1
|
Guarnieri JW, Dybas JM, Fazelinia H, Kim MS, Frere J, Zhang Y, Soto Albrecht Y, Murdock DG, Angelin A, Singh LN, Weiss SL, Best SM, Lott MT, Zhang S, Cope H, Zaksas V, Saravia-Butler A, Meydan C, Foox J, Mozsary C, Bram Y, Kidane Y, Priebe W, Emmett MR, Meller R, Demharter S, Stentoft-Hansen V, Salvatore M, Galeano D, Enguita FJ, Grabham P, Trovao NS, Singh U, Haltom J, Heise MT, Moorman NJ, Baxter VK, Madden EA, Taft-Benz SA, Anderson EJ, Sanders WA, Dickmander RJ, Baylin SB, Wurtele ES, Moraes-Vieira PM, Taylor D, Mason CE, Schisler JC, Schwartz RE, Beheshti A, Wallace DC. Core mitochondrial genes are down-regulated during SARS-CoV-2 infection of rodent and human hosts. Sci Transl Med 2023; 15:eabq1533. [PMID: 37556555 DOI: 10.1126/scitranslmed.abq1533] [Citation(s) in RCA: 13] [Impact Index Per Article: 13.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/21/2022] [Accepted: 07/20/2023] [Indexed: 08/11/2023]
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) viral proteins bind to host mitochondrial proteins, likely inhibiting oxidative phosphorylation (OXPHOS) and stimulating glycolysis. We analyzed mitochondrial gene expression in nasopharyngeal and autopsy tissues from patients with coronavirus disease 2019 (COVID-19). In nasopharyngeal samples with declining viral titers, the virus blocked the transcription of a subset of nuclear DNA (nDNA)-encoded mitochondrial OXPHOS genes, induced the expression of microRNA 2392, activated HIF-1α to induce glycolysis, and activated host immune defenses including the integrated stress response. In autopsy tissues from patients with COVID-19, SARS-CoV-2 was no longer present, and mitochondrial gene transcription had recovered in the lungs. However, nDNA mitochondrial gene expression remained suppressed in autopsy tissue from the heart and, to a lesser extent, kidney, and liver, whereas mitochondrial DNA transcription was induced and host-immune defense pathways were activated. During early SARS-CoV-2 infection of hamsters with peak lung viral load, mitochondrial gene expression in the lung was minimally perturbed but was down-regulated in the cerebellum and up-regulated in the striatum even though no SARS-CoV-2 was detected in the brain. During the mid-phase SARS-CoV-2 infection of mice, mitochondrial gene expression was starting to recover in mouse lungs. These data suggest that when the viral titer first peaks, there is a systemic host response followed by viral suppression of mitochondrial gene transcription and induction of glycolysis leading to the deployment of antiviral immune defenses. Even when the virus was cleared and lung mitochondrial function had recovered, mitochondrial function in the heart, kidney, liver, and lymph nodes remained impaired, potentially leading to severe COVID-19 pathology.
Collapse
Affiliation(s)
- Joseph W Guarnieri
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- COVID-19 International Research Team, Medford, MA 02155, USA
| | - Joseph M Dybas
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- COVID-19 International Research Team, Medford, MA 02155, USA
| | - Hossein Fazelinia
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- COVID-19 International Research Team, Medford, MA 02155, USA
| | - Man S Kim
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- COVID-19 International Research Team, Medford, MA 02155, USA
- Kyung Hee University Hospital at Gangdong, Kyung Hee University, Seoul, South Korea
| | - Justin Frere
- Icahn School of Medicine at Mount Sinai, New York, NY 10023, USA
| | - Yuanchao Zhang
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- COVID-19 International Research Team, Medford, MA 02155, USA
| | - Yentli Soto Albrecht
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- COVID-19 International Research Team, Medford, MA 02155, USA
| | - Deborah G Murdock
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Alessia Angelin
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Larry N Singh
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- COVID-19 International Research Team, Medford, MA 02155, USA
| | - Scott L Weiss
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Sonja M Best
- COVID-19 International Research Team, Medford, MA 02155, USA
- Rocky Mountain Laboratory, National Institute of Allergy and Infectious Disease, NIH, Hamilton, MT 59840, USA
| | - Marie T Lott
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Shiping Zhang
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Henry Cope
- University of Nottingham, Nottingham, UK
| | - Victoria Zaksas
- COVID-19 International Research Team, Medford, MA 02155, USA
- University of Chicago, Chicago, IL 60615, USA
- Clever Research Lab, Springfield, IL 62704, USA
| | - Amanda Saravia-Butler
- COVID-19 International Research Team, Medford, MA 02155, USA
- Logyx, LLC, Mountain View, CA 94043, USA
- NASA Ames Research Center, Moffett Field, CA 94035, USA
| | - Cem Meydan
- COVID-19 International Research Team, Medford, MA 02155, USA
- Weill Cornell Medicine, New York, NY 10065, USA
| | | | | | - Yaron Bram
- Weill Cornell Medicine, New York, NY 10065, USA
| | - Yared Kidane
- COVID-19 International Research Team, Medford, MA 02155, USA
- Texas Scottish Rite Hospital for Children, Dallas, TX 75219, USA
| | - Waldemar Priebe
- COVID-19 International Research Team, Medford, MA 02155, USA
- University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Mark R Emmett
- COVID-19 International Research Team, Medford, MA 02155, USA
- University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Robert Meller
- COVID-19 International Research Team, Medford, MA 02155, USA
- Morehouse School of Medicine, Atlanta, GA 30310, USA
| | | | | | | | - Diego Galeano
- COVID-19 International Research Team, Medford, MA 02155, USA
- Facultad de Ingeniería, Universidad Nacional de Asunción, San Lorenzo, Central, Paraguay
| | - Francisco J Enguita
- COVID-19 International Research Team, Medford, MA 02155, USA
- Faculdade de Medicina, Universidade de Lisboa, Instituto de Medicina Molecular João Lobo Antunes, 1649-028 Lisboa, Portugal
| | - Peter Grabham
- College of Physicians and Surgeons, Columbia University, New York, NY 19103, USA
| | - Nidia S Trovao
- COVID-19 International Research Team, Medford, MA 02155, USA
- Fogarty International Center, National Institutes of Health, Bethesda, MD 20892, USA
| | - Urminder Singh
- COVID-19 International Research Team, Medford, MA 02155, USA
- Iowa State University, Ames, IA 50011, USA
| | - Jeffrey Haltom
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- COVID-19 International Research Team, Medford, MA 02155, USA
- Iowa State University, Ames, IA 50011, USA
| | - Mark T Heise
- University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | | | - Victoria K Baxter
- University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Emily A Madden
- University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | | | | | - Wes A Sanders
- University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | | | - Stephen B Baylin
- COVID-19 International Research Team, Medford, MA 02155, USA
- Johns Hopkins School of Medicine, Baltimore, MD 21287, USA
| | - Eve Syrkin Wurtele
- COVID-19 International Research Team, Medford, MA 02155, USA
- Iowa State University, Ames, IA 50011, USA
| | - Pedro M Moraes-Vieira
- COVID-19 International Research Team, Medford, MA 02155, USA
- University of Campinas, Campinas, SP, Brazil
| | - Deanne Taylor
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- COVID-19 International Research Team, Medford, MA 02155, USA
| | - Christopher E Mason
- COVID-19 International Research Team, Medford, MA 02155, USA
- Weill Cornell Medicine, New York, NY 10065, USA
- New York Genome Center, New York, NY 10013, USA
| | - Jonathan C Schisler
- COVID-19 International Research Team, Medford, MA 02155, USA
- University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Robert E Schwartz
- COVID-19 International Research Team, Medford, MA 02155, USA
- Weill Cornell Medicine, New York, NY 10065, USA
| | - Afshin Beheshti
- COVID-19 International Research Team, Medford, MA 02155, USA
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA
- KBR, Space Biosciences Division, NASA Ames Research Center, Moffett Field, CA 94035, USA
| | - Douglas C Wallace
- Center for Mitochondrial and Epigenomic Medicine, Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
- COVID-19 International Research Team, Medford, MA 02155, USA
- Division of Human Genetics, Department of Pediatrics, University of Pennsylvania, Philadelphia, PA 19104, USA
| |
Collapse
|
2
|
Pająk B, Zieliński R, Manning JT, Matejin S, Paessler S, Fokt I, Emmett MR, Priebe W. The Antiviral Effects of 2-Deoxy-D-glucose (2-DG), a Dual D-Glucose and D-Mannose Mimetic, against SARS-CoV-2 and Other Highly Pathogenic Viruses. Molecules 2022; 27:molecules27185928. [PMID: 36144664 PMCID: PMC9503362 DOI: 10.3390/molecules27185928] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 09/08/2022] [Accepted: 09/09/2022] [Indexed: 12/15/2022] Open
Abstract
Viral infection almost invariably causes metabolic changes in the infected cell and several types of host cells that respond to the infection. Among metabolic changes, the most prominent is the upregulated glycolysis process as the main pathway of glucose utilization. Glycolysis activation is a common mechanism of cell adaptation to several viral infections, including noroviruses, rhinoviruses, influenza virus, Zika virus, cytomegalovirus, coronaviruses and others. Such metabolic changes provide potential targets for therapeutic approaches that could reduce the impact of infection. Glycolysis inhibitors, especially 2-deoxy-D-glucose (2-DG), have been intensively studied as antiviral agents. However, 2-DG’s poor pharmacokinetic properties limit its wide clinical application. Herein, we discuss the potential of 2-DG and its novel analogs as potent promising antiviral drugs with special emphasis on targeted intracellular processes.
Collapse
Affiliation(s)
- Beata Pająk
- Independent Laboratory of Genetics and Molecular Biology, Military Institute of Hygiene and Epidemiology, Kozielska 4, 01-163 Warsaw, Poland
- WPD Pharmaceuticals, Zwirki i Wigury 101, 01-163 Warsaw, Poland
- Correspondence: (B.P.); (W.P.)
| | - Rafał Zieliński
- Department of Experimental Therapeutics, The University of Texas MD Anderson Cancer Center, 1901 East Rd., Houston, TX 77054, USA
| | - John Tyler Manning
- Department of Pathology, The University of Texas Medical Branch, 301 University Blvd., Galveston, TX 77555, USA
| | - Stanislava Matejin
- Department of Advanced Cardiopulmonary Therapies and Transplantation, The University of Texas Health Science Center at Houston, Houston, TX 77054, USA
| | - Slobodan Paessler
- Department of Pathology, The University of Texas Medical Branch, 301 University Blvd., Galveston, TX 77555, USA
| | - Izabela Fokt
- Department of Experimental Therapeutics, The University of Texas MD Anderson Cancer Center, 1901 East Rd., Houston, TX 77054, USA
| | - Mark R. Emmett
- Department of Pathology, The University of Texas Medical Branch, 301 University Blvd., Galveston, TX 77555, USA
| | - Waldemar Priebe
- Department of Experimental Therapeutics, The University of Texas MD Anderson Cancer Center, 1901 East Rd., Houston, TX 77054, USA
- Correspondence: (B.P.); (W.P.)
| |
Collapse
|
3
|
Laiakis EC, Pinheiro M, Nguyen T, Nguyen H, Beheshti A, Dutta SM, Russell WK, Emmett MR, Britten RA. Quantitative proteomic analytic approaches to identify metabolic changes in the medial prefrontal cortex of rats exposed to space radiation. Front Physiol 2022; 13:971282. [PMID: 36091373 PMCID: PMC9459391 DOI: 10.3389/fphys.2022.971282] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2022] [Accepted: 07/20/2022] [Indexed: 11/13/2022] Open
Abstract
NASA’s planned mission to Mars will result in astronauts being exposed to ∼350 mSv/yr of Galactic Cosmic Radiation (GCR). A growing body of data from ground-based experiments indicates that exposure to space radiation doses (approximating those that astronauts will be exposed to on a mission to Mars) impairs a variety of cognitive processes, including cognitive flexibility tasks. Some studies report that 33% of individuals may experience severe cognitive impairment. Translating the results from ground-based rodent studies into tangible risk estimates for astronauts is an enormous challenge, but it would be germane for NASA to use the vast body of data from the rodent studies to start developing appropriate countermeasures, in the expectation that some level of space radiation (SR) -induced cognitive impairment could occur in astronauts. While some targeted studies have reported radiation-induced changes in the neurotransmission properties and/or increased neuroinflammation within space radiation exposed brains, there remains little information that can be used to start the development of a mechanism-based countermeasure strategy. In this study, we have employed a robust label-free mass spectrometry (MS) -based untargeted quantitative proteomic profiling approach to characterize the composition of the medial prefrontal cortex (mPFC) proteome in rats that have been exposed to 15 cGy of 600 MeV/n28Si ions. A variety of analytical techniques were used to mine the generated expression data, which in such studies is typically hampered by low and variable sample size. We have identified several pathways and proteins whose expression alters as a result of space radiation exposure, including decreased mitochondrial function, and a further subset of proteins differs in rats that have a high level of cognitive performance after SR exposure in comparison with those that have low performance levels. While this study has provided further insight into how SR impacts upon neurophysiology, and what adaptive responses can be invoked to prevent the emergence of SR-induced cognitive impairment, the main objective of this paper is to outline strategies that can be used by others to analyze sub-optimal data sets and to identify new information.
Collapse
Affiliation(s)
- Evagelia C. Laiakis
- Department of Oncology, Lombardi Comprehensive Cancer Center, Georgetown University, Washington, DC, United States
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University, Washington, DC, United States
- *Correspondence: Evagelia C. Laiakis,
| | - Maisa Pinheiro
- Division of Cancer Epidemiology and Genetics, National Cancer Institute, Rockville, MD, United States
| | - Tin Nguyen
- Department of Computer Science and Engineering, University of Nevada, Reno, NV, United States
| | - Hung Nguyen
- Department of Computer Science and Engineering, University of Nevada, Reno, NV, United States
| | - Afshin Beheshti
- KBR, Space Biosciences Division, NASA Ames Research Center, Moffett Field, Mountain View, CA, United States
- Stanley Center for Psychiatric Research, Broad Institute of MIT and Harvard, Cambridge, MA, United States
| | - Sucharita M. Dutta
- Department of Obstetrics and Gynecology, Eastern Virginia Medical School, Norfolk, VA, United States
| | - William K. Russell
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, United States
| | - Mark R. Emmett
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, United States
- Department of Radiation Oncology, University of Texas Medical Branch, Galveston, TX, United States
| | - Richard A. Britten
- Department of Radiation Oncology, Eastern Virginia Medical School, Norfolk, VA, United States
- Department of Microbiology and Molecular Cell Biology, Eastern Virginia Medical School, Norfolk, VA, United States
- Center for Integrative Neuroinflammatory and Inflammatory Diseases, Eastern Virginia Medical School, Norfolk, VA, United States
| |
Collapse
|
4
|
Guarnieri JW, Dybas JM, Fazelinia H, Kim MS, Frere J, Zhang Y, Albrecht YS, Murdock DG, Angelin A, Singh LN, Weiss SL, Best SM, Lott MT, Cope H, Zaksas V, Saravia-Butler A, Meydan C, Foox J, Mozsary C, Kidane YH, Priebe W, Emmett MR, Meller R, Singh U, Bram Y, tenOever BR, Heise MT, Moorman NJ, Madden EA, Taft-Benz SA, Anderson EJ, Sanders WA, Dickmander RJ, Baxter VK, Baylin SB, Wurtele ES, Moraes-Vieira PM, Taylor D, Mason CE, Schisler JC, Schwartz RE, Beheshti A, Wallace DC. TARGETED DOWN REGULATION OF CORE MITOCHONDRIAL GENES DURING SARS-COV-2 INFECTION. bioRxiv 2022:2022.02.19.481089. [PMID: 35233572 PMCID: PMC8887073 DOI: 10.1101/2022.02.19.481089] [Citation(s) in RCA: 20] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Defects in mitochondrial oxidative phosphorylation (OXPHOS) have been reported in COVID-19 patients, but the timing and organs affected vary among reports. Here, we reveal the dynamics of COVID-19 through transcription profiles in nasopharyngeal and autopsy samples from patients and infected rodent models. While mitochondrial bioenergetics is repressed in the viral nasopharyngeal portal of entry, it is up regulated in autopsy lung tissues from deceased patients. In most disease stages and organs, discrete OXPHOS functions are blocked by the virus, and this is countered by the host broadly up regulating unblocked OXPHOS functions. No such rebound is seen in autopsy heart, results in severe repression of genes across all OXPHOS modules. Hence, targeted enhancement of mitochondrial gene expression may mitigate the pathogenesis of COVID-19.
