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Ahmed S, Viode A, van Zalm P, Steen J, Mukerji SS, Steen H. Using plasma proteomics to investigate viral infections of the central nervous system including patients with HIV-associated neurocognitive disorders. J Neurovirol 2022; 28:341-354. [PMID: 35639337 PMCID: PMC9945916 DOI: 10.1007/s13365-022-01077-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2021] [Revised: 03/22/2022] [Accepted: 03/28/2022] [Indexed: 10/18/2022]
Abstract
State-of-the-art liquid chromatography/mass spectrometry (LC/MS)-based proteomic technologies, using microliter amounts of patient plasma, can detect and quantify several hundred plasma proteins in a high throughput fashion, allowing for the discovery of clinically relevant protein biomarkers and insights into the underlying pathobiological processes. Using such an in-house developed high throughput plasma proteomics allowed us to identify and quantify > 400 plasmas proteins in 15 min per sample, i.e., a throughput of 100 samples/day. We demonstrated the clinical applicability of our method in this pilot study by mapping the plasma proteomes from patients infected with human immunodeficiency virus (HIV) or herpes virus, both groups with involvement of the central nervous system (CNS). We found significant disease-specific differences in the plasma proteomes. The most notable difference was a decrease in the levels of several coagulation-associated proteins in HIV vs. herpes virus, among other dysregulated biological pathways providing insight into the differential pathophysiology of HIV compared to herpes virus infection. In a subsequent analysis, we found several plasma proteins associated with immunity and metabolism to differentiate patients with HIV-associated neurocognitive disorders (HAND) compared to cognitively normal people with HIV (PWH), suggesting the presence of plasma-based biomarkers to distinguishing HAND from cognitively normal PWH. Overall, our high-throughput plasma proteomics pipeline enables the identification of distinct proteomic signatures of HIV and herpes virus, which may help illuminate divergent pathophysiology behind virus-associated neurological disorders.
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Affiliation(s)
- Saima Ahmed
- Department of Pathology, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Arthur Viode
- Department of Pathology, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Patrick van Zalm
- Department of Pathology, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA
| | - Judith Steen
- Neurobiology Program, Boston Children's Hospital, Harvard Medical School, Boston, MB, USA
| | - Shibani S Mukerji
- Neuroimmunology and Neuro-Infectious Diseases Division, Department of Neurology, Massachusetts General Hospital, Harvard Medical School, Boston, MA, USA
| | - Hanno Steen
- Department of Pathology, Boston Children's Hospital, Harvard Medical School, Boston, MA, USA. .,Neurobiology Program and Precision Vaccines Program, Boston Children's Hospital, Boston, MA, USA.
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Bennike TB, Fatou B, Angelidou A, Diray-Arce J, Falsafi R, Ford R, Gill EE, van Haren SD, Idoko OT, Lee AH, Ben-Othman R, Pomat WS, Shannon CP, Smolen KK, Tebbutt SJ, Ozonoff A, Richmond PC, van den Biggelaar AHJ, Hancock REW, Kampmann B, Kollmann TR, Levy O, Steen H. Preparing for Life: Plasma Proteome Changes and Immune System Development During the First Week of Human Life. Front Immunol 2020; 11:578505. [PMID: 33329546 PMCID: PMC7732455 DOI: 10.3389/fimmu.2020.578505] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2020] [Accepted: 09/22/2020] [Indexed: 01/05/2023] Open
Abstract
Neonates have heightened susceptibility to infections. The biological mechanisms are incompletely understood but thought to be related to age-specific adaptations in immunity due to resource constraints during immune system development and growth. We present here an extended analysis of our proteomics study of peripheral blood-plasma from a study of healthy full-term newborns delivered vaginally, collected at the day of birth and on day of life (DOL) 1, 3, or 7, to cover the first week of life. The plasma proteome was characterized by LC-MS using our established 96-well plate format plasma proteomics platform. We found increasing acute phase proteins and a reduction of respective inhibitors on DOL1. Focusing on the complement system, we found increased plasma concentrations of all major components of the classical complement pathway and the membrane attack complex (MAC) from birth onward, except C7 which seems to have near adult levels at birth. In contrast, components of the lectin and alternative complement pathways mainly decreased. A comparison to whole blood messenger RNA (mRNA) levels enabled characterization of mRNA and protein levels in parallel, and for 23 of the 30 monitored complement proteins, the whole blood transcript information by itself was not reflective of the plasma protein levels or dynamics during the first week of life. Analysis of immunoglobulin (Ig) mRNA and protein levels revealed that IgM levels and synthesis increased, while the plasma concentrations of maternally transferred IgG1-4 decreased in accordance with their in vivo half-lives. The neonatal plasma ratio of IgG1 to IgG2-4 was increased compared to adult values, demonstrating a highly efficient IgG1 transplacental transfer process. Partial compensation for maternal IgG degradation was achieved by endogenous synthesis of the IgG1 subtype which increased with DOL. The findings were validated in a geographically distinct cohort, demonstrating a consistent developmental trajectory of the newborn's immune system over the first week of human life across continents. Our findings indicate that the classical complement pathway is central for newborn immunity and our approach to characterize the plasma proteome in parallel with the transcriptome will provide crucial insight in immune ontogeny and inform new approaches to prevent and treat diseases.
