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Hannemann A, Ameling S, Lehnert K, Dörr M, Felix SB, Nauck M, Al-Noubi MN, Schmidt F, Haas J, Meder B, Völker U, Friedrich N, Hammer E. Integrative Analyses of Circulating Proteins and Metabolites Reveal Sex Differences in the Associations with Cardiac Function among DCM Patients. Int J Mol Sci 2024; 25:6827. [PMID: 38999939 PMCID: PMC11241450 DOI: 10.3390/ijms25136827] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2024] [Revised: 06/11/2024] [Accepted: 06/18/2024] [Indexed: 07/14/2024] Open
Abstract
Dilated cardiomyopathy (DCM) is characterized by reduced left ventricular ejection fraction (LVEF) and left or biventricular dilatation. We evaluated sex-specific associations of circulating proteins and metabolites with structural and functional heart parameters in DCM. Plasma samples (297 men, 71 women) were analyzed for proteins using Olink assays (targeted analysis) or LC-MS/MS (untargeted analysis), and for metabolites using LC MS/MS (Biocrates AbsoluteIDQ p180 Kit). Associations of proteins (n = 571) or metabolites (n = 163) with LVEF, measured left ventricular end diastolic diameter (LVEDDmeasured), and the dilation percentage of LVEDD from the norm (LVEDDacc. to HENRY) were examined in combined and sex-specific regression models. To disclose protein-metabolite relations, correlation analyses were performed. Associations between proteins, metabolites and LVEF were restricted to men, while associations with LVEDD were absent in both sexes. Significant metabolites were validated in a second independent DCM cohort (93 men). Integrative analyses demonstrated close relations between altered proteins and metabolites involved in lipid metabolism, inflammation, and endothelial dysfunction with declining LVEF, with kynurenine as the most prominent finding. In DCM, the loss of cardiac function was reflected by circulating proteins and metabolites with sex-specific differences. Our integrative approach demonstrated that concurrently assessing specific proteins and metabolites might help us to gain insights into the alterations associated with DCM.
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Affiliation(s)
- Anke Hannemann
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Ferdinand-Sauerbruch-Strasse, D-17475 Greifswald, Germany; (M.N.); (N.F.)
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, D-17475 Greifswald, Germany; (S.A.); (K.L.); (M.D.); (S.B.F.); (U.V.); (E.H.)
| | - Sabine Ameling
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, D-17475 Greifswald, Germany; (S.A.); (K.L.); (M.D.); (S.B.F.); (U.V.); (E.H.)
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Felix-Hausdorff-Strasse 8, D-17475 Greifswald, Germany
| | - Kristin Lehnert
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, D-17475 Greifswald, Germany; (S.A.); (K.L.); (M.D.); (S.B.F.); (U.V.); (E.H.)
- Department of Internal Medicine B, University Medicine Greifswald, D-17475 Greifswald, Germany
| | - Marcus Dörr
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, D-17475 Greifswald, Germany; (S.A.); (K.L.); (M.D.); (S.B.F.); (U.V.); (E.H.)
- Department of Internal Medicine B, University Medicine Greifswald, D-17475 Greifswald, Germany
| | - Stephan B. Felix
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, D-17475 Greifswald, Germany; (S.A.); (K.L.); (M.D.); (S.B.F.); (U.V.); (E.H.)
- Department of Internal Medicine B, University Medicine Greifswald, D-17475 Greifswald, Germany
| | - Matthias Nauck
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Ferdinand-Sauerbruch-Strasse, D-17475 Greifswald, Germany; (M.N.); (N.F.)
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, D-17475 Greifswald, Germany; (S.A.); (K.L.); (M.D.); (S.B.F.); (U.V.); (E.H.)
| | - Muna N. Al-Noubi
- Proteomics Core, Weill Cornell Medicine-Qatar, Doha 24144, Qatar; (M.N.A.-N.); (F.S.)
| | - Frank Schmidt
- Proteomics Core, Weill Cornell Medicine-Qatar, Doha 24144, Qatar; (M.N.A.-N.); (F.S.)
| | - Jan Haas
- Institute for Cardiomyopathies Heidelberg (ICH), Heart Centre Heidelberg, University of Heidelberg, D-69121 Heidelberg, Germany; (J.H.); (B.M.)