Collapse
Affiliation(s)
- Joseph W. Guarnieri
- The Children’s Hospital of Philadelphia, Philadelphia, PA 19104 USA
- COVID-19 International Research Team
| | - Joseph M. Dybas
- The Children’s Hospital of Philadelphia, Philadelphia, PA 19104 USA
- COVID-19 International Research Team
| | - Hossein Fazelinia
- The Children’s Hospital of Philadelphia, Philadelphia, PA 19104 USA
- COVID-19 International Research Team
| | - Man S. Kim
- The Children’s Hospital of Philadelphia, Philadelphia, PA 19104 USA
- COVID-19 International Research Team
- Kyung Hee University Hospital at Gangdong, Kyung Hee University, Seoul, South Korea
| | | | - Yuanchao Zhang
- The Children’s Hospital of Philadelphia, Philadelphia, PA 19104 USA
- COVID-19 International Research Team
| | - Yentli Soto Albrecht
- The Children’s Hospital of Philadelphia, Philadelphia, PA 19104 USA
- COVID-19 International Research Team
| | | | - Alessia Angelin
- The Children’s Hospital of Philadelphia, Philadelphia, PA 19104 USA
| | - Larry N. Singh
- The Children’s Hospital of Philadelphia, Philadelphia, PA 19104 USA
- COVID-19 International Research Team
| | - Scott L. Weiss
- The Children’s Hospital of Philadelphia, Philadelphia, PA 19104 USA
| | - Sonja M. Best
- COVID-19 International Research Team
- Rocky Mountain Laboratories NIAID, Hamilton, MT 59840
| | - Marie T. Lott
- The Children’s Hospital of Philadelphia, Philadelphia, PA 19104 USA
| | - Henry Cope
- University of Nottingham, Nottingham, UK
| | - Viktorija Zaksas
- COVID-19 International Research Team
- University of Chicago, Chicago, IL, 60615, USA
| | - Amanda Saravia-Butler
- COVID-19 International Research Team
- Logyx, LLC, Mountain View, CA 94043, USA
- NASA Ames Research Center, Moffett Field, CA 94035, USA
| | - Cem Meydan
- COVID-19 International Research Team
- Weill Cornell Medicine, NY, 10065, USA
| | | | | | - Yared H. Kidane
- COVID-19 International Research Team
- Scottish Rite for Children, Dallas, TX 75219, USA
| | - Waldemar Priebe
- COVID-19 International Research Team
- University of Texas MD Anderson Cancer Center, Houston, TX, 77030, USA
| | - Mark R. Emmett
- COVID-19 International Research Team
- University of Texas Medical Branch, Galveston, TX 77555, USA
| | - Robert Meller
- COVID-19 International Research Team
- Morehouse School of Medicine, Atlanta, GA 30310, USA
| | - Urminder Singh
- COVID-19 International Research Team
- Iowa State University, Ames, IA 50011, USA
| | | | | | - Mark T. Heise
- University of North Carolina, Chapel Hill, Chapel Hill, NC, 27599, USA
| | | | - Emily A. Madden
- University of North Carolina, Chapel Hill, Chapel Hill, NC, 27599, USA
| | | | | | - Wes A. Sanders
- University of North Carolina, Chapel Hill, Chapel Hill, NC, 27599, USA
| | | | | | - Stephen B. Baylin
- COVID-19 International Research Team
- Johns Hopkins School of Medicine, Baltimore, MD 21287, USA
| | - Eve Syrkin Wurtele
- COVID-19 International Research Team
- Iowa State University, Ames, IA 50011, USA
| | | | - Deanne Taylor
- The Children’s Hospital of Philadelphia, Philadelphia, PA 19104 USA
- COVID-19 International Research Team
| | - Christopher E. Mason
- COVID-19 International Research Team
- Weill Cornell Medicine, NY, 10065, USA
- New York Genome Center, NY, USA
| | - Jonathan C. Schisler
- COVID-19 International Research Team
- University of North Carolina, Chapel Hill, Chapel Hill, NC, 27599, USA
| | - Robert E. Schwartz
- COVID-19 International Research Team
- Weill Cornell Medicine, NY, 10065, USA
| | - Afshin Beheshti
- COVID-19 International Research Team
- Broad Institute of MIT and Harvard, Cambridge, MA, 02142, USA
- KBR, NASA Ames Research Center, Moffett Field, CA, 94035, USA
| | - Douglas C. Wallace
- The Children’s Hospital of Philadelphia, Philadelphia, PA 19104 USA
- COVID-19 International Research Team
- University of Pennsylvania, Philadelphia, PA 19104 USA
| |
Collapse
|
5
|
Barnette BL, Yu Y, Ullrich RL, Emmett MR. Mitochondrial Effects in the Liver of C57BL/6 Mice by Low Dose, High Energy, High Charge Irradiation. Int J Mol Sci 2021; 22:ijms222111806. [PMID: 34769236 PMCID: PMC8584048 DOI: 10.3390/ijms222111806] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/10/2021] [Revised: 10/19/2021] [Accepted: 10/25/2021] [Indexed: 12/19/2022] Open
Abstract
Galactic cosmic rays are primarily composed of protons (85%), helium (14%), and high charge/high energy ions (HZEs) such as 56Fe, 28Si, and 16O. HZE exposure is a major risk factor for astronauts during deep-space travel due to the possibility of HZE-induced cancer. A systems biology integrated omics approach encompassing transcriptomics, proteomics, lipidomics, and functional biochemical assays was used to identify microenvironmental changes induced by HZE exposure. C57BL/6 mice were placed into six treatment groups and received the following irradiation treatments: 600 MeV/n 56Fe (0.2 Gy), 1 GeV/n 16O (0.2 Gy), 350 MeV/n 28Si (0.2 Gy), 137Cs (1.0 Gy) gamma rays, 137Cs (3.0 Gy) gamma rays, and sham irradiation. Left liver lobes were collected at 30, 60, 120, 270, and 360 days post-irradiation. Analysis of transcriptomic and proteomic data utilizing ingenuity pathway analysis identified multiple pathways involved in mitochondrial function that were altered after HZE irradiation. Lipids also exhibited changes that were linked to mitochondrial function. Molecular assays for mitochondrial Complex I activity showed significant decreases in activity after HZE exposure. HZE-induced mitochondrial dysfunction suggests an increased risk for deep space travel. Microenvironmental and pathway analysis as performed in this research identified possible targets for countermeasures to mitigate risk.
Collapse
Affiliation(s)
- Brooke L. Barnette
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch (UTMB), Galveston, TX 77555, USA;
| | - Yongjia Yu
- Department of Radiation Oncology, University of Texas Medical Branch (UTMB), Galveston, TX 77555, USA;
| | - Robert L. Ullrich
- The Radiation Effects Research Foundation (RERF), Hiroshima 732-0815, Japan;
| | - Mark R. Emmett
- Department of Radiation Oncology, University of Texas Medical Branch (UTMB), Galveston, TX 77555, USA;
- Department of Pathology, University of Texas Medical Branch (UTMB), Galveston, TX 77555, USA
- Department of Pharmacology and Toxicology, University of Texas Medical Branch (UTMB), Galveston, TX 77555, USA
- Correspondence: ; Tel.: +1-(409)-747-1943
| |
Collapse
|
6
|
McDonald JT, Enguita FJ, Taylor D, Griffin RJ, Priebe W, Emmett MR, Sajadi MM, Harris AD, Clement J, Dybas JM, Aykin-Burns N, Guarnieri JW, Singh LN, Grabham P, Baylin SB, Yousey A, Pearson AN, Corry PM, Saravia-Butler A, Aunins TR, Sharma S, Nagpal P, Meydan C, Foox J, Mozsary C, Cerqueira B, Zaksas V, Singh U, Wurtele ES, Costes SV, Davanzo GG, Galeano D, Paccanaro A, Meinig SL, Hagan RS, Bowman NM, Wolfgang MC, Altinok S, Sapoval N, Treangen TJ, Moraes-Vieira PM, Vanderburg C, Wallace DC, Schisler JC, Mason CE, Chatterjee A, Meller R, Beheshti A. Role of miR-2392 in driving SARS-CoV-2 infection. Cell Rep 2021; 37:109839. [PMID: 34624208 PMCID: PMC8481092 DOI: 10.1016/j.celrep.2021.109839] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2021] [Revised: 08/13/2021] [Accepted: 09/24/2021] [Indexed: 02/08/2023] Open
Abstract
MicroRNAs (miRNAs) are small non-coding RNAs involved in post-transcriptional gene regulation that have a major impact on many diseases and provide an exciting avenue toward antiviral therapeutics. From patient transcriptomic data, we determined that a circulating miRNA, miR-2392, is directly involved with severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) machinery during host infection. Specifically, we show that miR-2392 is key in driving downstream suppression of mitochondrial gene expression, increasing inflammation, glycolysis, and hypoxia, as well as promoting many symptoms associated with coronavirus disease 2019 (COVID-19) infection. We demonstrate that miR-2392 is present in the blood and urine of patients positive for COVID-19 but is not present in patients negative for COVID-19. These findings indicate the potential for developing a minimally invasive COVID-19 detection method. Lastly, using in vitro human and in vivo hamster models, we design a miRNA-based antiviral therapeutic that targets miR-2392, significantly reduces SARS-CoV-2 viability in hamsters, and may potentially inhibit a COVID-19 disease state in humans.
Collapse
Affiliation(s)
- J Tyson McDonald
- COVID-19 International Research Team; Georgetown University School of Medicine, Washington, DC 20007, USA
| | - Francisco J Enguita
- COVID-19 International Research Team; Instituto de Medicina Molecular João Lobo Antunes, Universidade de Lisboa, Av. Prof. Egas Moniz, 1649-028 Lisbon, Portugal
| | - Deanne Taylor
- COVID-19 International Research Team; The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA; University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Robert J Griffin
- COVID-19 International Research Team; University of Arkansas for Medical Sciences, Little Rock, AK 72211, USA
| | - Waldemar Priebe
- COVID-19 International Research Team; University of Texas MD Anderson Cancer Center, Houston, TX 77030, USA
| | - Mark R Emmett
- COVID-19 International Research Team; University of Texas Medical Branch, Galveston, TX 77555, USA
| | | | - Anthony D Harris
- University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Jean Clement
- University of Maryland School of Medicine, Baltimore, MD 21201, USA
| | - Joseph M Dybas
- COVID-19 International Research Team; The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | | | - Joseph W Guarnieri
- COVID-19 International Research Team; The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Larry N Singh
- COVID-19 International Research Team; The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA
| | - Peter Grabham
- COVID-19 International Research Team; Columbia University, New York, NY 10032, USA
| | - Stephen B Baylin
- COVID-19 International Research Team; Johns Hopkins School of Medicine, Baltimore, MD 21287, USA
| | - Aliza Yousey
- COVID-19 International Research Team; Morehouse School of Medicine, Atlanta, GA 30310, USA
| | | | - Peter M Corry
- COVID-19 International Research Team; University of Arkansas for Medical Sciences, Little Rock, AK 72211, USA
| | - Amanda Saravia-Butler
- COVID-19 International Research Team; Logyx LLC, Mountain View, CA 94043, USA; NASA Ames Research Center, Moffett Field, CA 94035, USA
| | | | - Sadhana Sharma
- University of Colorado Boulder, Boulder, CO 80303, USA; Sachi Bioworks Inc., Boulder, CO 80301, USA
| | - Prashant Nagpal
- Sachi Bioworks Inc., Boulder, CO 80301, USA; Antimicrobial Regeneration Consortium, Boulder Labs, Boulder, CO 80301, USA; Quantum Biology Inc., Boulder, CO 80301, USA
| | - Cem Meydan
- Weill Cornell Medicine, New York, NY 10065, USA
| | | | | | - Bianca Cerqueira
- COVID-19 International Research Team; KBR Space & Science, San Antonio, TX 78235, USA; United States Air Force School of Aerospace Medicine, Lackland AFB, San Antonio, TX 78236, USA
| | - Viktorija Zaksas
- COVID-19 International Research Team; University of Chicago, Chicago, IL 60615, USA
| | - Urminder Singh
- COVID-19 International Research Team; Iowa State University, Ames, IA 50011, USA
| | - Eve Syrkin Wurtele
- COVID-19 International Research Team; Iowa State University, Ames, IA 50011, USA
| | | | | | - Diego Galeano
- COVID-19 International Research Team; Fundação Getulio Vargas, Rio de Janeiro, Brazil; National University of Asuncion, San Lorenzo, Central, Paraguay
| | - Alberto Paccanaro
- COVID-19 International Research Team; Fundação Getulio Vargas, Rio de Janeiro, Brazil; University of London, Egham Hill, Egham, UK
| | - Suzanne L Meinig
- University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Robert S Hagan
- University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Natalie M Bowman
- University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | | | - Selin Altinok
- University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | | | | | | | | | - Douglas C Wallace
- COVID-19 International Research Team; The Children's Hospital of Philadelphia, Philadelphia, PA 19104, USA; University of Pennsylvania, Philadelphia, PA 19104, USA
| | - Jonathan C Schisler
- COVID-19 International Research Team; University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Christopher E Mason
- COVID-19 International Research Team; Weill Cornell Medicine, New York, NY 10065, USA; New York Genome Center, New York, NY, USA
| | - Anushree Chatterjee
- COVID-19 International Research Team; University of Colorado Boulder, Boulder, CO 80303, USA; Sachi Bioworks Inc., Boulder, CO 80301, USA; Antimicrobial Regeneration Consortium, Boulder Labs, Boulder, CO 80301, USA
| | - Robert Meller
- COVID-19 International Research Team; Morehouse School of Medicine, Atlanta, GA 30310, USA
| | - Afshin Beheshti
- COVID-19 International Research Team; Broad Institute of MIT and Harvard, Cambridge, MA 02142, USA; KBR, NASA Ames Research Center, Moffett Field, CA 94035, USA.
| |
Collapse
|
7
|
McDonald JT, Enguita FJ, Taylor D, Griffin RJ, Priebe W, Emmett MR, Sajadi MM, Harris AD, Clement J, Dybas JM, Aykin-Burns N, Guarnieri JW, Singh LN, Grabham P, Baylin SB, Yousey A, Pearson AN, Corry PM, Saravia-Butler A, Aunins TR, Sharma S, Nagpal P, Meydan C, Foox J, Mozsary C, Cerqueira B, Zaksas V, Singh U, Wurtele ES, Costes SV, Davanzo GG, Galeano D, Paccanaro A, Meinig SL, Hagan RS, Bowman NM, Wolfgang MC, Altinok S, Sapoval N, Treangen TJ, Moraes-Vieira PM, Vanderburg C, Wallace DC, Schisler J, Mason CE, Chatterjee A, Meller R, Beheshti A. The Great Deceiver: miR-2392's Hidden Role in Driving SARS-CoV-2 Infection. bioRxiv 2021. [PMID: 33948587 DOI: 10.1101/2021.04.23.441024] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [Subscribe] [Scholar Register] [Indexed: 11/24/2022]
Abstract
MicroRNAs (miRNAs) are small non-coding RNAs involved in post-transcriptional gene regulation that have a major impact on many diseases and provides an exciting avenue towards antiviral therapeutics. From patient transcriptomic data, we have discovered a circulating miRNA, miR-2392, that is directly involved with SARS-CoV-2 machinery during host infection. Specifically, we show that miR-2392 is key in driving downstream suppression of mitochondrial gene expression, increasing inflammation, glycolysis, and hypoxia as well as promoting many symptoms associated with COVID-19 infection. We demonstrate miR-2392 is present in the blood and urine of COVID-19 positive patients, but not detected in COVID-19 negative patients. These findings indicate the potential for developing a novel, minimally invasive, COVID-19 detection method. Lastly, using in vitro human and in vivo hamster models, we have developed a novel miRNA-based antiviral therapeutic that targets miR-2392, significantly reduces SARS-CoV-2 viability in hamsters and may potentially inhibit a COVID-19 disease state in humans.