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Affiliation(s)
- Tue Bjerg Bennike
- Department of Pathology, Boston Children’s Hospital, Boston, MA, United States
- Precision Vaccines Program, Boston Children’s Hospital, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
- Department of Health Science and Technology, Aalborg University, Aalborg, Denmark
| | - Benoit Fatou
- Department of Pathology, Boston Children’s Hospital, Boston, MA, United States
- Precision Vaccines Program, Boston Children’s Hospital, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
| | - Asimenia Angelidou
- Precision Vaccines Program, Boston Children’s Hospital, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
- Department of Neonatology, Beth Israel Deaconess Medical Center, Boston, MA, United States
| | - Joann Diray-Arce
- Precision Vaccines Program, Boston Children’s Hospital, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
| | - Reza Falsafi
- Department of Microbiology and Immunology, University of British Columbia, Vancouver, BC, Canada
| | - Rebecca Ford
- Papua New Guinea Institute of Medical Research, Goroka, Papua New Guinea
| | - Erin E. Gill
- Department of Microbiology and Immunology, University of British Columbia, Vancouver, BC, Canada
| | - Simon D. van Haren
- Precision Vaccines Program, Boston Children’s Hospital, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
| | - Olubukola T. Idoko
- Vaccines and Immunity Theme, Medical Research Council Unit, The Gambia at the London School of Hygiene and Tropical Medicine, Banjul, Gambia
| | - Amy H. Lee
- Department of Microbiology and Immunology, University of British Columbia, Vancouver, BC, Canada
- Department of Molecular Biology and Biochemistry, Simon Fraser University, Burnaby, BC, Canada
| | - Rym Ben-Othman
- Department of Pediatrics, University of British Columbia, and BC Children’s Hospital, Vancouver, BC, Canada
| | - William S. Pomat
- Papua New Guinea Institute of Medical Research, Goroka, Papua New Guinea
| | | | - Kinga K. Smolen
- Precision Vaccines Program, Boston Children’s Hospital, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
| | - Scott J. Tebbutt
- PROOF Centre of Excellence, Vancouver, BC, Canada
- UBC Centre for Heart Lung Innovation, St. Paul’s Hospital, Vancouver, BC, Canada
- Department of Medicine, Division of Respiratory Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Al Ozonoff
- Precision Vaccines Program, Boston Children’s Hospital, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
| | | | | | - Robert E. W. Hancock
- Department of Microbiology and Immunology, University of British Columbia, Vancouver, BC, Canada
| | - Beate Kampmann
- Vaccines and Immunity Theme, Medical Research Council Unit, The Gambia at the London School of Hygiene and Tropical Medicine, Banjul, Gambia
- Vaccine Centre, Faculty of Infectious and Tropical Diseases, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Tobias R. Kollmann
- Department of Pediatrics, University of British Columbia, and BC Children’s Hospital, Vancouver, BC, Canada
- Department of Experimental Medicine, University of British Columbia, Vancouver, BC, Canada
| | - Ofer Levy
- Precision Vaccines Program, Boston Children’s Hospital, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
- Broad Institute of MIT & Harvard, Cambridge, MA, United States
| | - Hanno Steen
- Department of Pathology, Boston Children’s Hospital, Boston, MA, United States
- Precision Vaccines Program, Boston Children’s Hospital, Boston, MA, United States
- Harvard Medical School, Boston, MA, United States
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Peffers MJ, Smagul A, Anderson JR. Proteomic analysis of synovial fluid: current and potential uses to improve clinical outcomes. Expert Rev Proteomics 2019; 16:287-302. [PMID: 30793992 DOI: 10.1080/14789450.2019.1578214] [Citation(s) in RCA: 13] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
INTRODUCTION Synovial fluid (SF) is in close proximity to tissues which are primarily altered during articular disease and has significant potential to better understand the underlying disease pathogeneses of articular pathologies and biomarker discovery. Although development of mass spectrometry-based methods has allowed faster and higher sensitivity techniques, interrogation of the SF proteome has been hindered by its large protein concentration dynamic range, impeding quantification of lower abundant proteins. Areas covered: Recent advances have developed methodologies to reduce the large protein concentration dynamic range of SF and subsequently allow deeper exploration of the SF proteome. This review concentrates on methods to overcome biofluid complexity, mass spectrometry proteomics methodologies, extracellular vesicles proteomics and the application of advances within the field in clinical disease, including osteoarthritis, rheumatoid arthritis, spondyloarthritis and juvenile arthritis. A narrative review was conducted with articles searched using PubMed, 1991-2018. Expert opinion: The SF proteomics field faces various challenges, including the requirement for rigorous and standardised methods of sample collection/storage, the sensitivity and specificity of proteomic assays, techniques to combat the large protein concentration dynamic range and comprehensive data analysis to reduce falsely identified markers. Additionally, there are challenges in developing multi 'omic' integration techniques, with computational integration enhancing analysis.
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Affiliation(s)
- Mandy Jayne Peffers
- a Comparative Musculoskeletal Biology, Institute of Ageing and Chronic Disease , University of Liverpool , Liverpool , UK
| | - Aibek Smagul
- a Comparative Musculoskeletal Biology, Institute of Ageing and Chronic Disease , University of Liverpool , Liverpool , UK
| | - James Ross Anderson
- a Comparative Musculoskeletal Biology, Institute of Ageing and Chronic Disease , University of Liverpool , Liverpool , UK
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