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Liu X, Yuan M, Zhao D, Zeng Q, Li W, Li T, Li Q, Zhuo Y, Luo M, Chen P, Wang L, Feng W, Zhou Z. Single-Nucleus Transcriptomic Atlas of Human Pericoronary Epicardial Adipose Tissue in Normal and Pathological Conditions. Arterioscler Thromb Vasc Biol 2024; 44:1628-1645. [PMID: 38813696 PMCID: PMC11208064 DOI: 10.1161/atvbaha.124.320923] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2024] [Accepted: 05/15/2024] [Indexed: 05/31/2024]
Abstract
BACKGROUND Pericoronary epicardial adipose tissue (EAT) is a unique visceral fat depot that surrounds the adventitia of the coronary arteries without any anatomic barrier. Clinical studies have demonstrated the association between EAT volume and increased risks for coronary artery disease (CAD). However, the cellular and molecular mechanisms underlying the association remain elusive. METHODS We performed single-nucleus RNA sequencing on pericoronary EAT samples collected from 3 groups of subjects: patients undergoing coronary bypass surgery for severe CAD (n=8), patients with CAD with concomitant type 2 diabetes (n=8), and patients with valvular diseases but without concomitant CAD and type 2 diabetes as the control group (n=8). Comparative analyses were performed among groups, including cellular compositional analysis, cell type-resolved transcriptomic changes, gene coexpression network analysis, and intercellular communication analysis. Immunofluorescence staining was performed to confirm the presence of CAD-associated subclusters. RESULTS Unsupervised clustering of 73 386 nuclei identified 15 clusters, encompassing all known cell types in the adipose tissue. Distinct subpopulations were identified within primary cell types, including adipocytes, adipose stem and progenitor cells, and macrophages. CD83high macrophages and FOSBhigh adipocytes were significantly expanded in CAD. In comparison to normal controls, both disease groups exhibited dysregulated pathways and altered secretome in the primary cell types. Nevertheless, minimal differences were noted between the disease groups in terms of cellular composition and transcriptome. In addition, our data highlight a potential interplay between dysregulated circadian clock and altered physiological functions in adipocytes of pericoronary EAT. ANXA1 (annexin A1) and SEMA3B (semaphorin 3B) were identified as important adipokines potentially involved in functional changes of pericoronary EAT and CAD pathogenesis. CONCLUSIONS We built a complete single-nucleus transcriptomic atlas of human pericoronary EAT in normal and diseased conditions of CAD. Our study lays the foundation for developing novel therapeutic strategies for treating CAD by targeting and modifying pericoronary EAT functions.
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Affiliation(s)
- Xuanyu Liu
- State Key Laboratory of Cardiovascular Diseases, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Q.L., Y.Z., M.L., P.C., L.W., W.F., Z.Z.)
- Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Center of Laboratory Medicine (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Z.Z.), Fuwai Hospital, Beijing, China
| | - Meng Yuan
- State Key Laboratory of Cardiovascular Diseases, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Q.L., Y.Z., M.L., P.C., L.W., W.F., Z.Z.)
- Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Center of Laboratory Medicine (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Z.Z.), Fuwai Hospital, Beijing, China
| | - Danni Zhao
- State Key Laboratory of Cardiovascular Diseases, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Q.L., Y.Z., M.L., P.C., L.W., W.F., Z.Z.)
- Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Center of Laboratory Medicine (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Z.Z.), Fuwai Hospital, Beijing, China
| | - Qingyi Zeng
- State Key Laboratory of Cardiovascular Diseases, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Q.L., Y.Z., M.L., P.C., L.W., W.F., Z.Z.)
- Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Center of Laboratory Medicine (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Z.Z.), Fuwai Hospital, Beijing, China
| | - Wenke Li
- State Key Laboratory of Cardiovascular Diseases, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Q.L., Y.Z., M.L., P.C., L.W., W.F., Z.Z.)
- Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Center of Laboratory Medicine (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Z.Z.), Fuwai Hospital, Beijing, China
| | - Tianjiao Li
- State Key Laboratory of Cardiovascular Diseases, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Q.L., Y.Z., M.L., P.C., L.W., W.F., Z.Z.)
- Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Center of Laboratory Medicine (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Z.Z.), Fuwai Hospital, Beijing, China
| | - Qi Li
- State Key Laboratory of Cardiovascular Diseases, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Q.L., Y.Z., M.L., P.C., L.W., W.F., Z.Z.)
- Department of Cardiac Surgery (Q.L., P.C., L.W., W.F.), Fuwai Hospital, Beijing, China
| | - Yue Zhuo
- State Key Laboratory of Cardiovascular Diseases, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Q.L., Y.Z., M.L., P.C., L.W., W.F., Z.Z.)
- Center of Vascular Surgery (Y.Z., M.L.), Fuwai Hospital, Beijing, China
| | - Mingyao Luo
- State Key Laboratory of Cardiovascular Diseases, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Q.L., Y.Z., M.L., P.C., L.W., W.F., Z.Z.)
- Center of Vascular Surgery (Y.Z., M.L.), Fuwai Hospital, Beijing, China
- Department of Vascular Surgery, Central-China Subcenter of National Center for Cardiovascular Diseases, Henan Cardiovascular Disease Center, Fuwai Central-China Cardiovascular Hospital, Central China Fuwai Hospital of Zhengzhou University, China (M.L.)
- Department of Vascular Surgery, Fuwai Yunnan Cardiovascular Hospital, Affiliated Cardiovascular Hospital of Kunming Medical University, China (M.L.)
| | - Pengfei Chen
- State Key Laboratory of Cardiovascular Diseases, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Q.L., Y.Z., M.L., P.C., L.W., W.F., Z.Z.)
- Department of Cardiac Surgery (Q.L., P.C., L.W., W.F.), Fuwai Hospital, Beijing, China
| | - Liqing Wang
- State Key Laboratory of Cardiovascular Diseases, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Q.L., Y.Z., M.L., P.C., L.W., W.F., Z.Z.)
- Department of Cardiac Surgery (Q.L., P.C., L.W., W.F.), Fuwai Hospital, Beijing, China
| | - Wei Feng
- State Key Laboratory of Cardiovascular Diseases, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Q.L., Y.Z., M.L., P.C., L.W., W.F., Z.Z.)
- Department of Cardiac Surgery (Q.L., P.C., L.W., W.F.), Fuwai Hospital, Beijing, China
| | - Zhou Zhou
- State Key Laboratory of Cardiovascular Diseases, Fuwai Hospital, National Center for Cardiovascular Diseases, Chinese Academy of Medical Sciences and Peking Union Medical College, Beijing, China (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Q.L., Y.Z., M.L., P.C., L.W., W.F., Z.Z.)
- Beijing Key Laboratory for Molecular Diagnostics of Cardiovascular Diseases, Center of Laboratory Medicine (X.L., M.Y., D.Z., Q.Z., W.L., T.L., Z.Z.), Fuwai Hospital, Beijing, China
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Ahmad I, Gupta S, Faulkner P, Mullens D, Thomas M, Sytha SP, Ivanov I, Cai JJ, Heaps CL, Newell-Fugate AE. Single-nucleus transcriptomics of epicardial adipose tissue from female pigs reveals effects of exercise training on resident innate and adaptive immune cells. Cell Commun Signal 2024; 22:243. [PMID: 38671495 PMCID: PMC11046969 DOI: 10.1186/s12964-024-01587-w] [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: 11/28/2023] [Accepted: 03/23/2024] [Indexed: 04/28/2024] Open
Abstract
BACKGROUND Coronary artery disease (CAD) is a leading cause of death in women. Epicardial adipose tissue (EAT) secretes cytokines to modulate coronary artery function, and the release of fatty acids from EAT serves as a readily available energy source for cardiomyocytes. However, despite having beneficial functions, excessive amounts of EAT can cause the secretion of proinflammatory molecules that increase the instability of atherosclerotic plaques and contribute to CAD progression. Although exercise mitigates CAD, the mechanisms by which exercise impacts EAT are unknown. The Yucatan pig is an excellent translational model for the effects of exercise on cardiac function. Therefore, we sought to determine if chronic aerobic exercise promotes an anti-inflammatory microenvironment in EAT from female Yucatan pigs. METHODS Sexually mature, female Yucatan pigs (n = 7 total) were assigned to sedentary (Sed, n = 3) or exercise (Ex, n = 4) treatments, and coronary arteries were occluded (O) with an ameroid to mimic CAD or remained non-occluded (N). EAT was collected for bulk (n = 7 total) and single nucleus transcriptomic sequencing (n = 2 total, 1 per exercise treatment). RESULTS Based on the bulk transcriptomic analysis, exercise upregulated S100 family, G-protein coupled receptor, and CREB signaling in neurons canonical