Collapse
|
8
|
Minnier J, Emmett MR, Perez R, Ding LH, Barnette BL, Larios RE, Hong C, Hwang TH, Yu Y, Fallgren CM, Story MD, Weil MM, Raber J. Associations between lipids in selected brain regions, plasma miRNA, and behavioral and cognitive measures following 28Si ion irradiation. Sci Rep 2021; 11:14899. [PMID: 34290258 PMCID: PMC8295277 DOI: 10.1038/s41598-021-93869-3] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2021] [Accepted: 06/29/2021] [Indexed: 11/09/2022] Open
Abstract
The space radiation environment consists of multiple species of charged particles, including 28Si ions, that may impact brain function during and following missions. To develop biomarkers of the space radiation response, BALB/c and C3H female and male mice and their F2 hybrid progeny were irradiated with 28Si ions (350 MeV/n, 0.2 Gy) and tested for behavioral and cognitive performance 1, 6, and 12 months following irradiation. The plasma of the mice was collected for analysis of miRNA levels. Select pertinent brain regions were dissected for lipidomic analyses and analyses of levels of select biomarkers shown to be sensitive to effects of space radiation in previous studies. There were associations between lipids in select brain regions, plasma miRNA, and cognitive measures and behavioral following 28Si ion irradiation. Different but overlapping sets of miRNAs in plasma were found to be associated with cognitive measures and behavioral in sham and irradiated mice at the three time points. The radiation condition revealed pathways involved in neurodegenerative conditions and cancers. Levels of the dendritic marker MAP2 in the cortex were higher in irradiated than sham-irradiated mice at middle age, which might be part of a compensatory response. Relationships were also revealed with CD68 in miRNAs in an anatomical distinct fashion, suggesting that distinct miRNAs modulate neuroinflammation in different brain regions. The associations between lipids in selected brain regions, plasma miRNA, and behavioral and cognitive measures following 28Si ion irradiation could be used for the development of biomarker of the space radiation response.
Collapse
Affiliation(s)
- Jessica Minnier
- Oregon Health & Science University-Portland State University School of Public Health, Knight Cancer Institute Biostatistics Shared Resource, and the Knight Cardiovascular Institute, OR Health & Science University, Portland, OR, 97239, USA
| | - Mark R Emmett
- Department of Biochemistry and Molecular Biology; Radiation Oncology, Pharmacology and Toxicology, Mitchell Center for Neurodegenerative Diseases, University of Texas Medical Branch Cancer Center, Galveston, TX, 77555, USA
| | - Ruby Perez
- Department of Behavioral Neuroscience, L470, Oregon Health & Science University, 3181SW Sam Jackson Park Road, Portland, OR, 97239, USA
| | - Liang-Hao Ding
- Department of Radiation Oncology, University of Texas Southwestern Medical Center, Dallas, TX, 75390, USA
| | - Brooke L Barnette
- Department of Biochemistry and Molecular Biology; Radiation Oncology, Pharmacology and Toxicology, Mitchell Center for Neurodegenerative Diseases, University of Texas Medical Branch Cancer Center, Galveston, TX, 77555, USA
| | - Rianna E Larios
- Department of Biochemistry and Molecular Biology; Radiation Oncology, Pharmacology and Toxicology, Mitchell Center for Neurodegenerative Diseases, University of Texas Medical Branch Cancer Center, Galveston, TX, 77555, USA
| | - Changjin Hong
- Lerner Research Institute, Cleveland Clinic Lerner College of Medicine US, Cleveland, OH, 44195, USA
| | - Tae Hyun Hwang
- Lerner Research Institute, Cleveland Clinic Lerner College of Medicine US, Cleveland, OH, 44195, USA
- Department of Molecular Medicine, School of Medicine, GU Malignancies Program, Case Comprehensive Cancer Center, Genomic Medicine Institute, Case Western Reserve University US., Cleveland, OH, 10900, USA
| | - Yongjia Yu
- Department of Biochemistry and Molecular Biology; Radiation Oncology, Pharmacology and Toxicology, Mitchell Center for Neurodegenerative Diseases, University of Texas Medical Branch Cancer Center, Galveston, TX, 77555, USA
| | - Christina M Fallgren
- Department of Environmental and Radiological Health Sciences, Colorado State University, Fort Collins, CO, 80523, USA
| | - Michael D Story
- Department of Radiation Oncology, University of Texas Southwestern Medical Center, Dallas, TX, 75390, USA
- Simmons Comprehensive Cancer Center, University of Texas Southwestern Medical Center, Dallas, TX, USA
| | - Michael M Weil
- Department of Environmental and Radiological Health Sciences, Colorado State University, Fort Collins, CO, 80523, USA
| | - Jacob Raber
- Department of Behavioral Neuroscience, L470, Oregon Health & Science University, 3181SW Sam Jackson Park Road, Portland, OR, 97239, USA.
- Division of Neuroscience ONPRC, Departments of Neurology, Psychiatry, and Radiation Medicine, Oregon Health & Science University, Portland, OR, 97239, USA.
| |
Collapse
|
9
|
Laiakis EC, Shuryak I, Deziel A, Wang YW, Barnette BL, Yu Y, Ullrich RL, Fornace AJ, Emmett MR. Effects of Low Dose Space Radiation Exposures on the Splenic Metabolome. Int J Mol Sci 2021; 22:3070. [PMID: 33802822 PMCID: PMC8002539 DOI: 10.3390/ijms22063070] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Revised: 03/14/2021] [Accepted: 03/15/2021] [Indexed: 12/12/2022] Open
Abstract
Future space missions will include a return to the Moon and long duration deep space roundtrip missions to Mars. Leaving the protection that Low Earth Orbit provides will unavoidably expose astronauts to higher cumulative doses of space radiation, in addition to other stressors, e.g., microgravity. Immune regulation is known to be impacted by both radiation and spaceflight and it remains to be seen whether prolonged effects that will be encountered in deep space can have an adverse impact on health. In this study, we investigated the effects in the overall metabolism of three different low dose radiation exposures (γ-rays, 16O, and 56Fe) in spleens from male C57BL/6 mice at 1, 2, and 4 months after exposure. Forty metabolites were identified with significant enrichment in purine metabolism, tricarboxylic acid cycle, fatty acids, acylcarnitines, and amino acids. Early perturbations were more prominent in the γ irradiated samples, while later responses shifted towards more prominent responses in groups with high energy particle irradiations. Regression analysis showed a positive correlation of the abundance of identified fatty acids with time and a negative association with γ-rays, while the degradation pathway of purines was positively associated with time. Taken together, there is a strong suggestion of mitochondrial implication and the possibility of long-term effects on DNA repair and nucleotide pools following radiation exposure.
Collapse
Affiliation(s)
- Evagelia C. Laiakis
- Lombardi Comprehensive Cancer Center, Department of Oncology, Georgetown University, Washington, DC 20057, USA; (A.D.); (Y.-W.W.); (A.J.F.J.)
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University, Washington, DC 20057, USA
| | - Igor Shuryak
- Center for Radiological Research, Columbia University, New York, NY 10032, USA;
| | - Annabella Deziel
- Lombardi Comprehensive Cancer Center, Department of Oncology, Georgetown University, Washington, DC 20057, USA; (A.D.); (Y.-W.W.); (A.J.F.J.)
| | - Yi-Wen Wang
- Lombardi Comprehensive Cancer Center, Department of Oncology, Georgetown University, Washington, DC 20057, USA; (A.D.); (Y.-W.W.); (A.J.F.J.)
| | - Brooke L. Barnette
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA; (B.L.B.); (Y.Y.); (M.R.E.)
| | - Yongjia Yu
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA; (B.L.B.); (Y.Y.); (M.R.E.)
| | | | - Albert J. Fornace
- Lombardi Comprehensive Cancer Center, Department of Oncology, Georgetown University, Washington, DC 20057, USA; (A.D.); (Y.-W.W.); (A.J.F.J.)
- Department of Biochemistry and Molecular & Cellular Biology, Georgetown University, Washington, DC 20057, USA
| | - Mark R. Emmett
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX 77555, USA; (B.L.B.); (Y.Y.); (M.R.E.)
- Department of Radiation Oncology, University of Texas Medical Branch, Galveston, TX 77555, USA
| |
Collapse
|
10
|
Nia AM, Shavkunov A, Ullrich RL, Emmett MR. 137Cs γ Ray and 28Si Irradiation Induced Murine Hepatocellular Carcinoma Lipid Changes in Liver Assessed by MALDI-MSI Combined with Spatial Shrunken Centroid Clustering Algorithm: A Pilot Study. ACS Omega 2020; 5:25164-25174. [PMID: 33043195 PMCID: PMC7542585 DOI: 10.1021/acsomega.0c03047] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/24/2020] [Accepted: 09/07/2020] [Indexed: 06/11/2023]
Abstract
Characterization of lipids by matrix-assisted laser desorption ionization mass spectrometry imaging (MALDI-MSI) is of great interest because not only are lipids important structural molecules in both the cell and internal organelle membranes, but they are also important signaling molecules. MALDI-MSI combined with spatial image segmentation has been previously used to identify tumor heterogeneities within tissues with distinct anatomical regions such as the brain. However, there has been no systematic study utilizing MALDI-MSI combined with spatial image segmentation to assess the tumor microenvironment in the liver. Here, we present that image segmentation can be used to evaluate the tumor microenvironment in the liver. In particular, to better understand the molecular mechanisms of irradiation-induced hepatic carcinogenesis, we used MALDI-MSI in the negative ion mode to identify lipid changes 12 months post exposure to low dose 28Si and 137Cs γ ray irradiation. We report here the changes in the lipid profiles of male C3H/HeNCrl mice liver tissues after exposure to irradiation and analyzed using the spatial shrunken centroid clustering algorithm. These findings provide valuable information as astronauts will be exposed to high-charge high-energy (HZE) particles and low-energy γ-ray irradiation during deep space travel. Even at low doses, exposure to these irradiations can lead to cancer. Previous studies infer that irradiation of mice with low-dose HZE particles induces oxidative damage and microenvironmental changes that are thought to play roles in the pathophysiology of hepatocellular carcinoma.
Collapse
Affiliation(s)
- Anna M. Nia
- Biochemistry
and Molecular Biology, The University of
Texas Medical Branch, Galveston, Texas 77555, United States
| | - Alexander Shavkunov
- Pharmacology
and Toxicology, The University of Texas
Medical Branch, Galveston, Texas 77555, United States
| | - Robert L. Ullrich
- The
Radiation Effects Research Foundation (RERF), Hiroshima and Nagasaki 732-0815, Japan
| | - Mark R. Emmett
- Biochemistry
and Molecular Biology, The University of
Texas Medical Branch, Galveston, Texas 77555, United States
- Pharmacology
and Toxicology, The University of Texas
Medical Branch, Galveston, Texas 77555, United States
- Radiation
Oncology, The University of Texas Medical
Branch, Galveston, Texas 77555, United
States
| |
Collapse
|
11
|
Nia AM, Khanipov K, Barnette BL, Ullrich RL, Golovko G, Emmett MR. Comparative RNA-Seq transcriptome analyses reveal dynamic time-dependent effects of 56Fe, 16O, and 28Si irradiation on the induction of murine hepatocellular carcinoma. BMC Genomics 2020; 21:453. [PMID: 32611366 PMCID: PMC7329445 DOI: 10.1186/s12864-020-06869-4] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/09/2020] [Accepted: 06/24/2020] [Indexed: 01/04/2023] Open
Abstract
Background One of the health risks posed to astronauts during deep space flights is exposure to high charge, high-energy (HZE) ions (Z > 13), which can lead to the induction of hepatocellular carcinoma (HCC). However, little is known on the molecular mechanisms of HZE irradiation-induced HCC. Results We performed comparative RNA-Seq transcriptomic analyses to assess the carcinogenic effects of 600 MeV/n 56Fe (0.2 Gy), 1 GeV/n 16O (0.2 Gy), and 350 MeV/n 28Si (0.2 Gy) ions in a mouse model for irradiation-induced HCC. C3H/HeNCrl mice were subjected to total body irradiation to simulate space environment HZE-irradiation, and liver tissues were extracted at five different time points post-irradiation to investigate the time-dependent carcinogenic response at the transcriptomic level. Our data demonstrated a clear difference in the biological effects of these HZE ions, particularly immunological, such as Acute Phase Response Signaling, B Cell Receptor Signaling, IL-8 Signaling, and ROS Production in Macrophages. Also seen in this study were novel unannotated transcripts that were significantly affected by HZE. To investigate the biological functions of these novel transcripts, we used a machine learning technique known as self-organizing maps (SOMs) to characterize the transcriptome expression profiles of 60 samples (45 HZE-irradiated, 15 non-irradiated control) from liver tissues. A handful of localized modules in the maps emerged as groups of co-regulated and co-expressed transcripts. The functional context of these modules was discovered using overrepresentation analysis. We found that these spots typically contained enriched populations of transcripts related to specific immunological molecular processes (e.g., Acute Phase Response Signaling, B Cell Receptor Signaling, IL-3 Signaling), and RNA Transcription/Expression. Conclusions A large number of transcripts were found differentially expressed post-HZE irradiation. These results provide valuable information for uncovering the differences in molecular mechanisms underlying HZE specific induced HCC carcinogenesis. Additionally, a handful of novel differentially expressed unannotated transcripts were discovered for each HZE ion. Taken together, these findings may provide a better understanding of biological mechanisms underlying risks for HCC after HZE irradiation and may also have important implications for the discovery of potential countermeasures against and identification of biomarkers for HZE-induced HCC.
