches that can be used for structural elucidation of small molecules. It is primarily intended for beginning mass spectrometrists and researchers from other mass spectrometry sub-disciplines that want to get acquainted with structural elucidation are interested in some practical tips and tricks.
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Affiliation(s)
- Thomas De Vijlder
- Pharmaceutical Development & Manufacturing Sciences (PDMS)Janssen Research & DevelopmentBeerseBelgium
| | - Dirk Valkenborg
- Interuniversity Institute for Biostatistics and Statistical BioinformaticsHasselt UniversityDiepenbeekBelgium
- Center for Proteomics (CFP)University of AntwerpAntwerpBelgium
- Flemish Institute for Technological Research (VITO)MolBelgium
| | - Filip Lemière
- Center for Proteomics (CFP)University of AntwerpAntwerpBelgium
- Department of Chemistry, Biomolecular and Analytical Mass SpectrometryUniversity of AntwerpAntwerpBelgium
| | - Edwin P. Romijn
- Pharmaceutical Development & Manufacturing Sciences (PDMS)Janssen Research & DevelopmentBeerseBelgium
| | - Kris Laukens
- Department of Mathematics and Computer Science, Advanced Database Research and Modelling (ADReM)University of AntwerpAntwerpBelgium
- Biomedical Informatics Network Antwerp (Biomina)University of AntwerpAntwerpBelgium
| | - Filip Cuyckens
- Pharmacokinetics, Dynamics & MetabolismJanssen Research & DevelopmentBeerseBelgium
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43
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Rampler E, Schoeny H, Mitic BM, El Abiead Y, Schwaiger M, Koellensperger G. Simultaneous non-polar and polar lipid analysis by on-line combination of HILIC, RP and high resolution MS. Analyst 2018; 143:1250-1258. [PMID: 29431763 DOI: 10.1039/c7an01984j] [Citation(s) in RCA: 32] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Given the chemical diversity of lipids and their biological relevance, suitable methods for lipid profiling and quantification are demanded to reduce sample complexity and analysis times. In this work, we present a novel on-line chromatographic method coupling hydrophilic interaction liquid chromatography (HILIC) dedicated to class-specific separation of polar lipid to reversed-phase chromatography (RP) for non-polar lipid analysis. More specifically, the void volume of the HILIC separation-consisting of non-polar lipids- is transferred to the orthogonal RP column enabling the on-line combination of HILIC with RP without any dilution in the second dimension. In this setup the orthogonal HILIC and RP separations were performed in parallel and the effluents of both columns were combined prior to high-resolution MS detection, offering the full separation space in one analytical run. Rapid separation for both polar and non-polar lipids within only 15 min (including reequilibration time) was enabled using sub-2 μm particles and UHPLC. The method proved to be robust with excellent retention time stability (RSDs < 1%) and LODs in the fmol to pmol (absolute on column) range even in the presence of complex biological matrix such as human plasma. The presented high-resolution LC-MS/MS method leads to class-specific separation of polar lipids and separation of non-polar lipids which is lost in conventional HILIC separations. HILIC-RP-MS is a promising tool for targeted and untargeted lipidomics workflows as three interesting features are combined namely (1) the decreased run time of state of the art shotgun MS methods, (2) the elevated linear dynamic range inherent to chromatographic separation and (3) increased level of identification by separation of polar and non-polar lipid classes.
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Affiliation(s)
- Evelyn Rampler
- Department of Analytical Chemistry, Faculty of Chemistry, University of Vienna, Währingerstr. 38, 1090 Vienna, Austria.
