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Petrak J, Tevosian SG, Richter S, Ghayee HK. Metabolomics and proteomics in pheochromocytoma and paraganglioma: Translating biochemistry and biology to bedside. Best Pract Res Clin Endocrinol Metab 2024:101935. [PMID: 39299859 DOI: 10.1016/j.beem.2024.101935] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 09/22/2024]
Abstract
The complexity of omes - the key cellular ensembles (genome and epigenome, transcriptome, proteome, and metabolome) - is becoming increasingly understood in terms of big-data analysis, the omics. Amongst these, proteomics provides a global description of quantitative and qualitative alterations of protein expression (or protein abundance in body fluids) in response to physiologic or pathologic processes while metabolomics offers a functional portrait of the physiological state by quantifying metabolite abundances in biological samples. Here, we summarize how different techniques of proteomic and metabolic analysis can be used to define key biochemical characteristics of pheochromocytomas/paragangliomas (PPGL). The significance of omics in understanding features of PPGL biology that might translate to improved diagnosis and treatment will be highlighted.
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Affiliation(s)
- Jiri Petrak
- BIOCEV, First Faculty of Medicine, Charles University, Vestec, Czech Republic.
| | - Sergei G Tevosian
- Department of Physiological Sciences, University of Florida, Gainesville, FL, USA
| | - Susan Richter
- Institute of Clinical Chemistry and Laboratory Medicine, Medical Faculty Carl Gustav Carus, University Hospital Carl Gustav Carus, Technische Universität Dresden, Dresden, Germany
| | - Hans K Ghayee
- Department of Medicine, Division of Endocrinology & Metabolism, Malcom Randall VA Medical Center, University of Florida, Gainesville, FL, USA.
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House RRJ, Soper-Hopper MT, Vincent MP, Ellis AE, Capan CD, Madaj ZB, Wolfrum E, Isaguirre CN, Castello CD, Johnson AB, Escobar Galvis ML, Williams KS, Lee H, Sheldon RD. A diverse proteome is present and enzymatically active in metabolite extracts. Nat Commun 2024; 15:5796. [PMID: 38987243 PMCID: PMC11237058 DOI: 10.1038/s41467-024-50128-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/26/2024] [Accepted: 07/02/2024] [Indexed: 07/12/2024] Open
Abstract
Metabolite extraction is the critical first-step in metabolomics experiments, where it is generally regarded to inactivate and remove proteins. Here, arising from efforts to improve extraction conditions for polar metabolomics, we discover a proteomic landscape of over 1000 proteins within metabolite extracts. This is a ubiquitous feature across several common extraction and sample types. By combining post-resuspension stable isotope addition and enzyme inhibitors, we demonstrate in-extract metabolite interconversions due to residual transaminase activity. We extend these findings with untargeted metabolomics where we observe extensive protein-mediated metabolite changes, including in-extract formation of glutamate dipeptide and depletion of total glutathione. Finally, we present a simple extraction workflow that integrates 3 kDa filtration for protein removal as a superior method for polar metabolomics. In this work, we uncover a previously unrecognized, protein-mediated source of observer effects in metabolomics experiments with broad-reaching implications across all research fields using metabolomics and molecular metabolism.