Collapse
Affiliation(s)
- Anna M Nia
- Biochemistry and Molecular Biology, University of Texas Medical Branch, 301 University Blvd, Galveston, TX, 77550, USA
| | - Kamil Khanipov
- Pharmacology and Toxicology, University of Texas Medical Branch, 301 University Blvd, Galveston, TX, 77550, USA
| | - Brooke L Barnette
- Biochemistry and Molecular Biology, University of Texas Medical Branch, 301 University Blvd, Galveston, TX, 77550, USA
| | - Robert L Ullrich
- The Radiation Effects Research Foundation (RERF), Hiroshima, Japan
| | - George Golovko
- Pharmacology and Toxicology, University of Texas Medical Branch, 301 University Blvd, Galveston, TX, 77550, USA
| | - Mark R Emmett
- Biochemistry and Molecular Biology, University of Texas Medical Branch, 301 University Blvd, Galveston, TX, 77550, USA. .,Pharmacology and Toxicology, University of Texas Medical Branch, 301 University Blvd, Galveston, TX, 77550, USA.
| |
Collapse
|
12
|
Nia AM, Chen T, Barnette BL, Khanipov K, Ullrich RL, Bhavnani SK, Emmett MR. Efficient identification of multiple pathways: RNA-Seq analysis of livers from 56Fe ion irradiated mice. BMC Bioinformatics 2020; 21:118. [PMID: 32192433 PMCID: PMC7082965 DOI: 10.1186/s12859-020-3446-5] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2019] [Accepted: 03/06/2020] [Indexed: 12/25/2022] Open
Abstract
Background mRNA interaction with other mRNAs and other signaling molecules determine different biological pathways and functions. Gene co-expression network analysis methods have been widely used to identify correlation patterns between genes in various biological contexts (e.g., cancer, mouse genetics, yeast genetics). A challenge remains to identify an optimal partition of the networks where the individual modules (clusters) are neither too small to make any general inferences, nor too large to be biologically interpretable. Clustering thresholds for identification of modules are not systematically determined and depend on user-settable parameters requiring optimization. The absence of systematic threshold determination may result in suboptimal module identification and a large number of unassigned features. Results In this study, we propose a new pipeline to perform gene co-expression network analysis. The proposed pipeline employs WGCNA, a software widely used to perform different aspects of gene co-expression network analysis, and Modularity Maximization algorithm, to analyze novel RNA-Seq data to understand the effects of low-dose 56Fe ion irradiation on the formation of hepatocellular carcinoma in mice. The network results, along with experimental validation, show that using WGCNA combined with Modularity Maximization, provides a more biologically interpretable network in our dataset, than that obtainable using WGCNA alone. The proposed pipeline showed better performance than the existing clustering algorithm in WGCNA, and identified a module that was biologically validated by a mitochondrial complex I assay. Conclusions We present a pipeline that can reduce the problem of parameter selection that occurs with the existing algorithm in WGCNA, for applicable RNA-Seq datasets. This may assist in the future discovery of novel mRNA interactions, and elucidation of their potential downstream molecular effects.
Collapse
Affiliation(s)
- Anna M Nia
- Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, Texas, USA
| | - Tianlong Chen
- Institute for Translational Sciences, The University of Texas Medical Branch, Galveston, Texas, USA
| | - Brooke L Barnette
- Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, Texas, USA
| | - Kamil Khanipov
- Pharmacology and Toxicology, The University of Texas Medical Branch, Galveston, Texas, USA
| | | | - Suresh K Bhavnani
- Institute for Translational Sciences, The University of Texas Medical Branch, Galveston, Texas, USA
| | - Mark R Emmett
- Biochemistry and Molecular Biology, The University of Texas Medical Branch, Galveston, Texas, USA. .,Pharmacology and Toxicology, The University of Texas Medical Branch, Galveston, Texas, USA. .,Radiation Oncology, The University of Texas Medical Branch, Galveston, Texas, USA.
| |
Collapse
|
13
|
Strain SK, Groves MD, Emmett MR. Differentiation of 2-hydroxyglutarate enantiomers and its lactones by gas chromatography/electron ionization tandem mass spectrometry. Rapid Commun Mass Spectrom 2019; 33:1401-1409. [PMID: 31148247 DOI: 10.1002/rcm.8485] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/29/2019] [Revised: 05/09/2019] [Accepted: 05/11/2019] [Indexed: 06/09/2023]
Abstract
RATIONALE 2-Hydroxyglutarate (2-hg) exists as enantiomers and can readily undergo cyclization to its lactone. Gas chromatography/electron ionization mass spectrometry (GC/EI-MS) has been used to separate 2-hg enantiomers in bodily fluids but the assay cannot simultaneously measure cyclic and acylic 2-hg enantiomers. Furthermore, the assignment of ion structures was not verified by complementary MS data. METHODS GC/EI-MS and product ion analysis were used to obtain MS and MS/MS spectra of 2-hg, deuterated and 13 C-labeled 2-hg, and 2-hg lactone. Ion structures and EI fragmentation mechanisms were determined by fragmentation pattern and isotopologue comparisons. Using the EI data, a GC/MS/MS assay was developed to separate and detect 2-hg enantiomers and 2-hg lactone enantiomers in blood and urine using a cyclodextrin capillary column. RESULTS A new ion structure was predicted for the 85 m/z fragment than what was previously hypothesized, and the 117 m/z ion was the only fragment unique to the linear 2-hg compound. MS/MS data suggested that the majority of the fragments were the result of secondary fragmentation. Finally, separation of serum and urine 2-hg and 2-hg lactone enantiomers was achieved, and the acyclic 2-hg compound was found to be the major compound detected, though the amount of lactone detected was considerable in a number of samples. CONCLUSIONS Unique EI fragmentation pathways for both 2-hg and the 2-hg lactone have been described. Subsequently, the GC/MS/MS assay presented herein has significant potential as a novel clinical assay as it separates and detects both 2-hg enantiomers and the 2-hg lactone enantiomers, a capability which has not been previously demonstrated by any other assay to date.
Collapse
Affiliation(s)
- Shinji K Strain
- Department of Neuroscience, Cell Biology and Anatomy, University of Texas Medical Branch, Galveston, TX, USA
| | - Morris D Groves
- Austin Brain Tumor Center, Texas Oncology/US Oncology Research, Austin, TX, USA
| | - Mark R Emmett
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, TX, USA
| |
Collapse
|
14
|
Patel JP, Sowers ML, Herring JL, Theruvathu JA, Emmett MR, Hawkins BE, Zhang K, DeWitt DS, Prough DS, Sowers LC. Measurement of Postreplicative DNA Metabolism and Damage in the Rodent Brain. Chem Res Toxicol 2015; 28:2352-63. [PMID: 26447562 PMCID: PMC7986959 DOI: 10.1021/acs.chemrestox.5b00359] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
The DNA of all organisms is metabolically active due to persistent endogenous DNA damage, repair, and enzyme-mediated base modification pathways important for epigenetic reprogramming and antibody diversity. The free bases released from DNA either spontaneously or by base excision repair pathways constitute DNA metabolites in living tissues. In this study, we have synthesized and characterized the stable-isotope standards for a series of pyrimidines derived from the normal DNA bases by oxidation and deamination. We have used these standards to measure free bases in small molecule extracts from rat brain. Free bases are observed in extracts, consistent with both endogenous DNA damage and 5-methylcytosine demethylation pathways. The most abundant free base observed is uracil, and the potential sources of uracil are discussed. The free bases measured in tissue extracts constitute the end product of DNA metabolism and could be used to reveal metabolic disturbances in human disease.
Collapse
Affiliation(s)
- Jay P. Patel
- Department of Pharmacology and Toxicology, University of Texas Medical Branch, Galveston, Texas 77555, United States
| | - Mark L. Sowers
- Department of Pharmacology and Toxicology, University of Texas Medical Branch, Galveston, Texas 77555, United States
| | - Jason L. Herring
- Department of Pharmacology and Toxicology, University of Texas Medical Branch, Galveston, Texas 77555, United States
| | - Jacob A. Theruvathu
- Department of Pharmacology and Toxicology, University of Texas Medical Branch, Galveston, Texas 77555, United States
| | - Mark R. Emmett
- Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, Galveston, Texas 77555, United States
| | - Bridget E. Hawkins
- Department of Anesthesiology, University of Texas Medical Branch, Galveston, Texas 77555, United States
- Moody Project for Translational Traumatic Brain Injury Research, Department of Anesthesiology, University of Texas Medical Branch, Galveston, Texas 77555, United States
| | - Kangling Zhang
- Department of Pharmacology and Toxicology, University of Texas Medical Branch, Galveston, Texas 77555, United States
- Moody Project for Translational Traumatic Brain Injury Research, Department of Anesthesiology, University of Texas Medical Branch, Galveston, Texas 77555, United States
| | - Douglas S. DeWitt
- Department of Anesthesiology, University of Texas Medical Branch, Galveston, Texas 77555, United States
- Moody Project for Translational Traumatic Brain Injury Research, Department of Anesthesiology, University of Texas Medical Branch, Galveston, Texas 77555, United States
| | - Donald S. Prough
- Department of Anesthesiology, University of Texas Medical Branch, Galveston, Texas 77555, United States
- Moody Project for Translational Traumatic Brain Injury Research, Department of Anesthesiology, University of Texas Medical Branch, Galveston, Texas 77555, United States
| | - Lawrence C. Sowers
- Department of Pharmacology and Toxicology, University of Texas Medical Branch, Galveston, Texas 77555, United States
- Department of Internal Medicine, Division of Hematology and Oncology, University of Texas Medical Branch, Galveston, Texas 77555, United States
- Moody Project for Translational Traumatic Brain Injury Research, Department of Anesthesiology, University of Texas Medical Branch, Galveston, Texas 77555, United States
| |
Collapse
|
15
|
Wildburger NC, Wood PL, Gumin J, Lichti CF, Emmett MR, Lang FF, Nilsson CL. ESI-MS/MS and MALDI-IMS Localization Reveal Alterations in Phosphatidic Acid, Diacylglycerol, and DHA in Glioma Stem Cell Xenografts. J Proteome Res 2015; 14:2511-9. [PMID: 25880480 DOI: 10.1021/acs.jproteome.5b00076] [Citation(s) in RCA: 26] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/14/2023]
Abstract
Glioblastoma (GBM) is the most common adult primary brain tumor. Despite aggressive multimodal therapy, the survival of patients with GBM remains dismal. However, recent evidence has demonstrated the promise of bone marrow-derived mesenchymal stem cells (BM-hMSCs) as a therapeutic delivery vehicle for anti-glioma agents due to their ability to migrate or home to human gliomas. While several studies have demonstrated the feasibility of harnessing the homing capacity of BM-hMSCs for targeted delivery of cancer therapeutics, it is now also evident, based on clinically relevant glioma stem cell (GSC) models of GBMs, that BM-hMSCs demonstrate variable tropism toward these tumors. In this study, we compared the lipid environment of GSC xenografts that attract BM-hMSCs (N = 9) with those that do not attract (N = 9) to identify lipid modalities that are conducive to homing of BM-hMSC to GBMs. We identified lipids directly from tissue by matrix-assisted laser desorption/ionization (MALDI) imaging mass spectrometry (IMS) and electrospray ionization-tandem mass spectrometry (ESI-MS/MS) of lipid extracts. Several species of signaling lipids, including phosphatidic acid (PA 36:2, PA 40:5, PA 42:5, and PA 42:7) and diacylglycerol (DAG 34:0, DAG 34:1, DAG 36:1, DAG 38:4, DAG 38:6, and DAG 40:6), were lower in attracting xenografts. Molecular lipid images showed that PA (36:2), DAG (40:6), and docosahexaenoic acid (DHA) were decreased within tumor regions of attracting xenografts. Our results provide the first evidence for lipid signaling pathways and lipid-mediated tumor inflammatory responses in the homing of BM-hMSCs to GSC xenografts. Our studies provide new fundamental knowledge on the molecular correlates of the differential homing capacity of BM-hMSCs toward GSC xenografts.
Collapse
Affiliation(s)
| | - Paul L Wood
- ∥Department of Physiology and Pharmacology, Lincoln Memorial University, 6965 Cumberland Gap Parkway, Harrogate, Tennessee 37752, United States
| | | | - Cheryl F Lichti
- §UTMB Cancer Center, University of Texas Medical Branch, 301 University Boulevard, Galveston, Texas 77555-1074, United States
| | - Mark R Emmett
- §UTMB Cancer Center, University of Texas Medical Branch, 301 University Boulevard, Galveston, Texas 77555-1074, United States
| | | | - Carol L Nilsson
- §UTMB Cancer Center, University of Texas Medical Branch, 301 University Boulevard, Galveston, Texas 77555-1074, United States
| |
Collapse
|
16
|
Wildburger NC, Ali SR, Hsu WCJ, Shavkunov AS, Nenov MN, Lichti CF, LeDuc RD, Mostovenko E, Panova-Elektronova NI, Emmett MR, Nilsson CL, Laezza F. Quantitative proteomics reveals protein-protein interactions with fibroblast growth factor 12 as a component of the voltage-gated sodium channel 1.2 (nav1.2) macromolecular complex in Mammalian brain. Mol Cell Proteomics 2015; 14:1288-300. [PMID: 25724910 PMCID: PMC4424400 DOI: 10.1074/mcp.m114.040055] [Citation(s) in RCA: 43] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/02/2014] [Indexed: 12/19/2022] Open
Abstract
Voltage-gated sodium channels (Nav1.1–Nav1.9) are responsible for the initiation and propagation of action potentials in neurons, controlling firing patterns, synaptic transmission and plasticity of the brain circuit. Yet, it is the protein–protein interactions of the macromolecular complex that exert diverse modulatory actions on the channel, dictating its ultimate functional outcome. Despite the fundamental role of Nav channels in the brain, information on its proteome is still lacking. Here we used affinity purification from crude membrane extracts of whole brain followed by quantitative high-resolution mass spectrometry to resolve the identity of Nav1.2 protein interactors. Of the identified putative protein interactors, fibroblast growth factor 12 (FGF12), a member of the nonsecreted intracellular FGF family, exhibited 30-fold enrichment in Nav1.2 purifications compared with other identified proteins. Using confocal microscopy, we visualized native FGF12 in the brain tissue and confirmed that FGF12 forms a complex with Nav1.2 channels at the axonal initial segment, the subcellular specialized domain of neurons required for action potential initiation. Co-immunoprecipitation studies in a heterologous expression system validate Nav1.2 and FGF12 as interactors, whereas patch-clamp electrophysiology reveals that FGF12 acts synergistically with CaMKII, a known kinase regulator of Nav channels, to modulate Nav1.2-encoded currents. In the presence of CaMKII inhibitors we found that FGF12 produces a bidirectional shift in the voltage-dependence of activation (more depolarized) and the steady-state inactivation (more hyperpolarized) of Nav1.2, increasing the channel availability. Although providing the first characterization of the Nav1.2 CNS proteome, we identify FGF12 as a new functionally relevant interactor. Our studies will provide invaluable information to parse out the molecular determinant underlying neuronal excitability and plasticity, and extending the relevance of iFGFs signaling in the normal and diseased brain.
