Proteomic Atlas of Atherosclerosis: The Contribution of Proteoglycans to Sex Differences, Plaque Phenotypes, and Outcomes

Author:

Theofilatos Konstantinos1ORCID,Stojkovic Stefan2ORCID,Hasman Maria1ORCID,van der Laan Sander W.3ORCID,Baig Ferheen1,Barallobre-Barreiro Javier1ORCID,Schmidt Lukas Emanuel1ORCID,Yin Siqi1ORCID,Yin Xiaoke1ORCID,Burnap Sean1ORCID,Singh Bhawana1ORCID,Popham Jude1,Harkot Olesya2ORCID,Kampf Stephanie4ORCID,Nackenhorst Maja Carina5ORCID,Strassl Andreas6ORCID,Loewe Christian6ORCID,Demyanets Svitlana7ORCID,Neumayer Christoph4,Bilban Martin8ORCID,Hengstenberg Christian2ORCID,Huber Kurt9ORCID,Pasterkamp Gerard3ORCID,Wojta Johann210ORCID,Mayr Manuel12ORCID

Affiliation:

1. King’s British Heart Foundation Centre, Kings College London, United Kingdom (K.T., M.H., F.B., J.B.B., L.E.S., S.Y., X.Y., S.B., B.S., J.P., M.M.).

2. Division of Cardiology, Department of Internal Medicine II (S.S., O.H., C.H., J.W., M.M.), Medical University of Vienna, Austria.

3. Central Diagnostics Laboratory, Division Laboratories, Pharmacy, and Biomedical Genetics, University Medical Center Utrecht, Utrecht University, the Netherlands (S.W.v.d.L., G.P.).

4. Division of Vascular Surgery, Department of Surgery (S.K., C.N.), Medical University of Vienna, Austria.

5. Department of Pathology (M.C.N.), Medical University of Vienna, Austria.

6. Division of Cardiovascular and Interventional Radiology, Department of Biomedical Imaging and Image-Guided Therapy (A.S., C.L.), Medical University of Vienna, Austria.

7. Department of Laboratory Medicine (S.D.), Medical University of Vienna, Austria.

8. Core Facilities (M.B.), Medical University of Vienna, Austria.

9. Third Medical Department, Wilhelminenspital, and Sigmund Freud University, Medical Faculty, Vienna, Austria (K.H.).

10. Ludwig Boltzmann Institute for Cardiovascular Research, Vienna, Austria (J.W.).

Abstract

BACKGROUND: Using proteomics, we aimed to reveal molecular types of human atherosclerotic lesions and study their associations with histology, imaging, and cardiovascular outcomes. METHODS: Two hundred nineteen carotid endarterectomy samples were procured from 120 patients. A sequential protein extraction protocol was employed in conjunction with multiplexed, discovery proteomics. To focus on extracellular proteins, parallel reaction monitoring was employed for targeted proteomics. Proteomic signatures were integrated with bulk, single-cell, and spatial RNA-sequencing data, and validated in 200 patients from the Athero-Express Biobank study. RESULTS: This extensive proteomics analysis identified plaque inflammation and calcification signatures, which were inversely correlated and validated using targeted proteomics. The inflammation signature was characterized by the presence of neutrophil-derived proteins, such as S100A8/9 (calprotectin) and myeloperoxidase, whereas the calcification signature included fetuin-A, osteopontin, and gamma-carboxylated proteins. The proteomics data also revealed sex differences in atherosclerosis, with large-aggregating proteoglycans versican and aggrecan being more abundant in females and exhibiting an inverse correlation with estradiol levels. The integration of RNA-sequencing data attributed the inflammation signature predominantly to neutrophils and macrophages, and the calcification and sex signatures to smooth muscle cells, except for certain plasma proteins that were not expressed but retained in plaques, such as fetuin-A. Dimensionality reduction and machine learning techniques were applied to identify 4 distinct plaque phenotypes based on proteomics data. A protein signature of 4 key proteins (calponin, protein C, serpin H1, and versican) predicted future cardiovascular mortality with an area under the curve of 75% and 67.5% in the discovery and validation cohort, respectively, surpassing the prognostic performance of imaging and histology. CONCLUSIONS: Plaque proteomics redefined clinically relevant patient groups with distinct outcomes, identifying subgroups of male and female patients with elevated risk of future cardiovascular events.

Publisher

Ovid Technologies (Wolters Kluwer Health)

Subject

Cardiology and Cardiovascular Medicine,Physiology

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