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44
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Knittelfelder O, Traikov S, Vvedenskaya O, Schuhmann A, Segeletz S, Shevchenko A, Shevchenko A. Shotgun Lipidomics Combined with Laser Capture Microdissection: A Tool To Analyze Histological Zones in Cryosections of Tissues. Anal Chem 2018; 90:9868-9878. [PMID: 30004672 DOI: 10.1021/acs.analchem.8b02004] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
Shotgun analysis provides a quantitative snapshot of the lipidome composition of cells, tissues, or model organisms; however, it does not elucidate the spatial distribution of lipids. Here we demonstrate that shotgun analysis could quantify low-picomole amounts of lipids isolated by laser capture microdissection (LCM) of hundred micrometer-sized histological zones visualized at the cryosections of tissues. We identified metabolically distinct periportal (pp) and pericentral (pc) zones by immunostaining of 20 μm thick cryosections of a healthy mouse liver. LCM was used to ablate, catapult, and collect the tissue material from 10 to 20 individual zones covering a total area of 0.3-0.5 mm2 and containing ca. 500 cells. Top-down shotgun profiling relying upon computational stitching of 61 targeted selective ion monitoring ( t-SIM) spectra quantified more than 200 lipid species from 17 lipid classes including glycero- and glycerophospholipids, sphingolipids, cholesterol esters, and cholesterol. Shotgun LCM revealed the overall commonality of the full lipidome composition of pp and pc zones along with significant ( p < 0.001) difference in the relative abundance of 13 lipid species. Follow-up proteomics analyses of pellets recovered from an aqueous phase saved after the lipid extraction identified 13 known and 7 new protein markers exclusively present in pp or in pc zones and independently validated the specificity of their visualization, isolation, and histological assignment.
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Affiliation(s)
- Oskar Knittelfelder
- Max Planck Institute of Molecular Cell Biology and Genetics , Pfotenhauerstrasse 108 , 01307 Dresden , Germany
| | - Sofia Traikov
- Max Planck Institute of Molecular Cell Biology and Genetics , Pfotenhauerstrasse 108 , 01307 Dresden , Germany
| | - Olga Vvedenskaya
- Max Planck Institute of Molecular Cell Biology and Genetics , Pfotenhauerstrasse 108 , 01307 Dresden , Germany
| | - Andrea Schuhmann
- Max Planck Institute of Molecular Cell Biology and Genetics , Pfotenhauerstrasse 108 , 01307 Dresden , Germany
| | - Sandra Segeletz
- Max Planck Institute of Molecular Cell Biology and Genetics , Pfotenhauerstrasse 108 , 01307 Dresden , Germany
| | - Anna Shevchenko
- Max Planck Institute of Molecular Cell Biology and Genetics , Pfotenhauerstrasse 108 , 01307 Dresden , Germany
| | - Andrej Shevchenko
- Max Planck Institute of Molecular Cell Biology and Genetics , Pfotenhauerstrasse 108 , 01307 Dresden , Germany
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45
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Hofmann S, Krajewski M, Scherer C, Scholz V, Mordhorst V, Truschow P, Schöbel A, Reimer R, Schwudke D, Herker E. Complex lipid metabolic remodeling is required for efficient hepatitis C virus replication. Biochim Biophys Acta Mol Cell Biol Lipids 2018; 1863:1041-1056. [PMID: 29885363 DOI: 10.1016/j.bbalip.2018.06.002] [Citation(s) in RCA: 57] [Impact Index Per Article: 8.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/21/2017] [Revised: 03/16/2018] [Accepted: 06/01/2018] [Indexed: 12/12/2022]
Abstract
The hepatitis C virus (HCV) life cycle is tightly linked to the host cell lipid metabolism with the endoplasmic reticulum-derived membranous web harboring viral RNA replication complexes and lipid droplets as virion assembly sites. To investigate HCV-induced changes in the lipid composition, we performed quantitative shotgun lipidomic studies of whole cell extracts and subcellular compartments. Our results indicate that HCV infection reduces the ratio of neutral to membrane lipids. While the amount of neutral lipids and lipid droplet morphology were unchanged, membrane lipids, especially cholesterol and phospholipids, accumulated in the microsomal fraction in HCV-infected cells. In addition, HCV-infected cells had a higher relative abundance of phosphatidylcholines and triglycerides with longer fatty acyl chains and a strikingly increased utilization of C18 fatty acids, most prominently oleic acid (FA [18:1]). Accordingly, depletion of fatty acid elongases and desaturases impaired HCV replication. Moreover, the analysis of free fatty acids revealed increased levels of polyunsaturated fatty acids (PUFAs) caused by HCV infection. Interestingly, inhibition of the PUFA synthesis pathway via knockdown of the rate-limiting Δ6-desaturase enzyme or by treatment with a high dose of a small-molecule inhibitor impaired viral progeny production, indicating that elevated PUFAs are needed for virion morphogenesis. In contrast, pretreatment with low inhibitor concentrations promoted HCV translation and/or early RNA replication. Taken together our results demonstrate the complex remodeling of the host cell lipid metabolism induced by HCV to enhance both virus replication and progeny production.