Collapse
Affiliation(s)
- Norelle C Wildburger
- From the ‡Department of Pharmacology and Toxicology, University of Texas Medical Branch, 301 University Blvd, Galveston, Texas, 77555-0617; §Neuroscience Graduate Program, Graduate School of Biomedical Sciences, University of Texas Medical Branch, 301 University Blvd., Galveston, Texas, 77555-0617; ¶UTMB Cancer Center, University of Texas Medical Branch, 301 University Blvd., Galveston, Texas, 77555-1074;
| | - Syed R Ali
- From the ‡Department of Pharmacology and Toxicology, University of Texas Medical Branch, 301 University Blvd, Galveston, Texas, 77555-0617
| | - Wei-Chun J Hsu
- ‖Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, 301 University Blvd., Galveston, Texas, 77555-0617
| | - Alexander S Shavkunov
- From the ‡Department of Pharmacology and Toxicology, University of Texas Medical Branch, 301 University Blvd, Galveston, Texas, 77555-0617; ¶UTMB Cancer Center, University of Texas Medical Branch, 301 University Blvd., Galveston, Texas, 77555-1074
| | - Miroslav N Nenov
- From the ‡Department of Pharmacology and Toxicology, University of Texas Medical Branch, 301 University Blvd, Galveston, Texas, 77555-0617
| | - Cheryl F Lichti
- From the ‡Department of Pharmacology and Toxicology, University of Texas Medical Branch, 301 University Blvd, Galveston, Texas, 77555-0617; ¶UTMB Cancer Center, University of Texas Medical Branch, 301 University Blvd., Galveston, Texas, 77555-1074
| | - Richard D LeDuc
- **National Center for Genome Analysis Support, Indiana University, 107 S Indiana Ave., Bloomington, Indiana, 47408
| | - Ekaterina Mostovenko
- From the ‡Department of Pharmacology and Toxicology, University of Texas Medical Branch, 301 University Blvd, Galveston, Texas, 77555-0617; ¶UTMB Cancer Center, University of Texas Medical Branch, 301 University Blvd., Galveston, Texas, 77555-1074
| | - Neli I Panova-Elektronova
- From the ‡Department of Pharmacology and Toxicology, University of Texas Medical Branch, 301 University Blvd, Galveston, Texas, 77555-0617
| | - Mark R Emmett
- ¶UTMB Cancer Center, University of Texas Medical Branch, 301 University Blvd., Galveston, Texas, 77555-1074; ‖Department of Biochemistry and Molecular Biology, University of Texas Medical Branch, 301 University Blvd., Galveston, Texas, 77555-0617
| | - Carol L Nilsson
- From the ‡Department of Pharmacology and Toxicology, University of Texas Medical Branch, 301 University Blvd, Galveston, Texas, 77555-0617; ¶UTMB Cancer Center, University of Texas Medical Branch, 301 University Blvd., Galveston, Texas, 77555-1074
| | - Fernanda Laezza
- From the ‡Department of Pharmacology and Toxicology, University of Texas Medical Branch, 301 University Blvd, Galveston, Texas, 77555-0617;
| |
Collapse
|
17
|
Nilsson CL, Mostovenko E, Lichti CF, Ruggles K, Fenyö D, Rosenbloom KR, Hancock WS, Paik YK, Omenn GS, LaBaer J, Kroes RA, Uhlén M, Hober S, Végvári Á, Andrén PE, Sulman EP, Lang FF, Fuentes M, Carlsohn E, Emmett MR, Moskal JR, Berven FS, Fehniger TE, Marko-Varga G. Use of ENCODE Resources to Characterize Novel Proteoforms and Missing Proteins in the Human Proteome. J Proteome Res 2014; 14:603-8. [DOI: 10.1021/pr500564q] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Affiliation(s)
| | | | | | - Kelly Ruggles
- Center for Biomolecular Science and Engineering, School of Engineering, University of California Santa Cruz (UCSC), 1156 High Street, New York, Santa Cruz California 95064, United States
| | - David Fenyö
- Center for Biomolecular Science and Engineering, School of Engineering, University of California Santa Cruz (UCSC), 1156 High Street, New York, Santa Cruz California 95064, United States
| | - Kate R. Rosenbloom
- Center
for Biomolecular Science and Engineering, University of California, 1156 High St, Mail Stop CBSE, Santa Cruz, California 95064, United States
| | - William S. Hancock
- College
of Science, Northeastern University, 360 Huntington Avenue, Boston, Massachusetts 02115, United States
| | - Young-Ki Paik
- Department
of Biochemistry, Yonsei Proteome Research Center, 50 Yonsei-Ro,
Seodaemun-gu, Seoul 120-749, South Korea
| | - Gilbert S. Omenn
- Center for
Computational Medicine and Bioinformatics, University of Michican Medical School, 100 Washtenaw Avenue, Ann
Arbor, Michigan 48109, United States
| | - Joshua LaBaer
- Biodesign
Institute, Arizona State University, 1001 South McAllister Avenue, Tempe, Arizona 85287, United States
| | - Roger A. Kroes
- The
Falk Center for Molecular Therapeutics, McCormick School of Engineering
and Applied Sciences, Northwestern University, 1801 Maple Street, Evanston, Illinois 60201, United States
| | - Matthias Uhlén
- Biotechnology,
AlbaNova University Center, Royal Institute of Technology, Roslagstullsbacken
21, 106 91 Stockholm, Sweden
| | - Sophia Hober
- School
of Biotechnology, Department of Proteomics, Royal Institute of Technology, 106 91 Stockholm, Sweden
| | - Ákos Végvári
- Clinical Protein Science & Imaging, Biomedical Center, Department of Biomedical Engineering, Lund University, 221 84 Lund, Sweden
| | - Per E. Andrén
- Department
of Pharmaceutical Biosciences, Uppsala University, Husargatan 3, 752 37 Uppsala, Sweden
| | - Erik P. Sulman
- Department
of Radiation Oncology, The University of Texas M.D. Anderson Cancer Center, 1515 Holcombe Boulevard, Houston, Texas 77030, United States
| | - Frederick F. Lang
- Department
of Neurosurgery, The University of Texas M.D. Anderson Cancer Center, 1515 Holcombe Boulevard, Houston, Texas 77030, United States
| | - Manuel Fuentes
- Centro
de Investigacion del Cancer, Medicine-Immunology, CSIC-University of Salamanca, Salamanca 37007, Spain
| | - Elisabet Carlsohn
- Proteomics
Core Facility, Sahlgrenska Academy, University of Gothenburg, Medicinaregatan
7A, Gothenburg 413 90, Sweden
| | | | - Joseph R. Moskal
- The
Falk Center for Molecular Therapeutics, McCormick School of Engineering
and Applied Sciences, Northwestern University, 1801 Maple Street, Evanston, Illinois 60201, United States
| | - Frode S. Berven
- Department
of Biomedicine, University of Bergen, Jonas Lies vei 91, 5009 Bergen, Norway
| | - Thomas E. Fehniger
- Clinical Protein Science & Imaging, Biomedical Center, Department of Biomedical Engineering, Lund University, 221 84 Lund, Sweden
| | - György Marko-Varga
- Clinical Protein Science & Imaging, Biomedical Center, Department of Biomedical Engineering, Lund University, 221 84 Lund, Sweden
| |
Collapse
|
18
|
Lichti CF, Wildburger NC, Emmett MR, Mostovenko E, Shavkunov AS, Strain SK, Nilsson CL. Post-translational Modifications in the Human Proteome. Translational Bioinformatics 2014. [DOI: 10.1007/978-94-017-9202-8_6] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
|
19
|
Valeja SG, Emmett MR, Marshall AG. Polar aprotic modifiers for chromatographic separation and back-exchange reduction for protein hydrogen/deuterium exchange monitored by Fourier transform ion cyclotron resonance mass spectrometry. J Am Soc Mass Spectrom 2012; 23:699-707. [PMID: 22298288 PMCID: PMC3835171 DOI: 10.1007/s13361-011-0329-z] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/23/2011] [Revised: 12/08/2011] [Accepted: 12/24/2011] [Indexed: 05/20/2023]
Abstract
Hydrogen/deuterium exchange monitored by mass spectrometry is an important non-perturbing tool to study protein structure and protein–protein interactions. However, water in the reversed-phase liquid chromatography mobile phase leads to back-exchange of D for H during chromatographic separation of proteolytic peptides following H/D exchange, resulting in incorrect identification of fast-exchanging hydrogens as unexchanged hydrogens. Previously, fast high-performance liquid chromatography (HPLC) and supercritical fluid chromatography have been shown to decrease back-exchange. Here, we show that replacement of up to 40% of the water in the LC mobile phase by the modifiers, dimethylformamide (DMF) and N-methylpyrrolidone (NMP) (i.e., polar organic modifiers that lack rapid exchanging hydrogens), significantly reduces back-exchange. On-line LC micro-ESI FT-ICR MS resolves overlapped proteolytic peptide isotopic distributions, allowing for quantitative determination of the extent of back-exchange. The DMF modified solvent composition also improves chromatographic separation while reducing back-exchange relative to conventional solvent.
Collapse
Affiliation(s)
- Santosh G. Valeja
- Department of Chemistry and Biochemistry, 95 Chieftain Way, Florida State University, Tallahassee, FL 32306, USA
| | - Mark R. Emmett
- Department of Chemistry and Biochemistry, 95 Chieftain Way, Florida State University, Tallahassee, FL 32306, USA
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Drive, Tallahassee, FL 32310-4005, USA
| | - Alan G. Marshall
- Department of Chemistry and Biochemistry, 95 Chieftain Way, Florida State University, Tallahassee, FL 32306, USA
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Drive, Tallahassee, FL 32310-4005, USA
| |
Collapse
|
20
|
Zhang Q, Willison LN, Tripathi P, Sathe SK, Roux KH, Emmett MR, Blakney GT, Zhang HM, Marshall AG. Epitope mapping of a 95 kDa antigen in complex with antibody by solution-phase amide backbone hydrogen/deuterium exchange monitored by Fourier transform ion cyclotron resonance mass spectrometry. Anal Chem 2011; 83:7129-36. [PMID: 21861454 PMCID: PMC3173601 DOI: 10.1021/ac201501z] [Citation(s) in RCA: 101] [Impact Index Per Article: 7.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
The epitopes of a homohexameric food allergen protein, cashew Ana o 2, identified by two monoclonal antibodies, 2B5 and 1F5, were mapped by solution-phase amide backbone H/D exchange (HDX) coupled with Fourier transform ion cyclotron resonance mass spectrometry (FTICR MS) and the results were compared to previous mapping by immunological and mutational analyses. Antibody 2B5 defines a conformational epitope, and 1F5 defines a linear epitope. Intact murine IgG antibodies were incubated with recombinant Ana o 2 (rAna o 2) to form antigen-monoclonal antibody (Ag-mAb) complexes. mAb-complexed and uncomplexed (free) rAna o 2 were then subjected to HDX. HDX instrumentation and automation were optimized to achieve high sequence coverage by protease XIII digestion. The regions protected from H/D exchange upon antibody binding overlap and thus confirm the previously identified epitope-bearing segments: the first extension of HDX monitored by mass spectrometry to a full-length antigen-antibody complex in solution.
Collapse
Affiliation(s)
- Qian Zhang
- Department Chemistry & Biochemistry, Florida State University, 95 Chieftain Way, Tallahassee, FL 32306
| | - LeAnna N. Willison
- Department of Biological Science and Institute of Molecular Biophysics, Florida State University, Tallahassee, FL 32306
| | - Pallavi Tripathi
- Department of Biological Science and Institute of Molecular Biophysics, Florida State University, Tallahassee, FL 32306
| | - Shridhar K. Sathe
- Department of Nutrition, Food and Exercise Sciences, Florida State University, Tallahassee, FL 32306
| | - Kenneth H. Roux
- Department of Biological Science and Institute of Molecular Biophysics, Florida State University, Tallahassee, FL 32306
| | - Mark R. Emmett
- Department Chemistry & Biochemistry, Florida State University, 95 Chieftain Way, Tallahassee, FL 32306
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State Universitiy, 1800 E. Paul Dirac Drive, Tallahassee, FL 323010-4005
| | - Greg T. Blakney
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State Universitiy, 1800 E. Paul Dirac Drive, Tallahassee, FL 323010-4005
| | - Hui-Min Zhang
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State Universitiy, 1800 E. Paul Dirac Drive, Tallahassee, FL 323010-4005
| | - Alan G. Marshall
- Department Chemistry & Biochemistry, Florida State University, 95 Chieftain Way, Tallahassee, FL 32306
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State Universitiy, 1800 E. Paul Dirac Drive, Tallahassee, FL 323010-4005
| |
Collapse
|
21
|
Wang X, Stewart PA, Cao Q, Sang QXA, Chung LWK, Emmett MR, Marshall AG. Characterization of the phosphoproteome in androgen-repressed human prostate cancer cells by Fourier transform ion cyclotron resonance mass spectrometry. J Proteome Res 2011; 10:3920-8. [PMID: 21786837 DOI: 10.1021/pr2000144] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
Androgen-repressed human prostate cancer, ARCaP, grows and is highly metastatic to bone and soft tissues in castrated mice. The molecular mechanisms underlying the aberrant responses to androgen are not fully understood. Here, we apply state-of-the-art mass spectrometry methods to investigate the phosphoproteome profiles in ARCaP cells. Because protein biological phosphorylation is always substoichiometric and the ionization efficiency of phosphopeptides is low, selective enrichment of phosphorylated proteins/peptides is required for mass spectrometric analysis of phosphorylation from complex biological samples. Therefore, we compare the sensitivity, efficiency, and specificity for three established enrichment strategies: calcium phosphate precipitation (CPP), immobilized metal ion affinity chromatography (IMAC), and TiO(2)-modified metal oxide chromatography. Calcium phosphate precipitation coupled with the TiO(2) approach offers the best strategy to characterize phosphorylation in ARCaP cells. We analyzed phosphopeptides from ARCaP cells by LC-MS/MS with a hybrid LTQ/FT-ICR mass spectrometer. After database search and stringent filtering, we identified 385 phosphoproteins with an average peptide mass error of 0.32 ± 0.6 ppm. Key identified oncogenic pathways include the mammalian target of rapamycin (mTOR) pathway and the E2F signaling pathway. Androgen-induced proliferation inhibitor (APRIN) was detected in its phosphorylated form, implicating a molecular mechanism underlying the ARCaP phenotype.
Collapse
Affiliation(s)
- Xu Wang
- Department of Chemistry and Biochemistry, 95 Chieftain Way, Florida State University, Tallahassee, Florida 32306, United States
| | | | | | | | | | | | | |
Collapse
|
22
|
Bou-Assaf GM, Chamoun JE, Emmett MR, Fajer PG, Marshall AG. Complexation and Calcium-Induced Conformational Changes in the Cardiac Troponin Complex Monitored by Hydrogen/Deuterium Exchange and FT-ICR Mass Spectrometry. Int J Mass Spectrom 2011; 302:116-124. [PMID: 21765647 PMCID: PMC3134279 DOI: 10.1016/j.ijms.2010.08.023] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/31/2023]
Abstract
Cardiac muscle contraction is regulated by the heterotrimeric complex: troponin. We apply solution-phase hydrogen/deuterium exchange monitored by FT-ICR mass spectrometry to study the structural dynamics and the Ca-induced conformational changes of the cardiac isoform of troponin, by comparing H/D exchange rate constants for TnC alone, the binary TnC:TnI complex, and the ternary TnC:TnI:TnT complex for Ca-free and Ca-saturated states. The wide range of exchange rate constants indicates that the complexes possess both highly flexible and very rigid domains. Fast exchange rates were observed for the N-terminal extension of TnI (specific to the cardiac isoform), the DE linker in TnC alone, and the mobile domain of TnI. The slowest rates were for the IT coiled-coil that grants stability and stiffness to the complex. Ca(2+) binding to site II of the N-lobe of TnC induces short-range allosteric effects, mainly protection for the C-lobe of TnC that transmits long-range conformational changes that reach the IT coiled-coil and even TnT1. The present results corroborate prior X-ray crystallography and NMR interpretations and also illuminate domains that were not resolved or truncated in those experiments.
Collapse
Affiliation(s)
- George M. Bou-Assaf
- Department of Chemistry and Biochemistry, Florida State University, Tallahassee, FL 32306
| | - Jean E. Chamoun
- Institute of Molecular Biophysics, Florida State University, Tallahassee, FL 32306
| | - Mark R. Emmett
- Department of Chemistry and Biochemistry, Florida State University, Tallahassee, FL 32306
| | - Piotr G. Fajer
- Institute of Molecular Biophysics, Florida State University, Tallahassee, FL 32306
| | - Alan G. Marshall
- Department of Chemistry and Biochemistry, Florida State University, Tallahassee, FL 32306
| |
Collapse
|
23
|
Priebe W, Emmett MR, Ji Y, Fokt I, Skora S, Conrad C, Wang X, Marshall AG. Abstract 2304: 2-DG inhibits of N-glycosylation in glioblastoma-derived cancer stem cells. Cancer Res 2011. [DOI: 10.1158/1538-7445.am2011-2304] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Abstract
Cancer stem cells (CSCs) are capable of unlimited self-renewal and multi-lineage differentiation. We have shown that 2-deoxy-D-glucose (2-DG), a known inhibitor of glycolysis, that is also a 2-deoxy-D-mannose can inhibits the growth of glioma-derived stem cells (GSC11) under normoxic conditions, and we hypothesize that 2-DG can affect D-glucose and D-mannose metabolism in glioblastoma derived cancer stem. Our studies showed that 2-DG affects formation of N-glycans by replacing D-mannose in glycosylation processes. We have synthesized 2-DG, D-glucose, and D-mannose labeled with deuterium at C-2 and C-6 and treated GSC11 cells with these monosaccharides to measure their effects on global N-glycan formation. Our results demonstrated that deuterium labeled 2-DG was incorporated into the N-glycans leading to the termination of the extension of oligosaccharide chain. Comparative glycomic analysis of control, 2-DG-treated, and D-mannose-rescued GSC11cells revealed a distinct modulation of the N-glycan profile. The levels of all types of N-glycans were decreased (by ∼4-fold) in 2-DG-treated GSC11 cells compared with control cells. In contrast, N-glycan synthesis in GSC11 cells could be rescued to almost “normal control” levels by adding exogenous D-mannose. D-Mannose rescue of 2-DG-treated GSC11 cells drastically reduced the incorporation of 2-DG into the N-glycans. These results indicate that 2-DG can interfere with biochemical transformations of D-mannose and that such interference might contribute to the overall antitumor effects of 2-DG.
