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Lai Z, Wang C, Liu X, Sun H, Guo Z, Shao J, Li K, Chen J, Wang J, Lei X, Shu K, Feng Y, Kong D, Sun W, Liu B. Characterization of the proteome of stable and unstable carotid atherosclerotic plaques using data-independent acquisition mass spectrometry. J Transl Med 2024; 22:247. [PMID: 38454421 PMCID: PMC10921703 DOI: 10.1186/s12967-023-04723-1] [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: 08/01/2023] [Accepted: 11/13/2023] [Indexed: 03/09/2024] Open
Abstract
BACKGROUND Currently, noninvasive imaging techniques and circulating biomarkers are still insufficient to accurately assess carotid plaque stability, and an in-depth understanding of the molecular mechanisms that contribute to plaque instability is still lacking. METHODS We established a clinical study cohort containing 182 patients with carotid artery stenosis. After screening, 39 stable and 49 unstable plaques were included in the discovery group, and quantitative proteomics analysis based on data independent acquisition was performed for these plaque samples. Additionally, 35 plaques were included in the validation group to validate the proteomics results by immunohistochemistry analysis. RESULTS A total of 397 differentially expressed proteins were identified in stable and unstable plaques. These proteins are primarily involved in ferroptosis and lipid metabolism-related functions and pathways. Plaque validation results showed that ferroptosis- and lipid metabolism-related proteins had different expression trends in stable plaques versus unstable fibrous cap regions and lipid core regions. Ferroptosis- and lipid metabolism-related mechanisms in plaque stability were discussed. CONCLUSIONS Our results may provide a valuable strategy for revealing the mechanisms affecting plaque stability and will facilitate the discovery of specific biomarkers to broaden the therapeutic scope.
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Affiliation(s)
- Zhichao Lai
- Department of Vascular Surgery, Chinese Academy of Medical Science, Peking Union Medical College Hospital, Peking Union Medical College, Shuaifuyuan 1St, Dongcheng District, Beijing, 100730, People's Republic of China
| | - Chaonan Wang
- Department of Vascular Surgery, Chinese Academy of Medical Science, Peking Union Medical College Hospital, Peking Union Medical College, Shuaifuyuan 1St, Dongcheng District, Beijing, 100730, People's Republic of China
- Department of Hemangiomas & Vascular Malformations, Plastic Surgery Hospital, Chinese Academy of Medical Science, Peking Union Medical College, Beijing, China
| | - Xiaoyan Liu
- Proteomics Research Center, Core Facility of Instruments, Institute of Basic Medical Sciences Chinese Academy of Medical Sciences, School of Basic Medicine Peking, Union Medical College, Dongdansantiao 9St, Dongcheng District, Beijing, 100730, People's Republic of China
| | - Haidan Sun
- Proteomics Research Center, Core Facility of Instruments, Institute of Basic Medical Sciences Chinese Academy of Medical Sciences, School of Basic Medicine Peking, Union Medical College, Dongdansantiao 9St, Dongcheng District, Beijing, 100730, People's Republic of China
| | - Zhengguang Guo
- Proteomics Research Center, Core Facility of Instruments, Institute of Basic Medical Sciences Chinese Academy of Medical Sciences, School of Basic Medicine Peking, Union Medical College, Dongdansantiao 9St, Dongcheng District, Beijing, 100730, People's Republic of China
| | - Jiang Shao
- Department of Vascular Surgery, Chinese Academy of Medical Science, Peking Union Medical College Hospital, Peking Union Medical College, Shuaifuyuan 1St, Dongcheng District, Beijing, 100730, People's Republic of China
| | - Kang Li
- Department of Vascular Surgery, Chinese Academy of Medical Science, Peking Union Medical College Hospital, Peking Union Medical College, Shuaifuyuan 1St, Dongcheng District, Beijing, 100730, People's Republic of China
| | - Junye Chen
- State Key Laboratory of Medical Molecular Biology, Institute of Basic Medical Sciences, Chinese Academy of Medical Sciences, Department of Pathophysiology, Peking Union Medical College, Beijing, China
| | - Jiaxian Wang
- Eight-Year Program of Clinical Medicine, Chinese Academy of Medical Sciences, Peking Union Medical College Hospital, Peking Union Medical College, Beijing, China
| | - Xiangling Lei
- Eight-Year Program of Clinical Medicine, Chinese Academy of Medical Sciences, Peking Union Medical College Hospital, Peking Union Medical College, Beijing, China
| | - Keqiang Shu
- Department of Vascular Surgery, Chinese Academy of Medical Science, Peking Union Medical College Hospital, Peking Union Medical College, Shuaifuyuan 1St, Dongcheng District, Beijing, 100730, People's Republic of China
| | - Yuyao Feng
- Department of Vascular Surgery, Chinese Academy of Medical Science, Peking Union Medical College Hospital, Peking Union Medical College, Shuaifuyuan 1St, Dongcheng District, Beijing, 100730, People's Republic of China
| | - Deqiang Kong
- Department of Vascular Surgery, Chinese Academy of Medical Science, Peking Union Medical College Hospital, Peking Union Medical College, Shuaifuyuan 1St, Dongcheng District, Beijing, 100730, People's Republic of China
| | - Wei Sun
- Proteomics Research Center, Core Facility of Instruments, Institute of Basic Medical Sciences Chinese Academy of Medical Sciences, School of Basic Medicine Peking, Union Medical College, Dongdansantiao 9St, Dongcheng District, Beijing, 100730, People's Republic of China.