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Affiliation(s)
- Sarah Hofmann
- Heinrich Pette Institute, Leibniz Institute for Experimental Virology, Martinistrasse 52, 20251 Hamburg, Germany
| | - Matthias Krajewski
- Division of Bioanalytical Chemistry, Research Center Borstel - Leibniz Lung Center, Parkallee 10, 23845 Borstel, Germany
| | - Christina Scherer
- Heinrich Pette Institute, Leibniz Institute for Experimental Virology, Martinistrasse 52, 20251 Hamburg, Germany
| | - Verena Scholz
- Division of Bioanalytical Chemistry, Research Center Borstel - Leibniz Lung Center, Parkallee 10, 23845 Borstel, Germany
| | - Valerie Mordhorst
- Heinrich Pette Institute, Leibniz Institute for Experimental Virology, Martinistrasse 52, 20251 Hamburg, Germany
| | - Pavel Truschow
- Heinrich Pette Institute, Leibniz Institute for Experimental Virology, Martinistrasse 52, 20251 Hamburg, Germany
| | - Anja Schöbel
- Heinrich Pette Institute, Leibniz Institute for Experimental Virology, Martinistrasse 52, 20251 Hamburg, Germany
| | - Rudolph Reimer
- Heinrich Pette Institute, Leibniz Institute for Experimental Virology, Martinistrasse 52, 20251 Hamburg, Germany
| | - Dominik Schwudke
- Division of Bioanalytical Chemistry, Research Center Borstel - Leibniz Lung Center, Parkallee 10, 23845 Borstel, Germany
| | - Eva Herker
- Heinrich Pette Institute, Leibniz Institute for Experimental Virology, Martinistrasse 52, 20251 Hamburg, Germany.
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Abstract
Abstract
Recommendations are given concerning the terminology of methods of bioanalytical chemistry. With respect to dynamic development particularly in the analysis and investigation of biomacromolecules, terms related to bioanalytical samples, enzymatic methods, immunoanalytical methods, methods used in genomics and nucleic acid analysis, proteomics, metabolomics, glycomics, lipidomics, and biomolecules interaction studies are introduced.
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47
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Rampler E, Criscuolo A, Zeller M, El Abiead Y, Schoeny H, Hermann G, Sokol E, Cook K, Peake DA, Delanghe B, Koellensperger G. A Novel Lipidomics Workflow for Improved Human Plasma Identification and Quantification Using RPLC-MSn Methods and Isotope Dilution Strategies. Anal Chem 2018; 90:6494-6501. [PMID: 29708737 DOI: 10.1021/acs.analchem.7b05382] [Citation(s) in RCA: 63] [Impact Index Per Article: 9.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/06/2023]
Abstract
Lipid identification and quantification are essential objectives in comprehensive lipidomics studies challenged by the high number of lipids, their chemical diversity, and their dynamic range. In this work, we developed a tailored method for profiling and quantification combining (1) isotope dilution, (2) enhanced isomer separation by C30 fused-core reversed-phase material, and (3) parallel Orbitrap and ion trap detection by the Orbitrap Fusion Lumos Tribid mass spectrometer. The combination of parallelizable ion analysis without time loss together with different fragmentation techniques (HCD/CID) and an inclusion list led to higher quality in lipid identifications exemplified in human plasma and yeast samples. Moreover, we used lipidome isotope-labeling of yeast (LILY)-a fast and efficient in vivo labeling strategy in Pichia pastoris-to produce (nonradioactive) isotopically labeled eukaryotic lipid standards in yeast. We integrated the 13C lipids in the LC-MS workflow to enable relative and absolute compound-specific quantification in yeast and human plasma samples by isotope dilution. Label-free and compound-specific quantification was validated by comparison against a recent international interlaboratory study on human plasma SRM 1950. In this way, we were able to prove that LILY enabled quantification leads to accurate results, even in complex matrices. Excellent analytical figures of merit with enhanced trueness, precision and linearity over 4-5 orders of magnitude were observed applying compound-specific quantification with 13C-labeled lipids. We strongly believe that lipidomics studies will benefit from incorporating isotope dilution and LC-MSn strategies.
