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Wei W, Raun SH, Long JZ. Molecular Insights From Multiomics Studies of Physical Activity. Diabetes 2024; 73:162-168. [PMID: 38241506 PMCID: PMC10796296 DOI: 10.2337/dbi23-0004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Accepted: 06/04/2023] [Indexed: 01/21/2024]
Abstract
Physical activity confers systemic health benefits and provides powerful protection against disease. There has been tremendous interest in understanding the molecular effectors of exercise that mediate these physiologic effects. The modern growth of multiomics technologies-including metabolomics, proteomics, phosphoproteomics, lipidomics, single-cell RNA sequencing, and epigenomics-has provided unparalleled opportunities to systematically investigate the molecular changes associated with physical activity on an organism-wide scale. Here, we discuss how multiomics technologies provide new insights into the systemic effects of physical activity, including the integrative responses across organs as well as the molecules and mechanisms mediating tissue communication during exercise. We also highlight critical unanswered questions that can now be addressed using these high-dimensional tools and provide perspectives on fertile future research directions.
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Affiliation(s)
- Wei Wei
- Department of Pathology, Stanford University School of Medicine, Stanford, CA
- Sarafan ChEM-H, Stanford University, Stanford, CA
| | - Steffen H. Raun
- Department of Biomedical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Jonathan Z. Long
- Department of Pathology, Stanford University School of Medicine, Stanford, CA
- Sarafan ChEM-H, Stanford University, Stanford, CA
- Stanford Diabetes Research Center, Stanford University School of Medicine, Stanford, CA
- Stanford Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA
- Wu Tsai Human Performance Alliance, Stanford University, Stanford, CA
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2
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Alvarez-Buylla A, Fischer MT, Moya Garzon MD, Rangel AE, Tapia EE, Tanzo JT, Soh HT, Coloma LA, Long JZ, O'Connell LA. Binding and sequestration of poison frog alkaloids by a plasma globulin. eLife 2023; 12:e85096. [PMID: 38206862 PMCID: PMC10783871 DOI: 10.7554/elife.85096] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2022] [Accepted: 12/07/2023] [Indexed: 01/13/2024] Open
Abstract
Alkaloids are important bioactive molecules throughout the natural world, and in many animals they serve as a source of chemical defense against predation. Dendrobatid poison frogs bioaccumulate alkaloids from their diet to make themselves toxic or unpalatable to predators. Despite the proposed roles of plasma proteins as mediators of alkaloid trafficking and bioavailability, the responsible proteins have not been identified. We use chemical approaches to show that a ~50 kDa plasma protein is the principal alkaloid-binding molecule in blood of poison frogs. Proteomic and biochemical studies establish this plasma protein to be a liver-derived alkaloid-binding globulin (ABG) that is a member of the serine-protease inhibitor (serpin) family. In addition to alkaloid-binding activity, ABG sequesters and regulates the bioavailability of 'free' plasma alkaloids in vitro. Unexpectedly, ABG is not related to saxiphilin, albumin, or other known vitamin carriers, but instead exhibits sequence and structural homology to mammalian hormone carriers and amphibian biliverdin-binding proteins. ABG represents a new small molecule binding functionality in serpin proteins, a novel mechanism of plasma alkaloid transport in poison frogs, and more broadly points toward serpins acting as tunable scaffolds for small molecule binding and transport across different organisms.
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Affiliation(s)
| | | | - Maria Dolores Moya Garzon
- Sarafan ChEM-H, Stanford UniversityStanfordUnited States
- Wu Tsai Institute for Neuroscience, Stanford UniversityStanfordUnited States
- Department of Pathology, Stanford UniversityStanfordUnited States
| | - Alexandra E Rangel
- Wu Tsai Human Performance Alliance, Stanford UniversityStanfordUnited States
| | - Elicio E Tapia
- Department of Radiology, Stanford UniversityStanfordUnited States
| | - Julia T Tanzo
- Sarafan ChEM-H, Stanford UniversityStanfordUnited States
- Wu Tsai Institute for Neuroscience, Stanford UniversityStanfordUnited States
| | - H Tom Soh
- Wu Tsai Human Performance Alliance, Stanford UniversityStanfordUnited States
- Center for Taxonomy and Morphology, Leibniz Institute for the Analysis of Biodiversity ChangeHamburgGermany
- Department of Electrical Engineering, Stanford UniversityStanfordUnited States
| | | | - Jonathan Z Long
