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Moulder R, Välikangas T, Hirvonen MK, Suomi T, Brorsson CA, Lietzén N, Bruggraber SFA, Overbergh L, Dunger DB, Peakman M, Chmura PJ, Brunak S, Schulte AM, Mathieu C, Knip M, Elo LL, Lahesmaa R. Targeted serum proteomics of longitudinal samples from newly diagnosed youth with type 1 diabetes distinguishes markers of disease and C-peptide trajectory. Diabetologia 2023; 66:1983-1996. [PMID: 37537394 PMCID: PMC10542287 DOI: 10.1007/s00125-023-05974-9] [Citation(s) in RCA: 5] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Accepted: 06/06/2023] [Indexed: 08/05/2023]
Abstract
AIMS/HYPOTHESIS There is a growing need for markers that could help indicate the decline in beta cell function and recognise the need and efficacy of intervention in type 1 diabetes. Measurements of suitably selected serum markers could potentially provide a non-invasive and easily applicable solution to this challenge. Accordingly, we evaluated a broad panel of proteins previously associated with type 1 diabetes in serum from newly diagnosed individuals during the first year from diagnosis. To uncover associations with beta cell function, comparisons were made between these targeted proteomics measurements and changes in fasting C-peptide levels. To further distinguish proteins linked with the disease status, comparisons were made with measurements of the protein targets in age- and sex-matched autoantibody-negative unaffected family members (UFMs). METHODS Selected reaction monitoring (SRM) mass spectrometry analyses of serum, targeting 85 type 1 diabetes-associated proteins, were made. Sera from individuals diagnosed under 18 years (n=86) were drawn within 6 weeks of diagnosis and at 3, 6 and 12 months afterwards (288 samples in total). The SRM data were compared with fasting C-peptide/glucose data, which was interpreted as a measure of beta cell function. The protein data were further compared with cross-sectional SRM measurements from UFMs (n=194). RESULTS Eleven proteins had statistically significant associations with fasting C-peptide/glucose. Of these, apolipoprotein L1 and glutathione peroxidase 3 (GPX3) displayed the strongest positive and inverse associations, respectively. Changes in GPX3 levels during the first year after diagnosis indicated future fasting C-peptide/glucose levels. In addition, differences in the levels of 13 proteins were observed between the individuals with type 1 diabetes and the matched UFMs. These included GPX3, transthyretin, prothrombin, apolipoprotein C1 and members of the IGF family. CONCLUSIONS/INTERPRETATION The association of several targeted proteins with fasting C-peptide/glucose levels in the first year after diagnosis suggests their connection with the underlying changes accompanying alterations in beta cell function in type 1 diabetes. Moreover, the direction of change in GPX3 during the first year was indicative of subsequent fasting C-peptide/glucose levels, and supports further investigation of this and other serum protein measurements in future studies of beta cell function in type 1 diabetes.
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Affiliation(s)
- Robert Moulder
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, Finland
- InFLAMES Research Flagship Center, University of Turku, Turku, Finland
| | - Tommi Välikangas
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, Finland
- InFLAMES Research Flagship Center, University of Turku, Turku, Finland
| | - M Karoliina Hirvonen
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, Finland
- InFLAMES Research Flagship Center, University of Turku, Turku, Finland
| | - Tomi Suomi
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, Finland
- InFLAMES Research Flagship Center, University of Turku, Turku, Finland
| | - Caroline A Brorsson
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Niina Lietzén
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, Finland
| | | | - Lut Overbergh
- Katholieke Universiteit Leuven/Universitaire Ziekenhuizen, Leuven, Belgium
| | - David B Dunger
- Department of Paediatrics, University of Cambridge, Cambridge, UK
| | - Mark Peakman
- Immunology & Inflammation Research Therapeutic Area, Sanofi, Boston, MA, USA
| | - Piotr J Chmura
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | - Soren Brunak
- Novo Nordisk Foundation Center for Protein Research, Faculty of Health and Medical Sciences, University of Copenhagen, Copenhagen, Denmark
| | | | - Chantal Mathieu
- Katholieke Universiteit Leuven/Universitaire Ziekenhuizen, Leuven, Belgium
| | - Mikael Knip
- Pediatric Research Center, University of Helsinki and Helsinki University Hospital, Helsinki, Finland
- Research Program for Clinical and Molecular Metabolism, Faculty of Medicine, University of Helsinki, Helsinki, Finland
- Tampere Center for Child Health Research, Tampere University Hospital, Tampere, Finland
| | - Laura L Elo
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, Finland.