| | - Bao Liu
- Department of Vascular Surgery, Chinese Academy of Medical Science, Peking Union Medical College Hospital, Peking Union Medical College, Shuaifuyuan 1St, Dongcheng District, Beijing, 100730, People's Republic of China.
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Theofilatos K, Stojkovic S, Hasman M, van der Laan SW, Baig F, Barallobre-Barreiro J, Schmidt LE, Yin S, Yin X, Burnap S, Singh B, Popham J, Harkot O, Kampf S, Nackenhorst MC, Strassl A, Loewe C, Demyanets S, Neumayer C, Bilban M, Hengstenberg C, Huber K, Pasterkamp G, Wojta J, Mayr M. Proteomic Atlas of Atherosclerosis: The Contribution of Proteoglycans to Sex Differences, Plaque Phenotypes, and Outcomes. Circ Res 2023; 133:542-558. [PMID: 37646165 PMCID: PMC10498884 DOI: 10.1161/circresaha.123.322590] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 03/14/2023] [Revised: 08/09/2023] [Accepted: 08/13/2023] [Indexed: 09/01/2023]
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.
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Affiliation(s)
- Konstantinos Theofilatos
- 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.)
| | - Stefan Stojkovic
- Division of Cardiology, Department of Internal Medicine II (S.S., O.H., C.H., J.W., M.M.), Medical University of Vienna, Austria
| | - Maria Hasman
- 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.)
| | - Sander W. van der Laan
- Central Diagnostics Laboratory, Division Laboratories, Pharmacy, and Biomedical Genetics, University Medical Center Utrecht, Utrecht University, the Netherlands (S.W.v.d.L., G.P.)
| | - Ferheen Baig
- 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.)
| | - Javier Barallobre-Barreiro
- 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.)
| | - Lukas Emanuel Schmidt
- 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.)
| | - Siqi Yin
- 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.)
| | - Xiaoke Yin
- 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.)
| | - Sean Burnap
- 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.)
| | - Bhawana Singh
- 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.)
| | - Jude Popham
- 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.)
| | - Olesya Harkot
- Division of Cardiology, Department of Internal Medicine II (S.S., O.H., C.H., J.W., M.M.), Medical University of Vienna, Austria
| | - Stephanie Kampf
- Division of Vascular Surgery, Department of Surgery (S.K., C.N.), Medical University of Vienna, Austria
| | | | - Andreas Strassl
- Division of Cardiovascular and Interventional Radiology, Department of Biomedical Imaging and Image-Guided Therapy (A.S., C.L.), Medical University of Vienna, Austria
| | - Christian Loewe
- Division of Cardiovascular and Interventional Radiology, Department of Biomedical Imaging and Image-Guided Therapy (A.S., C.L.), Medical University of Vienna, Austria
| | - Svitlana Demyanets
- Department of Laboratory Medicine (S.D.), Medical University of Vienna, Austria
| | - Christoph Neumayer
- Division of Vascular Surgery, Department of Surgery (S.K., C.N.), Medical University of Vienna, Austria
| | - Martin Bilban
- Core Facilities (M.B.), Medical University of Vienna, Austria
| | - Christian Hengstenberg
- Division of Cardiology, Department of Internal Medicine II (S.S., O.H., C.H., J.W., M.M.), Medical University of Vienna, Austria
| | - Kurt Huber
- Third Medical Department, Wilhelminenspital, and Sigmund Freud University, Medical Faculty, Vienna, Austria (K.H.)
| | - Gerard Pasterkamp
- Central Diagnostics Laboratory, Division Laboratories, Pharmacy, and Biomedical Genetics, University Medical Center Utrecht, Utrecht University, the Netherlands (S.W.v.d.L., G.P.)
| | - Johann Wojta
- Division of Cardiology, Department of Internal Medicine II (S.S., O.H., C.H., J.W., M.M.), Medical University of Vienna, Austria
- Ludwig Boltzmann Institute for Cardiovascular Research, Vienna, Austria (J.W.)
| | - Manuel Mayr
- 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.)