Citation Format: {Authors}. {Abstract title} [abstract]. In: Proceedings of the 102nd Annual Meeting of the American Association for Cancer Research; 2011 Apr 2-6; Orlando, FL. Philadelphia (PA): AACR; Cancer Res 2011;71(8 Suppl):Abstract nr 2304. doi:10.1158/1538-7445.AM2011-2304
Collapse
Affiliation(s)
| | | | - Yongjie Ji
- 1UT M.D. Anderson Cancer Ctr., Houston, TX
| | | | | | | | - Xu Wang
- 2National High Magnetic Field Lab, Tallahassee, FL
| | | |
Collapse
|
24
|
Bou-Assaf GM, Chamoun JE, Emmett MR, Marshall AG, Sweeney LH, Fajer P. Conformational Changes in Myosin V Monitored by Hydrogen-Deuterium Exchange Mass Spectrometry. Biophys J 2011. [DOI: 10.1016/j.bpj.2010.12.911] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022] Open
|
25
|
Wang X, Emmett MR, Marshall AG. Liquid chromatography electrospray ionization Fourier transform ion cyclotron resonance mass spectrometric characterization of N-linked glycans and glycopeptides. Anal Chem 2010; 82:6542-8. [PMID: 20586410 DOI: 10.1021/ac1008833] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
We combine liquid chromatography, electrospray ionization, and Fourier transform ion cyclotron resonance mass spectrometry (LC ESI FT-ICR MS) to determine the sugar composition, linkage pattern, and attachment sites of N-linked glycans. N-linked glycans were enzymatically released from glycoproteins with peptide N-glycosidase F, followed by purification with graphitized carbon cartridge solid-phase extraction and separation over a TSK-Gel Amide80 column under hydrophilic interaction chromatography (HILIC) conditions. Unique glycopeptide compositions were determined from experimentally measured masses for different combinations of glycans and glycopeptides. The method was validated by identifying four peptides glycosylated so as to yield 12 glycopeptides unique in glycan composition for the standard glycoprotein, bovine alpha-2-HS-glycoprotein. We then assigned a total of 137 unique glycopeptide compositions from 18 glycoproteins from fetal bovine serum, and the glycan structures for most of the assigned glycopeptides were heterogeneous. Highly accurate FT-ICR mass measurement is essential for reliable identification.
Collapse
Affiliation(s)
- Xu Wang
- Department of Chemistry and Biochemistry, 95 Chieftain Way, Florida State University, Tallahassee, Florida 32306, USA
| | | | | |
Collapse
|
26
|
Zhang HM, Yu X, Greig MJ, Gajiwala KS, Wu JC, Diehl W, Lunney EA, Emmett MR, Marshall AG. Drug binding and resistance mechanism of KIT tyrosine kinase revealed by hydrogen/deuterium exchange FTICR mass spectrometry. Protein Sci 2010; 19:703-15. [PMID: 20095048 DOI: 10.1002/pro.347] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Mutations of the receptor tyrosine kinase KIT are linked to certain cancers such as gastrointestinal stromal tumors (GISTs). Biophysical, biochemical, and structural studies have provided insight into the molecular basis of resistance to the KIT inhibitors, imatinib and sunitinib. Here, solution-phase hydrogen/deuterium exchange (HDX) and direct binding mass spectrometry experiments provide a link between static structure models and the dynamic equilibrium of the multiple states of KIT, supporting that sunitinib targets the autoinhibited conformation of WT-KIT. The D816H mutation shifts the KIT conformational equilibrium toward the activated state. The V560D mutant exhibits two low energy conformations: one is more flexible and resembles the D816H mutant shifted toward the activated conformation, and the other is less flexible and resembles the wild-type KIT in the autoinhibited conformation. This result correlates with the V560D mutant exhibiting a sensitivity to sunitinib that is less than for WT KIT but greater than for KIT D816H. These findings support the elucidation of the resistance mechanism for the KIT mutants.
Collapse
Affiliation(s)
- Hui-Min Zhang
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, Tallahassee, Florida 32310-4005, USA
| | | | | | | | | | | | | | | | | |
Collapse
|
27
|
Valeja SG, Tipton JD, Emmett MR, Marshall AG. New reagents for enhanced liquid chromatographic separation and charging of intact protein ions for electrospray ionization mass spectrometry. Anal Chem 2010; 82:7515-9. [PMID: 20704305 PMCID: PMC2932825 DOI: 10.1021/ac1016858] [Citation(s) in RCA: 65] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Electrospray ionization produces multiply charged ions, thereby lowering the mass-to-charge ratio for peptides and small proteins to a range readily accessed by quadrupole ion trap, orbitrap, and ion cyclotron resonance (ICR) mass analyzers (m/z = 400-2000). For Fourier transform mass analyzers (orbitrap and ICR), higher charge also improves signal-to-noise ratio, mass resolution, and mass accuracy. Addition of m-nitrobenzyl alcohol (m-NBA) or sulfolane has previously been shown to increase the charge states of proteins. Moreover, polar aprotic dimethylformamide (DMF) improves chromatographic separation of proteolytic peptides for mass analysis of solution-phase protein hydrogen/deuterium exchange for improved (78-96%) sequence coverage. Here, we show that addition of each of the various modifiers (DMF, thiodiglycol, dimethylacetamide, dimethylsulfoxide, and N-methylpyrrolidone) can significantly increase the charge states of proteins up to 78 kDa. Moreover, incorporation of the same modifiers into reversed-phase liquid chromatography solvents improves sensitivity, charging, and chromatographic resolution for intact proteins.
Collapse
Affiliation(s)
- Santosh G Valeja
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Drive, Tallahassee, Florida 32310-4005, USA
| | | | | | | |
Collapse
|
28
|
Wang X, Tipton JD, Emmett MR, Marshall AG. Sites and extent of selenomethionine incorporation into recombinant Cas6 protein by top-down and bottom-up proteomics with 14.5 T Fourier transform ion cyclotron resonance mass spectrometry. Rapid Commun Mass Spectrom 2010; 24:2386-2392. [PMID: 20635341 DOI: 10.1002/rcm.4655] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2023]
Abstract
Selenomethionine-modified proteins can improve X-ray crystallographic structural resolution by multi-wavelength anomalous diffraction (MAD) phasing. However, the specificity and extent of selenomethionine incorporation must first be assessed. Bottom-up and top-down proteomics with a modified 14.5 T LTQ Fourier transform ion cyclotron resonance mass spectrometer offer a quick, accurate, and robust method to locate and quantify selenomethionine incorporation after auxotrophic expression. Selenomethionine (methionine with sulfur replaced by selenium) has a different natural-abundance isotopic distribution and a mass increase of 47.94 Da relative to wild-type methionine. Here, both wild-type and selenomethionine-substituted forms of the Cas6 protein containing 'clustered regularly interspaced short palindromic repeats' (CRISPRs) were expressed and purified. Comparative bottom-up and top-down proteomics confirmed that all six methionines were fully replaced by selenomethionines in Se-Cas6.
Collapse
Affiliation(s)
- Xu Wang
- Department of Chemistry and Biochemistry, Florida State University, 95 Chieftain Way, Tallahassee, Florida 32306, USA
| | | | | | | |
Collapse
|
29
|
He H, Nilsson CL, Emmett MR, Marshall AG, Kroes RA, Moskal JR, Ji Y, Colman H, Priebe W, Lang FF, Conrad CA. Glycomic and transcriptomic response of GSC11 glioblastoma stem cells to STAT3 phosphorylation inhibition and serum-induced differentiation. J Proteome Res 2010; 9:2098-108. [PMID: 20199106 DOI: 10.1021/pr900793a] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
A glioblastoma stem cell (GSC) line, GSC11, grows as neurospheres in serum-free media supplemented with EGF (epidermal growth factor) and bFGF (basic fibroblast growth factor), and, if implanted in nude mice brains, will recapitulate high-grade glial tumors. Treatment with a STAT3 (signal transducer and activator of transcription 3) phosphorylation inhibitor (WP1193) or 10% FBS (fetal bovine serum) both led to a decrease in expression of the stem cell marker CD133 in GSC11 cells, but differed in phenotype changes. Altered glycolipid profiles were associated with some differentially expressed glycogenes. In serum treated cells, an overall increase in glycosphingolipids may be due to increased expression of ST6GALNAC2, a sialyltransferase. Serum treated cells express more phosphatidylcholine (PC), short chain sphingomyelin (SM) and unsaturated long chain phosphatidylinositol (PI). Decrease of a few glycosphingolipids in the STAT3 phosphorylation inhibited cells may be linked to decreased transcripts of ST6GALNAC2 and UGCGL2, a glucosylceramide synthase. A rare 3-sulfoglucuronylparagloboside carrying HNK1 (human natural killer-1) epitope was found expressed in the GSC11 and the phenotypically differentiated cells. Its up-regulation correlates with increased transcripts of a HNK1 biosynthesis gene, B3GAT2 after serum treatment. Taken together with a quantitative phosphoproteomic study of the same GSC line (C. L. Nilsson, et al. J. Proteome Res. 2010, 9, 430-443), this report represents the most complete systems biology study of cancer stem cell (CSC) differentiation to date. The synergies derived by the combination of glycomic, transcriptomic and phosphoproteomic data may aid our understanding of intracellular and cell-surface events associated with CSC differentiation.
Collapse
Affiliation(s)
- Huan He
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, Tallahassee, Florida 32310, USA
| | | | | | | | | | | | | | | | | | | | | |
Collapse
|
30
|
Althaus E, Canzar S, Ehrler C, Emmett MR, Karrenbauer A, Marshall AG, Meyer-Bäse A, Tipton JD, Zhang HM. Computing H/D-exchange rates of single residues from data of proteolytic fragments. BMC Bioinformatics 2010; 11:424. [PMID: 20701784 PMCID: PMC2936929 DOI: 10.1186/1471-2105-11-424] [Citation(s) in RCA: 41] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2009] [Accepted: 08/11/2010] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND Protein conformation and protein/protein interaction can be elucidated by solution-phase Hydrogen/Deuterium exchange (sHDX) coupled to high-resolution mass analysis of the digested protein or protein complex. In sHDX experiments mutant proteins are compared to wild-type proteins or a ligand is added to the protein and compared to the wild-type protein (or mutant). The number of deuteriums incorporated into the polypeptides generated from the protease digest of the protein is related to the solvent accessibility of amide protons within the original protein construct. RESULTS In this work, sHDX data was collected on a 14.5 T FT-ICR MS. An algorithm was developed based on combinatorial optimization that predicts deuterium exchange with high spatial resolution based on the sHDX data of overlapping proteolytic fragments. Often the algorithm assigns deuterium exchange with single residue resolution. CONCLUSIONS With our new method it is possible to automatically determine deuterium exchange with higher spatial resolution than the level of digested fragments.
Collapse
Affiliation(s)
- Ernst Althaus
- Institut für Informatik, Fachbereich 08, Staudingerweg 9, 55099 Mainz, Germany.
| | | | | | | | | | | | | | | | | |
Collapse
|
31
|
Bou-Assaf GM, Chamoun JE, Emmett MR, Fajer PG, Marshall AG. Advantages of isotopic depletion of proteins for hydrogen/deuterium exchange experiments monitored by mass spectrometry. Anal Chem 2010; 82:3293-9. [PMID: 20337424 DOI: 10.1021/ac100079z] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
Solution-phase hydrogen/deuterium exchange (HDX) monitored by mass spectrometry is an excellent tool to study protein-protein interactions and conformational changes in biological systems, especially when traditional methods such as X-ray crystallography or nuclear magnetic resonance are not feasible. Peak overlap among the dozens of proteolytic fragments (including those from autolysis of the protease) can be severe, due to high protein molecular weight(s) and the broad isotopic distributions due to multiple deuterations of many peptides. In addition, different subunits of a protein complex can yield isomeric proteolytic fragments. Here, we show that depletion of (13)C and/or (15)N for one or more protein subunits of a complex can greatly simplify the mass spectra, increase the signal-to-noise ratio of the depleted fragment ions, and remove ambiguity in assignment of the m/z values to the correct isomeric peptides. Specifically, it becomes possible to monitor the exchange progress for two isobaric fragments originating from two or more different subunits within the complex, without having to resort to tandem mass spectrometry techniques that can lead to deuterium scrambling in the gas phase. Finally, because the isotopic distribution for a small to medium-size peptide is essentially just the monoisotopic species ((12)C(c)(1)H(h)(14)N(n)(16)O(o)(32)S(s)), it is not necessary to deconvolve the natural abundance distribution for each partially deuterated peptide during HDX data reduction.
Collapse
Affiliation(s)
- George M Bou-Assaf
- Department of Chemistry and Biochemistry, Florida State University, Tallahassee, Florida 32306, USA
| | | | | | | | | |
Collapse
|
32
|
Edwards AA, Tipton JD, Brenowitz MD, Emmett MR, Marshall AG, Evans GB, Tyler PC, Schramm VL. Conformational states of human purine nucleoside phosphorylase at rest, at work, and with transition state analogues. Biochemistry 2010; 49:2058-67. [PMID: 20108972 DOI: 10.1021/bi902041j] [Citation(s) in RCA: 24] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Human purine nucleoside phosphorylase (PNP) is a homotrimer binding tightly to the transition state analogues Immucillin-H (ImmH; K(d) = 56 pM) and DATMe-ImmH-Immucillin-H (DATMe-ImmH; K(d) = 8.6 pM). ImmH binds with a larger entropic penalty than DATMe-ImmH, a chemically more flexible inhibitor. The testable hypothesis is that PNP conformational states are more relaxed (dynamic) with DATMe-ImmH, despite tighter binding than with ImmH. PNP conformations are probed by peptide amide deuterium exchange (HDX) using liquid chromatography high-resolution Fourier transform ion cyclotron resonance mass spectrometry and by sedimentation rates. Catalytically equilibrating Michaelis complexes (PNP.PO(4).inosine <--> PNP.Hx.R-1-P) and inhibited complexes (PNP.PO(4).DATMe-ImmH and PNP.PO(4).ImmH) show protection from HDX at 9, 13, and 15 sites per subunit relative to resting PNP (PNP.PO(4)) in extended incubations. The PNP.PO(4).ImmH complex is more compact (by sedimentation rate) than the other complexes. HDX kinetic analysis of ligand-protected sites corresponds to peptides near the catalytic sites. HDX and sedimentation results establish that PNP protein conformation (dynamic motion) correlates more closely with entropy of binding than with affinity. Catalytically active turnover with saturated substrate sites causes less change in HDX and sedimentation rates than binding of transition state analogues. DATMe-ImmH more closely mimics the transition of human PNP than does ImmH and achieves strong binding interactions at the catalytic site while causing relatively modest alterations of the protein dynamic motion. Transition state analogues causing the most rigid, closed protein conformation are therefore not necessarily the most tightly bound. Close mimics of the transition state are hypothesized to retain enzymatic dynamic motions related to transition state formation.