- InFLAMES Research Flagship Center, University of Turku, Turku, Finland.
- Institute of Biomedicine, University of Turku, Turku, Finland.
| | - Riitta Lahesmaa
- Turku Bioscience Centre, University of Turku and Åbo Akademi University, Turku, Finland.
- InFLAMES Research Flagship Center, University of Turku, Turku, Finland.
- Institute of Biomedicine, University of Turku, Turku, Finland.
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6
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Manta CP, Leibing T, Friedrich M, Nolte H, Adrian M, Schledzewski K, Krzistetzko J, Kirkamm C, David Schmid C, Xi Y, Stojanovic A, Tonack S, de la Torre C, Hammad S, Offermanns S, Krüger M, Cerwenka A, Platten M, Goerdt S, Géraud C. Targeting of Scavenger Receptors Stabilin-1 and Stabilin-2 Ameliorates Atherosclerosis by a Plasma Proteome Switch Mediating Monocyte/Macrophage Suppression. Circulation 2022; 146:1783-1799. [PMID: 36325910 DOI: 10.1161/circulationaha.121.058615] [Citation(s) in RCA: 25] [Impact Index Per Article: 12.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/06/2022]
Abstract
BACKGROUND Scavenger receptors Stabilin-1 (Stab1) and Stabilin-2 (Stab2) are preferentially expressed by liver sinusoidal endothelial cells. They mediate the clearance of circulating plasma molecules controlling distant organ homeostasis. Studies suggest that Stab1 and Stab2 may affect atherosclerosis. Although subsets of tissue macrophages also express Stab1, hematopoietic Stab1 deficiency does not modulate atherogenesis. Here, we comprehensively studied how targeting Stab1 and Stab2 affects atherosclerosis. METHODS ApoE-KO mice were interbred with Stab1-KO and Stab2-KO mice and fed a Western diet. For antibody targeting, Ldlr-KO mice were also used. Unbiased plasma proteomics were performed and independently confirmed. Ligand binding studies comprised glutathione-S-transferase-pulldown and endocytosis assays. Plasma proteome effects on monocytes were studied by single-cell RNA sequencing in vivo, and by gene expression analyses of Stabilin ligand-stimulated and plasma-stimulated bone marrow-derived monocytes/macrophages in vitro. RESULTS Spontaneous and Western diet-associated atherogenesis was significantly reduced in ApoE-Stab1-KO and ApoE-Stab2-KO mice. Similarly, inhibition of Stab1 or Stab2 by monoclonal antibodies significantly reduced Western diet-associated atherosclerosis in ApoE-KO and Ldlr-KO mice. Although neither plasma lipid levels nor circulating immune cell numbers were decisively altered, plasma proteomics revealed a switch in the plasma proteome, consisting of 231 dysregulated proteins comparing wildtype with Stab1/2-single and Stab1/2-double KO, and of 41 proteins comparing ApoE-, ApoE-Stab1-, and ApoE-Stab2-KO. Among this broad spectrum of common, but also disparate scavenger receptor ligand candidates, periostin, reelin, and TGFBi (transforming growth factor, β-induced), known to modulate atherosclerosis, were independently confirmed as novel circulating ligands of Stab1/2. Single-cell RNA sequencing of circulating myeloid cells of ApoE-, ApoE-Stab1-, and ApoE-Stab2-KO mice showed transcriptomic alterations in patrolling (Ccr2-/Cx3cr1++/Ly6Clo) and inflammatory (Ccr2+/Cx3cr1+/Ly6Chi) monocytes, including downregulation of proatherogenic transcription factor Egr1. In wildtype bone marrow-derived monocytes/macrophages, ligand exposure alone did not alter Egr1 expression in vitro. However, exposure to plasma from ApoE-Stab1-KO and ApoE-Stab2-KO mice showed a reverted proatherogenic macrophage activation compared with ApoE-KO plasma, including downregulation of Egr1 in vitro. CONCLUSIONS Inhibition of Stab1/Stab2 mediates an anti-inflammatory switch in the plasma proteome, including direct Stabilin ligands. The altered plasma proteome suppresses both patrolling and inflammatory monocytes and, thus, systemically protects against atherogenesis. Altogether, anti-Stab1- and anti-Stab2-targeted therapies provide a novel approach for the future treatment of atherosclerosis.