- German Centre for Cardiovascular Research (DZHK), Partner Site Heidelberg/Mannheim, D-69121 Heidelberg, Germany
- Department of Medicine III, University of Heidelberg, INF 410, D-69120 Heidelberg, Germany
| | - Benjamin Meder
- Institute for Cardiomyopathies Heidelberg (ICH), Heart Centre Heidelberg, University of Heidelberg, D-69121 Heidelberg, Germany; (J.H.); (B.M.)
- German Centre for Cardiovascular Research (DZHK), Partner Site Heidelberg/Mannheim, D-69121 Heidelberg, Germany
- Department of Medicine III, University of Heidelberg, INF 410, D-69120 Heidelberg, Germany
| | - Uwe Völker
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, D-17475 Greifswald, Germany; (S.A.); (K.L.); (M.D.); (S.B.F.); (U.V.); (E.H.)
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Felix-Hausdorff-Strasse 8, D-17475 Greifswald, Germany
| | - Nele Friedrich
- Institute of Clinical Chemistry and Laboratory Medicine, University Medicine Greifswald, Ferdinand-Sauerbruch-Strasse, D-17475 Greifswald, Germany; (M.N.); (N.F.)
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, D-17475 Greifswald, Germany; (S.A.); (K.L.); (M.D.); (S.B.F.); (U.V.); (E.H.)
| | - Elke Hammer
- German Centre for Cardiovascular Research (DZHK), Partner Site Greifswald, D-17475 Greifswald, Germany; (S.A.); (K.L.); (M.D.); (S.B.F.); (U.V.); (E.H.)
- Interfaculty Institute for Genetics and Functional Genomics, University Medicine Greifswald, Felix-Hausdorff-Strasse 8, D-17475 Greifswald, Germany
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Fanti S, Stephenson E, Rocha-Vieira E, Protonotarios A, Kanoni S, Shahaj E, Longhi MP, Vyas VS, Dyer C, Pontarini E, Asimaki A, Bueno-Beti C, De Gaspari M, Rizzo S, Basso C, Bombardieri M, Coe D, Wang G, Harding D, Gallagher I, Solito E, Elliott P, Heymans S, Sikking M, Savvatis K, Mohiddin SA, Marelli-Berg FM. Circulating c-Met-Expressing Memory T Cells Define Cardiac Autoimmunity. Circulation 2022; 146:1930-1945. [PMID: 36417924 PMCID: PMC9770129 DOI: 10.1161/circulationaha.121.055610] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Accepted: 09/20/2022] [Indexed: 11/25/2022]
Abstract
BACKGROUND Autoimmunity is increasingly recognized as a key contributing factor in heart muscle diseases. The functional features of cardiac autoimmunity in humans remain undefined because of the challenge of studying immune responses in situ. We previously described a subset of c-mesenchymal epithelial transition factor (c-Met)-expressing (c-Met+) memory T lymphocytes that preferentially migrate to cardiac tissue in mice and humans. METHODS In-depth phenotyping of peripheral blood T cells, including c-Met+ T cells, was undertaken in groups of patients with inflammatory and noninflammatory cardiomyopathies, patients with noncardiac autoimmunity, and healthy controls. Validation studies were carried out using human cardiac tissue and in an experimental model of cardiac inflammation. RESULTS We show that c-Met+ T cells are selectively increased in the circulation and in the myocardium of patients with inflammatory cardiomyopathies. The phenotype and function of c-Met+ T cells are distinct from those of c-Met-negative (c-Met-) T cells, including preferential proliferation to cardiac myosin and coproduction of multiple cytokines (interleukin-4, interleukin-17, and interleukin-22). Furthermore, circulating c-Met+ T cell subpopulations in different heart muscle diseases identify distinct and overlapping mechanisms of heart inflammation. In experimental autoimmune myocarditis, elevations in autoantigen-specific c-Met+ T cells in peripheral blood mark the loss of immune tolerance to the heart. Disease development can be halted by pharmacologic c-Met inhibition, indicating a causative role for c-Met+ T cells. CONCLUSIONS Our study demonstrates that the detection of circulating c-Met+ T cells may have use in the diagnosis and monitoring of adaptive cardiac inflammation and definition of new targets for therapeutic intervention when cardiac autoimmunity causes or contributes to progressive cardiac injury.