Collapse
Affiliation(s)
- Achelle A Edwards
- Department of Biochemistry, Albert Einstein College of Medicine, Bronx, New York 10461, USA
| | | | | | | | | | | | | | | |
Collapse
|
33
|
Kazazic S, Zhang HM, Schaub TM, Emmett MR, Hendrickson CL, Blakney GT, Marshall AG. Automated data reduction for hydrogen/deuterium exchange experiments, enabled by high-resolution Fourier transform ion cyclotron resonance mass spectrometry. J Am Soc Mass Spectrom 2010; 21:550-8. [PMID: 20116280 PMCID: PMC2901854 DOI: 10.1016/j.jasms.2009.12.016] [Citation(s) in RCA: 35] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/11/2009] [Revised: 12/17/2009] [Accepted: 12/18/2009] [Indexed: 05/12/2023]
Abstract
Mass analysis of proteolytic fragment peptides following hydrogen/deuterium exchange offers a general measure of solvent accessibility/hydrogen bonding (and thus conformation) of solution-phase proteins and their complexes. The primary problem in such mass analyses is reliable and rapid assignment of mass spectral peaks to the correct charge state and degree of deuteration of each fragment peptide, in the presence of substantial overlap between isotopic distributions of target peptides, autolysis products, and other interferant species. Here, we show that at sufficiently high mass resolving power (m/Delta m(50%) > or = 100,000), it becomes possible to resolve enough of those overlaps so that automated data reduction becomes possible, based on the actual elemental composition of each peptide without the need to deconvolve isotopic distributions. We demonstrate automated, rapid, reliable assignment of peptide masses from H/D exchange experiments, based on electrospray ionization FT-ICR mass spectra from H/D exchange of solution-phase myoglobin. Combined with previously demonstrated automated data acquisition for such experiments, the present data reduction algorithm enhances automation (and thus expands generality and applicability) for high-resolution mass spectrometry-based analysis of H/D exchange of solution-phase proteins.
Collapse
Affiliation(s)
- Sasa Kazazic
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Drive, Tallahassee, FL 32310-4005, USA
| | | | | | | | | | | | | |
Collapse
|
34
|
Zhang HM, McLoughlin SM, Frausto SD, Tang H, Emmett MR, Marshall AG. Simultaneous reduction and digestion of proteins with disulfide bonds for hydrogen/deuterium exchange monitored by mass spectrometry. Anal Chem 2010; 82:1450-4. [PMID: 20099838 PMCID: PMC2825376 DOI: 10.1021/ac902550n] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Proteolyzed peptides provide the basis for mass-analyzed hydrogen/deuterium exchange (HDX) for mapping solvent access to various segments of solution-phase proteins. Aspergillus saitoi protease type XIII and porcine pepsin can generate peptides of overlapping sequences and high sequence coverage. However, if disulfide bonds are present, proteolysis can be severely limited, particularly in the vicinity of the disulfide linkage(s). Disulfide bonds cannot be reduced before or during the H/D exchange reaction without affecting the protein higher-order structure. Here, we demonstrate simultaneous quench/digestion/reduction following H/D exchange, for subsequent mass analysis. Proteolysis is conducted in the presence of tris(2-carboxyethyl)phosphine hydrochloride (TCEP.HCl) and urea, and all other steps of the H/D exchange and analysis are maintained. This method yields dramatically increased sequence coverage and localization of solvent-exposed segments for mass-analyzed solution-phase H/D exchange of proteins containing disulfide bonds.
Collapse
Affiliation(s)
- Hui-Min Zhang
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Drive, Tallahassee, FL, 32310-4005
- Institute of Molecular Biophysics, Florida State University, Tallahassee, FL, 32306
| | - Shaun M. McLoughlin
- Abbott Laboratories, GPRD/R418, 200 Abbott Park Road, AP31/L144, Abbott Park, IL 60064
| | | | - Hengli Tang
- Department of Biology, Florida State University, Tallahassee, FL, 32306
| | - Mark R. Emmett
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Drive, Tallahassee, FL, 32310-4005
- Department of Chemistry and Biochemistry, Florida State University, Tallahassee, FL, 32306
| | - Alan G. Marshall
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Drive, Tallahassee, FL, 32310-4005
- Department of Chemistry and Biochemistry, Florida State University, Tallahassee, FL, 32306
| |
Collapse
|
35
|
Tipton JD, Carter JD, Mathias JD, Emmett MR, Fanucci GE, Marshall AG. Sequential proteolysis and high-field FTICR MS to determine disulfide connectivity and 4-maleimide TEMPO spin-label location in L126C GM2 activator protein. Anal Chem 2009; 81:7611-7. [PMID: 19689113 DOI: 10.1021/ac9009935] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The GM2 activator protein (GM2AP) is an 18 kDa nonenzymatic accessory protein involved in the degradation of neuronal gangliosides. Genetic mutations of GM2AP can disrupt ganglioside catabolism and lead to deadly lysosomal storage disorders. Crystallography of wild-type GM2AP reveals 4 disulfide bonds and multiple conformations of a flexible loop region that is thought to be involved in lipid binding. To extend the crystallography results, a cysteine construct (L126C) was expressed and modified with 4-maleimide TEMPO for electron paramagnetic resonance (EPR) studies. However, because a ninth cysteine has been added by site-directed mutagenesis and the protein was expressed in E. coli in the form of inclusion bodies, the protein could misfold during expression. To verify correct protein folding and labeling, a sequential multiple-protease digestion, nano-liquid chromatograph (LC) electrospray ionization 14.5 T Fourier transform ion cyclotron resonance mass spectrometry assay was developed. High-magnetic field and robust automatic gain control results in subppm mass accuracy for location of the spin-labeled cysteine and verification of proper connectivity of the four disulfide bonds. The sequential multiple protease digestion strategy and ultrahigh mass accuracy provided by FTICR MS allow for rapid and unequivocal assignment of relevant peptides and provide a simple pipeline for analyzing other GM2AP constructs.
Collapse
Affiliation(s)
- Jeremiah D Tipton
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Drive, Tallahassee, Florida 32310-4005, USA
| | | | | | | | | | | |
Collapse
|
36
|
Frantom PA, Zhang HM, Emmett MR, Marshall AG, Blanchard JS. Mapping of the allosteric network in the regulation of alpha-isopropylmalate synthase from Mycobacterium tuberculosis by the feedback inhibitor L-leucine: solution-phase H/D exchange monitored by FT-ICR mass spectrometry. Biochemistry 2009; 48:7457-64. [PMID: 19606873 DOI: 10.1021/bi900851q] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/23/2022]
Abstract
As it is becoming accepted that allosteric regulation can occur through a change in local conformational equilibria as opposed to a change in overall static structure, a thorough description of the structural aspects of these types of mechanisms will be essential to understanding this fundamental biological process. Here we report the experimental identification of key regions of conformational perturbation in the allosteric network of a large (144 kDa), multidomain enzyme by use of solution-phase hydrogen/deuterium exchange. Large perturbations in the regulatory domain induced by effector molecule binding are linked to a very specific, targeted perturbation in the active site, some 50 A away. Binding of L-leucine to an enzyme variant (Y410F) that is kinetically insensitive to effector binding was shown to elicit similar changes in the regulatory domain, but perturbs an alternate region of the catalytic domain, consistent with the proposed allosteric mechanism. These results comprise one of the first reports of an experimentally mapped allosteric mechanism in a protein of this size and provide necessary information to be used toward the development of allostery-based drugs or enzymes with engineered regulatory properties.
Collapse
Affiliation(s)
- Patrick A Frantom
- Department of Biochemistry, Albert Einstein College of Medicine, Bronx, New York 10461, USA
| | | | | | | | | |
Collapse
|
37
|
Meyer-Baese A, Koshkouei AJ, Emmett MR, Goodall DP. Global stability analysis and robust design of multi-time-scale biological networks under parametric uncertainties. Neural Netw 2009; 22:658-63. [PMID: 19632813 DOI: 10.1016/j.neunet.2009.06.051] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2009] [Revised: 06/10/2009] [Accepted: 06/25/2009] [Indexed: 11/26/2022]
Abstract
Biological networks are prone to internal parametric fluctuations and external noises. Robustness represents a crucial property of these networks, which militates the effects of internal fluctuations and external noises. In this paper biological networks are formulated as coupled nonlinear differential systems operating at different time-scales under vanishing perturbations. In contrast to previous work viewing biological parametric uncertain systems as perturbations to a known nominal linear system, the perturbed biological system is modeled as nonlinear perturbations to a known nonlinear idealized system and is represented by two time-scales (subsystems). In addition, conditions for the existence of a global uniform attractor of the perturbed biological system are presented. By using an appropriate Lyapunov function for the coupled system, a maximal upper bound for the fast time-scale associated with the fast state is derived. The proposed robust system design principles are potentially applicable to robust biosynthetic network design. Finally, two examples of two important biological networks, a neural network and a gene regulatory network, are presented to illustrate the applicability of the developed theoretical framework.
Collapse
Affiliation(s)
- Anke Meyer-Baese
- Department of Scientific Computing, Florida State University, Tallahassee, FL 32310-6046, United States.
| | | | | | | |
Collapse
|
38
|
Ben Hamidane H, He H, Tsybin OY, Emmett MR, Hendrickson CL, Marshall AG, Tsybin YO. Periodic sequence distribution of product ion abundances in electron capture dissociation of amphipathic peptides and proteins. J Am Soc Mass Spectrom 2009; 20:1182-92. [PMID: 19297190 DOI: 10.1016/j.jasms.2009.02.015] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2008] [Revised: 01/14/2009] [Accepted: 02/08/2009] [Indexed: 05/11/2023]
Abstract
The rules for product ion formation in electron capture dissociation (ECD) mass spectrometry of peptides and proteins remain unclear. Random backbone cleavage probability and the nonspecific nature of ECD toward amino acid sequence have been reported, contrary to preferential channels of fragmentation in slow heating-based tandem mass spectrometry. Here we demonstrate that for amphipathic peptides and proteins, modulation of ECD product ion abundance (PIA) along the sequence is pronounced. Moreover, because of the specific primary (and presumably secondary) structure of amphipathic peptides, PIA in ECD demonstrates a clear and reproducible periodic sequence distribution. On the one hand, the period of ECD PIA corresponds to periodic distribution of spatially separated hydrophobic and hydrophilic domains within the peptide primary sequence. On the other hand, the same period correlates with secondary structure units, such as alpha-helical turns, known for solution-phase structure. Based on a number of examples, we formulate a set of characteristic features for ECD of amphipathic peptides and proteins: (1) periodic distribution of PIA is observed and is reproducible in a wide range of ECD parameters and on different experimental platforms; (2) local maxima of PIA are not necessarily located near the charged site; (3) ion activation before ECD not only extends product ion sequence coverage but also preserves ion yield modulation; (4) the most efficient cleavage (e.g. global maximum of ECD PIA distribution) can be remote from the charged site; (5) the number and location of PIA maxima correlate with amino acid hydrophobicity maxima generally to within a single amino acid displacement; and (6) preferential cleavage sites follow a selected hydrogen spine in an alpha-helical peptide segment. Presently proposed novel insights into ECD behavior are important for advancing understanding of the ECD mechanism, particularly the role of peptide sequence on PIA. An improved ECD model could facilitate protein sequencing and improve identification of unknown proteins in proteomics technologies. In structural biology, the periodic/preferential product ion yield in ECD of alpha-helical structures potentially opens the way toward de novo site-specific secondary structure determination of peptides and proteins in the gas phase and its correlation with solution-phase structure.
Collapse
Affiliation(s)
- Hisham Ben Hamidane
- Biomolecular Mass Spectrometry Laboratory, Ecole Polytechnique Fédérale de Lausanne, Lausanne, Switzerland
| | | | | | | | | | | | | |
Collapse
|
39
|
Yi K, Wang X, Emmett MR, Marshall AG, Stewart M, Roberts TM. Dephosphorylation of major sperm protein (MSP) fiber protein 3 by protein phosphatase 2A during cell body retraction in the MSP-based amoeboid motility of Ascaris sperm. Mol Biol Cell 2009; 20:3200-8. [PMID: 19458186 DOI: 10.1091/mbc.e09-03-0240] [Citation(s) in RCA: 25] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022] Open
Abstract
The crawling movement of nematode sperm requires coordination of leading edge protrusion with cell body retraction, both of which are powered by modulation of a cytoskeleton based on major sperm protein (MSP) filaments. We used a cell-free in vitro motility system in which both protrusion and retraction can be reconstituted, to identify two proteins involved in cell body retraction. Pharmacological and depletion-add back assays showed that retraction was triggered by a putative protein phosphatase 2A (PP2A, a Ser/Thr phosphatase activated by tyrosine dephosphorylation). Immunofluorescence showed that PP2A was present in the cell body and was concentrated at the base of the lamellipod where the force for retraction is generated. PP2A targeted MSP fiber protein 3 (MFP3), a protein unique to nematode sperm that binds to the MSP filaments in the motility apparatus. Dephosphorylation of MFP3 caused its release from the cytoskeleton and generated filament disassembly. Our results suggest that interaction between PP2A and MFP3 leads to local disassembly of the MSP cytoskeleton at the base of the lamellipod in sperm that in turn pulls the trailing cell body forward.
Collapse
Affiliation(s)
- Kexi Yi
- Department of Biological Science, Florida State University, Tallahassee, FL 32306, USA
| | | | | | | | | | | |
Collapse
|
40
|
Zhang HM, Bou-Assaf GM, Emmett MR, Marshall AG. Fast reversed-phase liquid chromatography to reduce back exchange and increase throughput in H/D exchange monitored by FT-ICR mass spectrometry. J Am Soc Mass Spectrom 2009; 20:520-4. [PMID: 19095461 PMCID: PMC2673454 DOI: 10.1016/j.jasms.2008.11.010] [Citation(s) in RCA: 49] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/08/2008] [Revised: 11/15/2008] [Accepted: 11/17/2008] [Indexed: 05/12/2023]
Abstract
In solution-phase hydrogen/deuterium exchange (HDX), it is essential to minimize the back-exchange level of H for D after the exchange has been quenched, to accurately assign protein conformation and protein-protein or protein-ligand interactions. Reversed-phase HPLC is conducted at low pH and low temperature to desalt and separate proteolytic fragments. However, back exchange averages roughly 30% because of the long exposure to H(2)O in the mobile phase. In this report, we first show that there is no significant backbone amide hydrogen back exchange during quench and digestion; backbone exchange occurs primarily during subsequent liquid chromatography separation. We then show that a rapid reversed-phase separation reduces back exchange for HDX by at least 25%, resulting from the dramatically reduced retention time of the peptide fragments on the column. The influence of retention time on back exchange was also evaluated. The rapid separation coupled with high-resolution FT-ICR MS at 14.5 T provides high amino acid sequence coverage, high sample throughput, and high reproducibility and reliability.