- Sarafan ChEM-H, Stanford UniversityStanfordUnited States
- Wu Tsai Institute for Neuroscience, Stanford UniversityStanfordUnited States
- Department of Pathology, Stanford UniversityStanfordUnited States
- Centro Jambatu de Investigación y Conservación de Anfibios, Fundación JambatuSan RafaelEcuador
| | - Lauren A O'Connell
- Department of Biology, Stanford UniversityStanfordUnited States
- Wu Tsai Institute for Neuroscience, Stanford UniversityStanfordUnited States
- Stanford Diabetes Research Center, Stanford UniversityStanfordUnited States
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3
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McGary LC, Regan GL, Bearne SL. Reactive architecture profiling with a methyl acyl phosphate electrophile. BIOCHIMICA ET BIOPHYSICA ACTA. PROTEINS AND PROTEOMICS 2023; 1871:140945. [PMID: 37536394 DOI: 10.1016/j.bbapap.2023.140945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/16/2023] [Revised: 07/26/2023] [Accepted: 07/31/2023] [Indexed: 08/05/2023]
Abstract
Activity-based protein profiling has facilitated the study of the activity of enzymes in proteomes, inhibitor development, and identification of enzymes that share mechanistic and active-site architectural features. Since methyl acyl phosphate monoesters act as electrostatically selective anionic electrophiles for the covalent modification of nucleophiles that reside adjacent to cationic sites in proteins, we synthesized methyl hex-5-ynoyl phosphate (MHP) to broadly target such protein architectures. After treating the soluble proteome of Paucimonas lemoignei with MHP, biotinylating the resulting acylated proteins using click chemistry, enriching the protein adducts using streptavidin, and analyzing the proteins by LC-MS/MS, a set of 240 enzymes and 132 non-enzyme proteins were identified for a wide spectrum of biological processes and from all 7 enzyme classes. Among those enzymes identified, β-hydroxybutyrate dehydrogenase (PlHBDH) and CTP synthase (E. coli orthologue, EcCTPS) were purified as recombinant enzymes and their rates of inactivation and sites of modification by MHP and methyl acetyl phosphate (MAP) were characterized. MHP reacted more slowly with these proteins than MAP but exhibited greater specificity, despite its lack of multiple binding determinants. Generally, MAP modified more surface residues than MHP. MHP specifically modified Ser 146, Lys 156, and Lys 163 at the active site of PlHBDH. MHP and MAP modified numerous residues of EcCTPS with CTP furnishing the greatest level of protection against MHP- and MAP-dependent modification and inactivation, respectively, followed by ATP and glutamine. Overall, MHP served as an effective probe to identify proteins that are potentially amenable to inhibition by methyl acyl phosphates.
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Affiliation(s)
- Laura C McGary
- Department of Biochemistry and Molecular Biology, Dalhousie University, Halifax, NS B3H 4R2, Canada
| | - Gemma L Regan
- Department of Biochemistry and Molecular Biology, Dalhousie University, Halifax, NS B3H 4R2, Canada
| | - Stephen L Bearne
- Department of Biochemistry and Molecular Biology, Dalhousie University, Halifax, NS B3H 4R2, Canada; Department of Chemistry, Dalhousie University, Halifax, NS B3H 4R2, Canada.
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4
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Wei W, Riley NM, Lyu X, Shen X, Guo J, Raun SH, Zhao M, Moya-Garzon MD, Basu H, Sheng-Hwa Tung A, Li VL, Huang W, Wiggenhorn AL, Svensson KJ, Snyder MP, Bertozzi CR, Long JZ. Organism-wide, cell-type-specific secretome mapping of exercise training in mice. Cell Metab 2023; 35:1261-1279.e11. [PMID: 37141889 PMCID: PMC10524249 DOI: 10.1016/j.cmet.2023.04.011] [Citation(s) in RCA: 24] [Impact Index Per Article: 24.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/14/2022] [Revised: 02/21/2023] [Accepted: 04/05/2023] [Indexed: 05/06/2023]
Abstract
There is a significant interest in identifying blood-borne factors that mediate tissue crosstalk and function as molecular effectors of physical activity. Although past studies have focused on an individual molecule or cell type, the organism-wide secretome response to physical activity has not been evaluated. Here, we use a cell-type-specific proteomic approach to generate a 21-cell-type, 10-tissue map of exercise training-regulated secretomes in mice. Our dataset identifies >200 exercise training-regulated cell-type-secreted protein pairs, the majority of which have not been previously reported. Pdgfra-cre-labeled secretomes were the most responsive to exercise training. Finally, we show anti-obesity, anti-diabetic, and exercise performance-enhancing activities for proteoforms of intracellular carboxylesterases whose secretion from the liver is induced by exercise training.