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Affiliation(s)
- Calin-Petru Manta
- Department of Dermatology, Venereology, and Allergology (C.-P.M., T.L., M.A., K.S., J.K., C.K., C.D.S., Y.X., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany
| | - Thomas Leibing
- Department of Dermatology, Venereology, and Allergology (C.-P.M., T.L., M.A., K.S., J.K., C.K., C.D.S., Y.X., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,Section of Clinical and Molecular Dermatology (T.L., M.A., J.K., C.K., Y.X., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany
| | - Mirco Friedrich
- Department of Dermatology, Venereology, and Allergology (C.-P.M., T.L., M.A., K.S., J.K., C.K., C.D.S., Y.X., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,Department of Neurology, MCTN (M.F., M.P.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,DKTK Clinical Cooperation Unit Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany (M.F., M.P.)
| | - Hendrik Nolte
- European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,Institute for Genetics and CECAD, University of Cologne, Germany (H.N., M.K.).,Max Planck Institute for Biology of Ageing, Cologne, Germany (H.N.)
| | - Monica Adrian
- Department of Dermatology, Venereology, and Allergology (C.-P.M., T.L., M.A., K.S., J.K., C.K., C.D.S., Y.X., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,Section of Clinical and Molecular Dermatology (T.L., M.A., J.K., C.K., Y.X., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany
| | - Kai Schledzewski
- Department of Dermatology, Venereology, and Allergology (C.-P.M., T.L., M.A., K.S., J.K., C.K., C.D.S., Y.X., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany
| | - Jessica Krzistetzko
- Department of Dermatology, Venereology, and Allergology (C.-P.M., T.L., M.A., K.S., J.K., C.K., C.D.S., Y.X., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,Section of Clinical and Molecular Dermatology (T.L., M.A., J.K., C.K., Y.X., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany
| | - Christof Kirkamm
- Department of Dermatology, Venereology, and Allergology (C.-P.M., T.L., M.A., K.S., J.K., C.K., C.D.S., Y.X., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,Section of Clinical and Molecular Dermatology (T.L., M.A., J.K., C.K., Y.X., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany
| | - Christian David Schmid
- Department of Dermatology, Venereology, and Allergology (C.-P.M., T.L., M.A., K.S., J.K., C.K., C.D.S., Y.X., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany
| | - Yannick Xi
- Department of Dermatology, Venereology, and Allergology (C.-P.M., T.L., M.A., K.S., J.K., C.K., C.D.S., Y.X., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,Section of Clinical and Molecular Dermatology (T.L., M.A., J.K., C.K., Y.X., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany
| | - Ana Stojanovic
- European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,Department of Immunobiochemistry, Mannheim Institute for Innate Immunoscience, MI3 (A.S., A.C.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany
| | - Sarah Tonack
- Max Planck Institute for Heart and Lung Research, Department of Pharmacology, Bad Nauheim, Germany (S.T., S.O., M.K.)
| | - Carolina de la Torre
- Centre for Medical Research (ZMF) (C.d.l.T.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany
| | - Seddik Hammad
- Department of Medicine II (S.H.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany
| | - Stefan Offermanns
- Max Planck Institute for Heart and Lung Research, Department of Pharmacology, Bad Nauheim, Germany (S.T., S.O., M.K.)
| | - Marcus Krüger
- Institute for Genetics and CECAD, University of Cologne, Germany (H.N., M.K.).,Max Planck Institute for Heart and Lung Research, Department of Pharmacology, Bad Nauheim, Germany (S.T., S.O., M.K.)
| | - Adelheid Cerwenka
- European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,Department of Immunobiochemistry, Mannheim Institute for Innate Immunoscience, MI3 (A.S., A.C.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany
| | - Michael Platten
- European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,Department of Neurology, MCTN (M.F., M.P.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,DKTK Clinical Cooperation Unit Neuroimmunology and Brain Tumor Immunology, German Cancer Research Center (DKFZ), Heidelberg, Germany (M.F., M.P.)
| | - Sergij Goerdt
- Department of Dermatology, Venereology, and Allergology (C.-P.M., T.L., M.A., K.S., J.K., C.K., C.D.S., Y.X., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany
| | - Cyrill Géraud
- Department of Dermatology, Venereology, and Allergology (C.-P.M., T.L., M.A., K.S., J.K., C.K., C.D.S., Y.X., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,Section of Clinical and Molecular Dermatology (T.L., M.A., J.K., C.K., Y.X., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany.,European Center for Angioscience (ECAS) (C.-P.M., T.L., M.F., M.A., K.S., J.K., C.K., C.D.S., Y.X., A.S., A.C., M.P., S.G., C.G.), University Medical Center and Medical Faculty Mannheim, Heidelberg University, Germany
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