- Division of Cardiology, Department of Internal Medicine II (S.S., O.H., C.H., J.W., M.M.), Medical University of Vienna, Austria
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Arslan S, Şahin NÖ, Bayyurt B, Berkan Ö, Yılmaz MB, Aşam M, Ayaz F. Role of lncRNAs in Remodeling of the Coronary Artery Plaques in Patients with Atherosclerosis. Mol Diagn Ther 2023; 27:601-610. [PMID: 37347334 DOI: 10.1007/s40291-023-00659-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/22/2023] [Indexed: 06/23/2023]
Abstract
INTRODUCTION Cardiovascular diseases (CVDs) are the leading cause of death worldwide according to World Health Organization (WHO) data. Atherosclerosis is considered as a chronic inflammatory disease that develops in response to damage to the vascular intima-media layer in most cases. In recent years, epigenetic events have emerged as important players in the development and progression of CVDs. Since noncoding RNA (ncRNAs) are important regulators in the organization of the pathophysiological processes of the cardiovascular system, they have the potential to be used as therapeutic targets, diagnostic and prognostic biomarkers. In this study long noncoding RNA (lncRNA) and mRNA gene expression were compared between coronary atherosclerotic plaques (CAP) and the internal mammary artery (IMA) which has the same genetic makeup and is exposed to the same environmental stress conditions with CAP in the same individual. METHODS lncRNA and mRNA gene expressions were determined using the microarray in the samples. Microarray results were validated by RT-qPCR. Differentially expressed genes (DEGs; lncRNAs and mRNAs) were determined by GeneSpring (Ver 3.0) [p values < 0.05 and fold change (FC) > 2]. DAVID bioinformatics program was used for Gene Ontology (GO) annotation and enrichment analyses of statistically significant genes between CAP and IMA tissue. RESULTS AND CONCLUSIONS In our study, 345 DEGs were found to be statistically significant (p < 0.05; FC > 2) between CAP and IMA. Of these, 65 were lncRNA and 280 were mRNA. Thirty-three lncRNAs were upregulated, while 32 lncRNAs were downregulated. Some of the important mRNAs are SPP1, CYP4B1, CHRDL1, MYOC, and ALKAL2, while some of the lncRNAs are LOC105377123, LINC01857, DIO3OS, LOC101928134, and KCNA3 between CAP and IMA tissue. We also identified genes that correlated with statistically significant lncRNAs. The results of this study are expected to be an important source of data in the development of new genetically based drugs to prevent atherosclerotic plaque. In addition, the data obtained may contribute to the explanation of the epigenetic mechanisms that play a role in the pathological basis of the process that protects the IMA from atherosclerosis.
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Affiliation(s)
- Serdal Arslan
- Department of Medical Biology, Faculty of Medicine, Mersin University, 33343, Mersin, Turkey.
| | - Nil Özbilum Şahin
- Department of Molecular Biology and Genetics, Faculty of Science, Sivas Cumhuriyet University, 58140, Sivas, Turkey
| | - Burcu Bayyurt
- Department of Medical Biology, Faculty of Medicine, Sivas Cumhuriyet University, 58140, Sivas, Turkey
| | - Öcal Berkan
- Department of Cardiovascular Surgery, Cigli Regional Training Hospital, Izmir, Turkey
| | - Mehmet Birhan Yılmaz
- Department of Cardiology, Faculty of Medicine, Dokuz Eylul University, 35340, Izmir, Turkey
| | - Mehmet Aşam
- Department of Cardiovascular Surgery, SBU Van Training and Research Hospital, 65300, Edremit, Van, Turkey
| | - Furkan Ayaz
- Mersin University Biotechnology Research and Application Center, Mersin University, 33343, Mersin, Turkey.
- Department of Biotechnology, Faculty of Arts and Science, Mersin University, 33343, Mersin, Turkey.
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