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Affiliation(s)
- Evelyn Rampler
- Department of Analytical Chemistry, Faculty of Chemistry , University of Vienna , Währingerstrasse 38 , 1090 Vienna , Austria.,Vienna Metabolomics Center (VIME) , University of Vienna , Althanstraße 14 , 1090 Vienna , Austria.,Chemistry Meets Microbiology , Althanstraße 14 , 1090 Vienna , Austria
| | - Angela Criscuolo
- Thermo Fisher Scientific (Bremen GmbH) , Hanna-Kunath-Str. 11 , 28199 Bremen , Germany.,Institute of Bioanalytical Chemistry, Faculty of Chemistry and Mineralogy , Universität Leipzig , Leipzig , Germany
| | - Martin Zeller
- Thermo Fisher Scientific (Bremen GmbH) , Hanna-Kunath-Str. 11 , 28199 Bremen , Germany
| | - Yasin El Abiead
- Department of Analytical Chemistry, Faculty of Chemistry , University of Vienna , Währingerstrasse 38 , 1090 Vienna , Austria
| | - Harald Schoeny
- Department of Analytical Chemistry, Faculty of Chemistry , University of Vienna , Währingerstrasse 38 , 1090 Vienna , Austria
| | - Gerrit Hermann
- Department of Analytical Chemistry, Faculty of Chemistry , University of Vienna , Währingerstrasse 38 , 1090 Vienna , Austria.,ISOtopic solutions , Währingerstrasse 38 , 1090 Vienna , Austria
| | - Elena Sokol
- Thermo Fisher Scientific , 1 Boundary Park , Hemel Hempstead HP2 7GE , United Kingdom
| | - Ken Cook
- Thermo Fisher Scientific , 1 Boundary Park , Hemel Hempstead HP2 7GE , United Kingdom
| | - David A Peake
- Thermo Fisher Scientific , 355 River Oaks Parkway , 95134 San Jose , California United States
| | - Bernard Delanghe
- Thermo Fisher Scientific (Bremen GmbH) , Hanna-Kunath-Str. 11 , 28199 Bremen , Germany
| | - Gunda Koellensperger
- Department of Analytical Chemistry, Faculty of Chemistry , University of Vienna , Währingerstrasse 38 , 1090 Vienna , Austria.,Vienna Metabolomics Center (VIME) , University of Vienna , Althanstraße 14 , 1090 Vienna , Austria.,Chemistry Meets Microbiology , Althanstraße 14 , 1090 Vienna , Austria
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48
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Frick M, Hofmann T, Haupt C, Schmidt C. A novel sample preparation strategy for shotgun lipidomics of phospholipids employing multilamellar vesicles. Anal Bioanal Chem 2018; 410:4253-4258. [PMID: 29736703 PMCID: PMC6021460 DOI: 10.1007/s00216-018-1113-8] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/26/2018] [Revised: 04/19/2018] [Accepted: 04/25/2018] [Indexed: 11/07/2022]
Abstract
The identification of lipids in biological samples is gaining importance. The advent of mass spectrometry-based lipidomics accelerated the field allowing nowadays for identification and quantification of complete lipidomes. However, due to solubility difficulties and varying properties of different lipid classes, sample preparation for lipidomics is still an issue. Of the many lipid classes, phospholipids are the major components of biological membranes. In solution, they spontaneously form lipid vesicles of various structures such as liposomes. They are therefore often used as membrane mimics when studying biological membranes and membrane proteins. Here, we present a novel sample preparation strategy for shotgun lipidomics employing liposomes prepared from lipid standards or lipid mixtures allowing the analysis of phospholipids directly from lipid bilayers. We validated our strategy for lipid identification by tandem mass spectrometry in positive or negative ion mode using different phospholipid species from various classes. We further tested our strategy for relative quantification by mixing different ratios of phospholipid species as well as determining the distribution of lipid species in a natural lipid extract. ᅟ ![]()