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Affiliation(s)
- Silvia Fanti
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
| | - Edward Stephenson
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
- Barts Heart Centre, Barts Health NHS Trust, St Bartholomew’s Hospital, West Smithfield, London (E. Stephenson, A.P., V.S.V., D.H., P.E., K.S., S.A.M.)
| | - Etel Rocha-Vieira
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
- Federal University of Vales do Jequitinhonha e Mucuri, Diamantina, Minas Gerais, Brazil (E.R.-V.)
| | - Alexandros Protonotarios
- Barts Heart Centre, Barts Health NHS Trust, St Bartholomew’s Hospital, West Smithfield, London (E. Stephenson, A.P., V.S.V., D.H., P.E., K.S., S.A.M.)
- Institute of Cardiovascular Science, University College London, UK (A.P., P.E.)
| | - Stavroula Kanoni
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
| | - Eriomina Shahaj
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
| | - M. Paula Longhi
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
| | - Vishal S. Vyas
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
- Barts Heart Centre, Barts Health NHS Trust, St Bartholomew’s Hospital, West Smithfield, London (E. Stephenson, A.P., V.S.V., D.H., P.E., K.S., S.A.M.)
| | - Carlene Dyer
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
| | - Elena Pontarini
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
| | - Angeliki Asimaki
- Molecular and Clinical Science Institute, St George’s, University of London, UK (A.A., C.B.-B.)
| | - Carlos Bueno-Beti
- Molecular and Clinical Science Institute, St George’s, University of London, UK (A.A., C.B.-B.)
| | - Monica De Gaspari
- Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padua Medical School, Italy (M.D.G., S.R., C.B.)
| | - Stefania Rizzo
- Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padua Medical School, Italy (M.D.G., S.R., C.B.)
| | - Cristina Basso
- Department of Cardiac, Thoracic, Vascular Sciences and Public Health, University of Padua Medical School, Italy (M.D.G., S.R., C.B.)
| | - Michele Bombardieri
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
| | - David Coe
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
| | - Guosu Wang
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
| | - Daniel Harding
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
- Barts Heart Centre, Barts Health NHS Trust, St Bartholomew’s Hospital, West Smithfield, London (E. Stephenson, A.P., V.S.V., D.H., P.E., K.S., S.A.M.)
| | - Iain Gallagher
- Faculty of Health Sciences & Sport, University of Stirling, UK (I.G.)
| | - Egle Solito
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
- Department of Medicina Molecolare e Biotecnologie Mediche, University of Naples “Federico II,” Italy (E. Solito)
| | - Perry Elliott
- Barts Heart Centre, Barts Health NHS Trust, St Bartholomew’s Hospital, West Smithfield, London (E. Stephenson, A.P., V.S.V., D.H., P.E., K.S., S.A.M.)
- Institute of Cardiovascular Science, University College London, UK (A.P., P.E.)
| | - Stephane Heymans
- Maastricht University Medical Centre, Cardiovascular Research Institute Maastricht, the Netherlands (S.H., M.S.)
- Department of Cardiovascular Sciences, Centre for Vascular and Molecular Biology, KU Leuven, Belgium (S.H.)
| | - Maurits Sikking
- Maastricht University Medical Centre, Cardiovascular Research Institute Maastricht, the Netherlands (S.H., M.S.)
| | - Konstantinos Savvatis
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
- Barts Heart Centre, Barts Health NHS Trust, St Bartholomew’s Hospital, West Smithfield, London (E. Stephenson, A.P., V.S.V., D.H., P.E., K.S., S.A.M.)
| | - Saidi A. Mohiddin
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
- Barts Heart Centre, Barts Health NHS Trust, St Bartholomew’s Hospital, West Smithfield, London (E. Stephenson, A.P., V.S.V., D.H., P.E., K.S., S.A.M.)
| | - Federica M. Marelli-Berg
- William Harvey Research Institute, Barts and The London Faculty of Medicine and Dentistry (S.F., E. Stephenson, E.R.-V., S.K., E. Shahaj, M.P.L., V.S.V., C.D., E.P., M.B., D.C., G.W., D.H., E. Solito, K.S., S.A.M., F.M.M.-B.), Queen Mary University of London, UK
- Centre for Inflammation and Therapeutic Innovation (F.M.M.-B.), Queen Mary University of London, UK
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