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Affiliation(s)
- Wei Wei
- Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA; Department of Biology, Stanford University, Stanford, CA 94305, USA; Sarafan ChEM-H, Stanford University, Stanford, CA 94305, USA
| | - Nicholas M Riley
- Sarafan ChEM-H, Stanford University, Stanford, CA 94305, USA; Department of Chemistry, Stanford University, Stanford, CA 94305, USA; Howard Hughes Medical Institute, Stanford University, Stanford, CA 94305, USA
| | - Xuchao Lyu
- Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA; Sarafan ChEM-H, Stanford University, Stanford, CA 94305, USA; Wu Tsai Human Performance Alliance, Stanford University, Stanford, CA 94305, USA
| | - Xiaotao Shen
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94035, USA
| | - Jing Guo
- Department of Microbiology and Immunology, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Steffen H Raun
- Department of Biomedical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Meng Zhao
- Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA; Stanford Diabetes Research Center, Stanford University School of Medicine, Stanford, CA 94305, USA; Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Maria Dolores Moya-Garzon
- Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA; Sarafan ChEM-H, Stanford University, Stanford, CA 94305, USA
| | - Himanish Basu
- Department of Immunology, Harvard Medical School, Boston, MA 02115, USA
| | - Alan Sheng-Hwa Tung
- Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA; Sarafan ChEM-H, Stanford University, Stanford, CA 94305, USA
| | - Veronica L Li
- Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA; Sarafan ChEM-H, Stanford University, Stanford, CA 94305, USA; Department of Chemistry, Stanford University, Stanford, CA 94305, USA
| | - Wentao Huang
- Whitehead Institute for Biomedical Research, Cambridge, MA 02142, USA; Department of Biology, Massachusetts Institute of Technology, Cambridge, MA 02142, USA
| | - Amanda L Wiggenhorn
- Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA; Sarafan ChEM-H, Stanford University, Stanford, CA 94305, USA; Department of Chemistry, Stanford University, Stanford, CA 94305, USA
| | - Katrin J Svensson
- Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA; Stanford Diabetes Research Center, Stanford University School of Medicine, Stanford, CA 94305, USA; Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Michael P Snyder
- Department of Genetics, Stanford University School of Medicine, Stanford, CA 94035, USA; Stanford Diabetes Research Center, Stanford University School of Medicine, Stanford, CA 94305, USA; Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA 94305, USA
| | - Carolyn R Bertozzi
- Sarafan ChEM-H, Stanford University, Stanford, CA 94305, USA; Department of Chemistry, Stanford University, Stanford, CA 94305, USA; Howard Hughes Medical Institute, Stanford University, Stanford, CA 94305, USA
| | - Jonathan Z Long
- Department of Pathology, Stanford University School of Medicine, Stanford, CA 94305, USA; Sarafan ChEM-H, Stanford University, Stanford, CA 94305, USA; Stanford Diabetes Research Center, Stanford University School of Medicine, Stanford, CA 94305, USA; Cardiovascular Institute, Stanford University School of Medicine, Stanford, CA 94305, USA; Wu Tsai Human Performance Alliance, Stanford University, Stanford, CA 94305, USA.
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5
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Mittenbühler MJ, Jedrychowski MP, Van Vranken JG, Sprenger HG, Wilensky S, Dumesic PA, Sun Y, Tartaglia A, Bogoslavski D, A M, Xiao H, Blackmore KA, Reddy A, Gygi SP, Chouchani ET, Spiegelman BM. Isolation of extracellular fluids reveals novel secreted bioactive proteins from muscle and fat tissues. Cell Metab 2023; 35:535-549.e7. [PMID: 36681077 PMCID: PMC9998376 DOI: 10.1016/j.cmet.2022.12.014] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/08/2022] [Revised: 10/24/2022] [Accepted: 12/21/2022] [Indexed: 01/21/2023]
Abstract
Proteins are secreted from cells to send information to neighboring cells or distant tissues. Because of the highly integrated nature of energy balance systems, there has been particular interest in myokines and adipokines. These are challenging to study through proteomics because serum or plasma contains highly abundant proteins that limit the detection of proteins with lower abundance. We show here that extracellular fluid (EF) from muscle and fat tissues of mice shows a different protein composition than either serum or tissues. Mass spectrometry analyses of EFs from mice with physiological perturbations, like exercise or cold exposure, allowed the quantification of many potentially novel myokines and adipokines. Using this approach, we identify prosaposin as a secreted product of muscle and fat. Prosaposin expression stimulates thermogenic gene expression and induces mitochondrial respiration in primary fat cells. These studies together illustrate the utility of EF isolation as a discovery tool for adipokines and myokines.
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Affiliation(s)
- Melanie J Mittenbühler
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Mark P Jedrychowski
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | | | - Hans-Georg Sprenger
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Sarah Wilensky
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Phillip A Dumesic
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Yizhi Sun
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Andrea Tartaglia
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Dina Bogoslavski
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA
| | - Mu A
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Haopeng Xiao
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Katherine A Blackmore
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Anita Reddy
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Steven P Gygi
- Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Edward T Chouchani
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA
| | - Bruce M Spiegelman
- Department of Cancer Biology, Dana-Farber Cancer Institute, Boston, MA 02115, USA; Department of Cell Biology, Harvard Medical School, Boston, MA 02115, USA.
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