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Affiliation(s)
- Melissa Frick
- Interdisciplinary Research Center HALOmem, Charles Tanford Protein Center, Martin Luther University Halle-Wittenberg, Kurt-Mothes-Str. 3a, 06120, Halle (Saale), Germany
| | - Tommy Hofmann
- Interdisciplinary Research Center HALOmem, Charles Tanford Protein Center, Martin Luther University Halle-Wittenberg, Kurt-Mothes-Str. 3a, 06120, Halle (Saale), Germany
| | - Caroline Haupt
- Interdisciplinary Research Center HALOmem, Charles Tanford Protein Center, Martin Luther University Halle-Wittenberg, Kurt-Mothes-Str. 3a, 06120, Halle (Saale), Germany
| | - Carla Schmidt
- Interdisciplinary Research Center HALOmem, Charles Tanford Protein Center, Martin Luther University Halle-Wittenberg, Kurt-Mothes-Str. 3a, 06120, Halle (Saale), Germany.
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49
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Franco J, Ferreira C, Paschoal Sobreira TJ, Sundberg JP, HogenEsch H. Profiling of epidermal lipids in a mouse model of dermatitis: Identification of potential biomarkers. PLoS One 2018; 13:e0196595. [PMID: 29698466 PMCID: PMC5919619 DOI: 10.1371/journal.pone.0196595] [Citation(s) in RCA: 25] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/11/2017] [Accepted: 04/16/2018] [Indexed: 12/22/2022] Open
Abstract
Lipids are important structural and functional components of the skin. Alterations in the lipid composition of the epidermis are associated with inflammation and can affect the barrier function of the skin. SHARPIN-deficient cpdm mice develop a chronic dermatitis with similarities to atopic dermatitis in humans. Here, we used a recently-developed approach named multiple reaction monitoring (MRM)-profiling and single ion monitoring to rapidly identify discriminative lipid ions. Shorter fatty acyl residues and increased relative amounts of sphingosine ceramides were observed in cpdm epidermis compared to wild type mice. These changes were accompanied by downregulation of the Fasn gene which encodes fatty acid synthase. A profile of diverse lipids was generated by fast screening of over 300 transitions (ion pairs). Tentative attribution of the most significant transitions was confirmed by product ion scan (MS/MS), and the MRM-profiling linear intensity response was validated with a C17-ceramide lipid standard. Relative quantification of sphingosine ceramides CerAS(d18:1/24:0)2OH, CerAS(d18:1/16:0)2OH and CerNS(d18:1/16:0) discriminated between the two groups with 100% accuracy, while the free fatty acids cerotic acid, 16-hydroxy palmitic acid, and docosahexaenoic acid (DHA) had 96.4% of accuracy. Validation by liquid chromatography tandem mass spectrometry (LC-MS/MS) of the above-mentioned ceramides was in agreement with MRM-profiling results. Identification and rapid monitoring of these lipids represent a tool to assess therapeutic outcomes in SHARPIN-deficient mice and other mouse models of dermatitis and may have diagnostic utility in atopic dermatitis.