Collapse
Affiliation(s)
- Hui-Min Zhang
- National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Dr., Tallahassee, FL 32310-4005
- Institute of Molecular Biophysics, Florida State University, Tallahassee, FL, 32306
| | - George M. Bou-Assaf
- National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Dr., Tallahassee, FL 32310-4005
- Department of Chemistry and Biochemistry, Florida State University, Tallahassee, FL, 32306
| | - Mark R. Emmett
- National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Dr., Tallahassee, FL 32310-4005
- Department of Chemistry and Biochemistry, Florida State University, Tallahassee, FL, 32306
| | - Alan G. Marshall
- National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Dr., Tallahassee, FL 32310-4005
- Department of Chemistry and Biochemistry, Florida State University, Tallahassee, FL, 32306
| |
Collapse
|
41
|
Zhang HM, Kazazic S, Schaub TM, Tipton JD, Emmett MR, Marshall AG. Enhanced digestion efficiency, peptide ionization efficiency, and sequence resolution for protein hydrogen/deuterium exchange monitored by Fourier transform ion cyclotron resonance mass spectrometry. Anal Chem 2008; 80:9034-41. [PMID: 19551977 PMCID: PMC2784605 DOI: 10.1021/ac801417d] [Citation(s) in RCA: 81] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
Abstract
Solution-phase hydrogen/deuterium exchange (HDX) monitored by high-resolution Fourier transform ion cyclotron resonance (FTICR) mass spectrometry offers a rapid method to study protein conformations and protein-protein interactions. Pepsin is usually used to digest proteins in HDX and is known for lack of cleavage specificity. To improve digestion efficiency and specificity, we have optimized digestion conditions and cleavage preferences for pepsin and protease type XIII from Aspergillus saitoi. A dilution series of the proteases was used to determine the digestion efficiency for several test proteins. Protease type XIII prefers to cleave on the C-terminal end of basic amino acids and produced the highest number of fragments and the best sequence coverage compared to pepsin or protease type XVIII from Rhizhopus. Furthermore, protease type XIII exhibited much less self-digestion than pepsin and thus is superior for HDX experiments. Many highly overlapped segments from protease type XIII and pepsin digestion, combined with high-resolution FTICR mass spectrometry, provide high sequence resolution (to as few as one or two amino acids) for the assignment of amide hydrogen exchange rate. Our H/D exchange results correlate well with the secondary and tertiary structure of myoglobin. Such assignments of highly overlapped fragments promise to greatly enhance the accuracy and sequence resolution for determining conformational differences resulting from ligand binding or protein-protein interactions.
Collapse
Affiliation(s)
- Hui-Min Zhang
- Molecular Biophysics Program, Florida State University, Tallahassee, FL 32306
| | - Saša Kazazic
- Laboratory for Chemical Kinetics and Atmospheric Chemistry at Ruder Boskovic Institute, Bijenicka 54, 10002, Zagreb, Croatia
| | - Tanner M. Schaub
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Drive, Tallahassee, FL 32310-4005
| | - Jeremiah D. Tipton
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Drive, Tallahassee, FL 32310-4005
| | - Mark R. Emmett
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Drive, Tallahassee, FL 32310-4005
- Department of Chemistry and Biochemistry, 95 Chieftain Way, Florida State University, Tallahassee, FL 32306-4390
| | - Alan G. Marshall
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Drive, Tallahassee, FL 32310-4005
- Department of Chemistry and Biochemistry, 95 Chieftain Way, Florida State University, Tallahassee, FL 32306-4390
| |
Collapse
|
42
|
He H, Conrad CA, Nilsson CL, Ji Y, Schaub TM, Marshall AG, Emmett MR. Method for lipidomic analysis: p53 expression modulation of sulfatide, ganglioside, and phospholipid composition of U87 MG glioblastoma cells. Anal Chem 2007; 79:8423-30. [PMID: 17929901 DOI: 10.1021/ac071413m] [Citation(s) in RCA: 46] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/02/2023]
Abstract
Lipidomics can complement genomics and proteomics by providing new insight into dynamic changes in biomembranes; however, few reports in the literature have explored, on an organism-wide scale, the functional link between nonenzymatic proteins and cellular lipids. Here, we report changes induced by adenovirus-delivered wild-type p53 gene and chemotherapy of U87 MG glioblastoma cells, a treatment known to trigger apoptosis and cell cycle arrest. We compare polar lipid changes in treated cells and control cells by use of a novel, sensitive method that employs lipid extraction, one-step liquid chromatography separation, high-resolution mass analysis, and Kendrick mass defect analysis. Nano-LC FT-ICR MS and quadrupole linear ion trap MS/MS analysis of polar lipids yields hundreds of unique assignments of glyco- and phospholipids at sub-ppm mass accuracy and high resolving power (m/Deltam50% = 200 000 at m/z 400) at 1 s/scan. MS/MS data confirm molecular structures in many instances. Sulfatides are most highly modulated by wild-type p53 treatment. The treatment also leads to an increase in phospholipids such as phosphatidyl inositols, phosphatidyl serines, phosphatidyl glycerols, and phosphatidyl ethanolamines. An increase in hydroxylated phospholipids is especially noteworthy. Also, a decrease in the longer chain gangliosides, GD1 and GM1b, is observed in wild-type p53 (treated) cells.
Collapse
Affiliation(s)
- Huan He
- National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Drive, Tallahassee, Florida 32310-4005, USA
| | | | | | | | | | | | | |
Collapse
|
43
|
Tsybin YO, He H, Emmett MR, Hendrickson CL, Marshall AG. Ion activation in electron capture dissociation to distinguish between N-terminal and C-terminal product ions. Anal Chem 2007; 79:7596-602. [PMID: 17874851 DOI: 10.1021/ac071165u] [Citation(s) in RCA: 61] [Impact Index Per Article: 3.6] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Abstract
We present a method to distinguish N-terminal from C-terminal product ions in electron capture dissociation (ECD) MS/MS due to the change in relative abundances of even-electron (prime) and odd-electron (radical) product ions produced in consecutive ECD and activated ion-ECD mass spectra. The method is based on the rate and direction of hydrogen atom transfer between N-terminal and C-terminal ECD products and its dependence on ion internal energy. We demonstrate that increasing ion internal energy by vibrational activation prior to ECD results in decreased ratio of radical/prime N-terminal product ions (c*/c' ratio), but increased ratio of radical/prime C-terminal product ions (z*/z' ratio) in many cases. The combination of AI-ECD and ECD promises to increase the confidence of mass spectrometry-based peptide sequencing and protein identification.
Collapse
Affiliation(s)
- Yury O Tsybin
- Biomolecular Mass Spectrometry Laboratory, Swiss Federal Institute of Technology in Lausanne, Lausanne, CH-1015, Switzerland.
| | | | | | | | | |
Collapse
|
44
|
Renfrow MB, Mackay CL, Chalmers MJ, Julian BA, Mestecky J, Kilian M, Poulsen K, Emmett MR, Marshall AG, Novak J. Analysis of O-glycan heterogeneity in IgA1 myeloma proteins by Fourier transform ion cyclotron resonance mass spectrometry: implications for IgA nephropathy. Anal Bioanal Chem 2007; 389:1397-407. [PMID: 17712550 DOI: 10.1007/s00216-007-1500-z] [Citation(s) in RCA: 80] [Impact Index Per Article: 4.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2007] [Revised: 07/05/2007] [Accepted: 07/10/2007] [Indexed: 11/30/2022]
Abstract
IgA nephropathy (IgAN) is the most common form of primary glomerulonephritis. In IgAN, IgA1 molecules with incompletely galactosylated O-linked glycans in the hinge region (HR) are present in mesangial immunodeposits and in circulating immune complexes. It is not known whether the galactose deficiency in IgA1 proteins occurs randomly or preferentially at specific sites. We have previously demonstrated the first direct localization of multiple O-glycosylation sites on a single IgA1 myeloma protein by use of activated ion-electron capture dissociation (AI-ECD) Fourier transform ion cyclotron resonance (FT-ICR) tandem mass spectrometry. Here, we report the analysis of IgA1 O-glycan heterogeneity by use of FT-ICR MS and liquid chromatography FT-ICR MS to obtain unbiased accurate mass profiles of IgA1 HR glycopeptides from three different IgA1 myeloma proteins. Additionally, we report the first AI-ECD fragmentation on an individual IgA1 O-glycopeptide from an IgA1 HR preparation that is reproducible for each IgA1 myeloma protein. These results suggest that future analysis of IgA1 HR from IgAN patients and normal healthy controls should be feasible.
Collapse
Affiliation(s)
- Matthew B Renfrow
- UAB Biomedical FT-ICR MS Laboratory, Department of Biochemistry and Molecular Genetics, University of Alabama at Birmingham, MCLM 570 1530 3rd AVE S, Birmingham, AL 35294-0005, USA.
| | | | | | | | | | | | | | | | | | | |
Collapse
|
45
|
Puchades M, Nilsson CL, Emmett MR, Aldape KD, Ji Y, Lang FF, Liu TJ, Conrad CA. Proteomic investigation of glioblastoma cell lines treated with wild-type p53 and cytotoxic chemotherapy demonstrates an association between galectin-1 and p53 expression. J Proteome Res 2007; 6:869-75. [PMID: 17269744 DOI: 10.1021/pr060302l] [Citation(s) in RCA: 33] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022]
Abstract
Global protein analysis of treated and untreated glioblastoma cell lines was performed. Proteomic analysis revealed the identity of proteins that were significantly modulated by the treatment with wild-type TP53 and the cytotoxic chemotherapy SN38. In particular, galectin-1 was found to be negatively regulated by transfection with TP53 and further down-regulated by SN38. Expression level changes were confirmed by Western blot. Subsequent analysis of several high-grade glioma cell lines demonstrated very high levels of galectin-1, regardless if the cell lines contained mutant or wild-type TP53. High expression of galectin-1 in a human orthotopic murine tumor model was also detected by immunohistochemistry and revealed a consistent pattern of preferential expression in peripheral or leading tumor edges. Further examination of galectin-1 expression through microarray analysis in tumor materials from patients confirmed galectin-1 as a valuable biomarker and possible therapeutic target. These results demonstrate the utility of using proteomic approaches to interrogate and identify potential useful targets for cancer therapy by evaluating specific tumor responses, either positive or negative, to various therapies.
Collapse
Affiliation(s)
- Maja Puchades
- Institute of Neuroscience and Physiology, Sahlgrenska Academy, Göteborg University, SU/Mölndal, SE-43180 Mölndal, Sweden
| | | | | | | | | | | | | | | |
Collapse
|
46
|
Nair SS, Nilsson CL, Emmett MR, Schaub TM, Gowd KH, Thakur SS, Krishnan KS, Balaram P, Marshall AG. De novo sequencing and disulfide mapping of a bromotryptophan-containing conotoxin by Fourier transform ion cyclotron resonance mass spectrometry. Anal Chem 2007; 78:8082-8. [PMID: 17134143 PMCID: PMC2518043 DOI: 10.1021/ac0607764] [Citation(s) in RCA: 43] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
T-1-family conotoxins belong to the T-superfamily and are composed of 10-17 amino acids. They share a common cysteine framework and disulfide connectivity and exhibit unusual posttranslational modifications, such as tryptophan bromination, glutamic acid carboxylation, and threonine glycosylation. We have isolated and characterized a novel peptide, Mo1274, containing 11 amino acids, that shows the same cysteine pattern, -CC-CC, and disulfide linkage as those of the T-1-family members. The complete sequence, GNWCCSARVCC, in which W denotes bromotryptophan, was derived from MS-based de novo sequencing. The FT-ICR MS/MS techniques of electron capture dissociation (ECD), infrared multiphoton dissociation, and collision-induced dissociation served to detect and localize the tryptophan bromination. The bromine contributes a distinctive isotopic distribution in all fragments that contain bromotryptophan. ECD fragmentation results in the loss of bromine and return to the normal isotopic distribution. Disulfide connectivity of Mo1274, between cysteine pairs 1-3 and 2-4, was determined by mass spectrometry in combination with chemical derivatization employing tris(2-carboxyethyl)phosphine, followed by differential alkylation with N-ethylmaleimide and iodoacetamide. The ECD spectra of the native and partially modified peptide reveal a loss of bromine in a process that requires the presence of a disulfide bond.
Collapse
Affiliation(s)
| | | | | | | | | | | | | | | | - Alan G. Marshall
- To whom correspondence should be addressed. Telephone: 1−850−644−0529. Fax: 1−850−644−1366. E-mail:
| |
Collapse
|
47
|
Marshall AG, Hendrickson CL, Emmett MR, Rodgers RP, Blakney GT, Nilsson CL. Fourier transform ion cyclotron resonance: state of the art. Eur J Mass Spectrom (Chichester) 2007; 13:57-9. [PMID: 17878540 DOI: 10.1255/ejms.846] [Citation(s) in RCA: 18] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/17/2023]
Abstract
This short review summarizes recent and projected advances in Fourier transform ion cyclotron resonance mass spectrometry instrumentation and applications, ranging from petroleomics to proteomics. More details are available from the cited primary literature and topical reviews.
Collapse
Affiliation(s)
- A G Marshall
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory, Florida State University, 1800 East Paul Dirac Drive, Tallahassee, FL 32310-4005, USA
| | | | | | | | | | | |
Collapse
|
48
|
Tsybin YO, Haselmann KF, Emmett MR, Hendrickson CL, Marshall AG. Charge location directs electron capture dissociation of peptide dications. J Am Soc Mass Spectrom 2006; 17:1704-11. [PMID: 16963276 DOI: 10.1016/j.jasms.2006.07.024] [Citation(s) in RCA: 16] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/09/2006] [Revised: 07/24/2006] [Accepted: 07/25/2006] [Indexed: 05/11/2023]
Abstract
The effect of peptide dication charge location on electron capture dissociation (ECD) fragmentation pattern is investigated. ECD fragmentation patterns are compared for peptides with amide and free acid C-terminal groups. ECD of free acid compared with C-terminally amidated peptides with basic residues near the N-terminus demonstrates increased formation of a-type ions. Similarly, ECD of free acid compared with C-terminally amidated peptides with basic residues near the C-terminus exhibits increased formation of y-type ions. Alteration of the peptide sequence to inhibit the formation of charged side chains (i.e., amino acid substitution and acetylation) provides further evidence for charge location effect on ECD. We propose that formation of zwitterionic peptide structures increases the likelihood of amide nitrogen protonation (versus basic side chains), which is responsible for the increase in a- and y-type ion formation.
Collapse
Affiliation(s)
- Yury O Tsybin
- Ion Cyclotron Resonance Program, National High Magnetic Field Laboratory Florida State University, Tallahassee, Florida 32310-4005, USA
| | | | | | | | | |
Collapse
|
49
|
Nair SS, Romanuka J, Billeter M, Skjeldal L, Emmett MR, Nilsson CL, Marshall AG. Structural characterization of an unusually stable cyclic peptide, kalata B2 from Oldenlandia affinis. Biochimica et Biophysica Acta (BBA) - Proteins and Proteomics 2006; 1764:1568-76. [PMID: 16987719 DOI: 10.1016/j.bbapap.2006.07.009] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/10/2006] [Revised: 06/19/2006] [Accepted: 07/19/2006] [Indexed: 11/19/2022]
Abstract
Kalata peptides are isolated from an African medicinal plant, Oldenlandia affinis, an aqueous decoction of which can be ingested to accelerate uterine contraction during childbirth. The closely packed disulfide core of kalata peptides confers unusual stability against thermal, chemical, and enzymatic degradation. The molecular arrangement may hamper NMR-assisted disulfide connectivity assignment. We have combined NMR with high-resolution mass spectrometry (MS) and MS/MS of native and chemically derivatized kalata B2 to determine its amino acid sequence and disulfide connectivity. Infrared multiphoton dissociation establishes the disulfide bond linkages in kalata B2 as I-IV, II-V and III-VI.
Collapse
|
50
|
Emmett MR, Kazazic S, Marshall AG, Chen W, Shi SDH, Bolaños B, Greig MJ. Supercritical Fluid Chromatography Reduction of Hydrogen/Deuterium Back Exchange in Solution-Phase Hydrogen/Deuterium Exchange with Mass Spectrometric Analysis. Anal Chem 2006; 78:7058-60. [PMID: 17007536 DOI: 10.1021/ac060693n] [Citation(s) in RCA: 32] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The single biggest problem with solution-phase H/D exchange as a mass spectrometric probe of surface exposure in a protein (or protein complex) is back-exchange of H for D after the initial H/D exchange has been quenched. Back-exchange results in loss of pertinent data and also greatly hampers data analysis. Previously, very fast, cold (0-4 degrees C) HPLC was performed to help reduce back-exchange, but calculated back-exchange still averages approximately 30%. In this report, supercritical fluid chromatography replaces HPLC as the desalting/separation technique prior to mass analysis, providing a dramatic reduction in back-exchange compared to the fast, cold HPLC methods.
Collapse
|