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Affiliation(s)
- Rachel Rae J House
- Department of Cell Biology, Van Andel Institute, Grand Rapids, MI, USA
- Department of Metabolism and Nutritional Programming, Van Andel Institute, Grand Rapids, MI, USA
- Mass Spectrometry Core, Van Andel Institute, Grand Rapids, MI, USA
| | | | | | - Abigail E Ellis
- Mass Spectrometry Core, Van Andel Institute, Grand Rapids, MI, USA
| | - Colt D Capan
- Mass Spectrometry Core, Van Andel Institute, Grand Rapids, MI, USA
| | - Zachary B Madaj
- Bioinformatics and Biostatistics Core, Van Andel Institute, Grand Rapids, MI, USA
| | - Emily Wolfrum
- Bioinformatics and Biostatistics Core, Van Andel Institute, Grand Rapids, MI, USA
| | | | | | - Amy B Johnson
- Mass Spectrometry Core, Van Andel Institute, Grand Rapids, MI, USA
| | - Martha L Escobar Galvis
- Office of the Cores, Core Technologies and Services, Van Andel Institute, Grand Rapids, MI, USA
| | - Kelsey S Williams
- Department of Metabolism and Nutritional Programming, Van Andel Institute, Grand Rapids, MI, USA
| | - Hyoungjoo Lee
- Mass Spectrometry Core, Van Andel Institute, Grand Rapids, MI, USA
| | - Ryan D Sheldon
- Mass Spectrometry Core, Van Andel Institute, Grand Rapids, MI, USA.
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Duperron S, Foucault P, Duval C, Goto M, Gallet A, Colas S, Marie B. Multi-omics analyses from a single sample: prior metabolite extraction does not alter the 16S rRNA-based characterization of prokaryotic community in a diversity of sample types. FEMS Microbiol Lett 2023; 370:fnad125. [PMID: 37996396 DOI: 10.1093/femsle/fnad125] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2023] [Revised: 10/27/2023] [Accepted: 11/22/2023] [Indexed: 11/25/2023] Open
Abstract
Massive sequencing of the 16S rRNA gene has become a standard first step to describe and compare microbial communities from various samples. Parallel analysis of high numbers of samples makes it relevant to the statistical testing of the influence of natural or experimental factors and variables. However, these descriptions fail to document changes in community or ecosystem functioning. Nontargeted metabolomics are a suitable tool to bridge this gap, yet extraction protocols are different. In this study, prokaryotic community compositions are documented by 16S rRNA gene sequencing after direct DNA extraction or after metabolites extraction followed by DNA extraction. Results obtained using the V3-V4 region on nonaxenic cultures of cyanobacteria, lake water column, biofilm, and gut of wild and lab-reared fish indicate that prior extraction of metabolites does not influence the obtained image of prokaryotic communities. This validates sequential extraction of metabolites followed by DNA as a way to combine 16S rRNA sequencing with metabolome characterization from a single sample. This approach has the potential to complement community structure characterization with a proxy of their functioning, without the uncertainties associated with the use of separate samples.
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Affiliation(s)
- Sébastien Duperron
- UMR7245 Molécules de Communication et Adaptation des Micro-Organismes, Muséum National d'Histoire Naturelle, CNRS, 12 rue Buffon, 75005 Paris, France
| | - Pierre Foucault
- UMR7245 Molécules de Communication et Adaptation des Micro-Organismes, Muséum National d'Histoire Naturelle, CNRS, 12 rue Buffon, 75005 Paris, France
- UMR7618 iEES-Paris, Sorbonne Université, 4 place Jussieu, 75005 Paris, France
| | - Charlotte Duval
- UMR7245 Molécules de Communication et Adaptation des Micro-Organismes, Muséum National d'Histoire Naturelle, CNRS, 12 rue Buffon, 75005 Paris, France
| | - Midoli Goto
- UMR7245 Molécules de Communication et Adaptation des Micro-Organismes, Muséum National d'Histoire Naturelle, CNRS, 12 rue Buffon, 75005 Paris, France
| | - Alison Gallet
- UMR7245 Molécules de Communication et Adaptation des Micro-Organismes, Muséum National d'Histoire Naturelle, CNRS, 12 rue Buffon, 75005 Paris, France
| | - Simon Colas
- Université de Pau et des Pays de l'Adour, E2S-UPPA, CNRS, IPREM, 2 Av. du Président Pierre Angot, 64053 Pau, France
| | - Benjamin Marie
- UMR7245 Molécules de Communication et Adaptation des Micro-Organismes, Muséum National d'Histoire Naturelle, CNRS, 12 rue Buffon, 75005 Paris, France
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