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Affiliation(s)
- Jackeline Franco
- Department of Comparative Pathobiology, Purdue University, West Lafayette, Indiana, United States of America
| | - Christina Ferreira
- Metabolite Profiling Facility, Bindley Bioscience Center, Purdue University, West Lafayette, Indiana, United States of America
| | - Tiago J. Paschoal Sobreira
- Metabolite Profiling Facility, Bindley Bioscience Center, Purdue University, West Lafayette, Indiana, United States of America
| | - John P. Sundberg
- The Jackson Laboratory, Bar Harbor, Maine, United States of America
| | - Harm HogenEsch
- Department of Comparative Pathobiology, Purdue University, West Lafayette, Indiana, United States of America
- The Jackson Laboratory, Bar Harbor, Maine, United States of America
- Purdue Institute of Inflammation, Immunology and Infectious Diseases, Purdue University, West Lafayette, Indiana, United States of America
- * E-mail:
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50
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Müller C, Hardt M, Schwudke D, Neuman BW, Pleschka S, Ziebuhr J. Inhibition of Cytosolic Phospholipase A 2α Impairs an Early Step of Coronavirus Replication in Cell Culture. J Virol 2018; 92:e01463-17. [PMID: 29167338 PMCID: PMC5790932 DOI: 10.1128/jvi.01463-17] [Citation(s) in RCA: 90] [Impact Index Per Article: 12.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/25/2017] [Accepted: 11/14/2017] [Indexed: 12/15/2022] Open
Abstract
Coronavirus replication is associated with intracellular membrane rearrangements in infected cells, resulting in the formation of double-membrane vesicles (DMVs) and other membranous structures that are referred to as replicative organelles (ROs). The latter provide a structural scaffold for viral replication/transcription complexes (RTCs) and help to sequester RTC components from recognition by cellular factors involved in antiviral host responses. There is increasing evidence that plus-strand RNA (+RNA) virus replication, including RO formation and virion morphogenesis, affects cellular lipid metabolism and critically depends on enzymes involved in lipid synthesis and processing. Here, we investigated the role of cytosolic phospholipase A2α (cPLA2α) in coronavirus replication using a low-molecular-weight nonpeptidic inhibitor, pyrrolidine-2 (Py-2). The inhibition of cPLA2α activity, which produces lysophospholipids (LPLs) by cleaving at the sn-2 position of phospholipids, had profound effects on viral RNA and protein accumulation in human coronavirus 229E-infected Huh-7 cells. Transmission electron microscopy revealed that DMV formation in infected cells was significantly reduced in the presence of the inhibitor. Furthermore, we found that (i) viral RTCs colocalized with LPL-containing membranes, (ii) cellular LPL concentrations were increased in coronavirus-infected cells, and (iii) this increase was diminished in the presence of the cPLA2α inhibitor Py-2. Py-2 also displayed antiviral activities against other viruses representing the Coronaviridae and Togaviridae families, while members of the Picornaviridae were not affected. Taken together, the study provides evidence that cPLA2α activity is critically involved in the replication of various +RNA virus families and may thus represent a candidate target for broad-spectrum antiviral drug development.IMPORTANCE Examples of highly conserved RNA virus proteins that qualify as drug targets for broad-spectrum antivirals remain scarce, resulting in increased efforts to identify and specifically inhibit cellular functions that are essential for the replication of RNA viruses belonging to different genera and families. The present study supports and extends previous conclusions that enzymes involved in cellular lipid metabolism may be tractable targets for broad-spectrum antivirals. We obtained evidence to show that a cellular phospholipase, cPLA2α, which releases fatty acid from the sn-2 position of membrane-associated glycerophospholipids, is critically involved in coronavirus replication, most likely by producing lysophospholipids that are required to form the specialized membrane compartments in which viral RNA synthesis takes place. The importance of this enzyme in coronavirus replication and DMV formation is supported by several lines of evidence, including confocal and electron microscopy, viral replication, and lipidomics studies of coronavirus-infected cells treated with a highly specific cPLA2α inhibitor.
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Affiliation(s)
- Christin Müller
- Institute of Medical Virology, Justus Liebig University Giessen, Giessen, Germany
| | - Martin Hardt
- Imaging Unit, Biomedical Research Center, Justus Liebig University Giessen, Giessen, Germany
| | - Dominik Schwudke
- Division of Bioanalytical Chemistry, Priority Area Infection, Research Center Borstel, Leibniz Center for Medicine and Bioscience, Borstel, Germany
| | | | - Stephan Pleschka
- Institute of Medical Virology, Justus Liebig University Giessen, Giessen, Germany
| | - John Ziebuhr
- Institute of Medical Virology, Justus Liebig University Giessen, Giessen, Germany
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