pathways in EAT. The top networks in EAT affected by exercise as measured by bulk RNA sequencing were SRC kinase family, fibroblast growth factor receptor, Jak-Stat, and vascular endothelial growth factor. Single nucleus transcriptomic analysis revealed that exercise increased the interaction between immune, endothelial, and mesenchymal cells in the insulin-like growth factor pathway and between endothelial and other cell types in the platelet endothelial cell adhesion molecule 1 pathway. Sub-clustering revealed nine cell types in EAT, with fibroblast and macrophage populations predominant in O-Ex EAT and T cell populations predominant in N-Ex EAT. Unlike the findings for exercise alone as a treatment, there were not increased interactions between endothelial and mesenchymal cells in O-Ex EAT. Coronary artery occlusion impacted the most genes in T cells and endothelial cells. Genes related to fatty acid metabolism were the most highly upregulated in non-immune cells from O-Ex EAT. Sub-clustering of endothelial cells revealed that N-Ex EAT separated from other treatments. CONCLUSIONS According to bulk transcriptomics, exercise upregulated pathways and networks related to growth factors and immune cell communication. Based on single nucleus transcriptomics, aerobic exercise increased cell-to-cell interaction amongst immune, mesenchymal, and endothelial cells in female EAT. Yet, exercise was minimally effective at reversing alterations in gene expression in endothelial and mesenchymal cells in EAT surrounding occluded arteries. These findings lay the foundation for future work focused on the impact of exercise on cell types in EAT.
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Affiliation(s)
- Irshad Ahmad
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, TX, USA
| | - Shreyan Gupta
- Department of Veterinary Integrative Biosciences, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, TX, USA
| | - Patricia Faulkner
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, TX, USA
| | - Destiny Mullens
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, TX, USA
| | - Micah Thomas
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, TX, USA
| | - Sharanee P Sytha
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, TX, USA
| | - Ivan Ivanov
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, TX, USA
| | - James J Cai
- Department of Veterinary Integrative Biosciences, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, TX, USA
| | - Cristine L Heaps
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, TX, USA
| | - Annie E Newell-Fugate
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, TX, USA.
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Ahmad I, Gupta S, Faulkner P, Mullens D, Thomas M, Sytha SP, Ivanov I, Cai JJ, Heaps CL, Newell-Fugate AE. Single-nucleus transcriptomics of epicardial adipose tissue from females reveals exercise control of innate and adaptive immune cells. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.11.02.565385. [PMID: 37961306 PMCID: PMC10635101 DOI: 10.1101/2023.11.02.565385] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/15/2023]
Abstract
Coronary artery disease (CAD) is a leading cause of death in women. Although exercise mitigates CAD, the mechanisms by which exercise impacts epicardial adipose tissue (EAT) are unknown. We hypothesized that exercise promotes an anti-inflammatory microenvironment in EAT from female pigs. Yucatan pigs (n=7) were assigned to sedentary (Sed) or exercise (Ex) treatments and coronary arteries were occluded (O) with an ameroid to mimic CAD or remained non-occluded (N). EAT was collected for bulk and single nucleus transcriptomic sequencing (snRNA-seq). Exercise upregulated G-protein coupled receptor, S100 family, and FAK pathways and downregulated the coagulation pathway. Exercise increased the interaction between immune, endothelial, and mesenchymal cells in the insulin-like growth factor pathway and between endothelial and other cell types in the platelet endothelial cell adhesion molecule 1 pathway. Sub-clustering revealed nine cell types in EAT with fibroblast and macrophage populations predominant in O-Ex EAT and T cell population predominant in N-Ex EAT. Coronary occlusion impacted the largest number of genes in T and endothelial cells. Genes related to fatty acid metabolism were the most highly upregulated in non-immune cells from O-Ex EAT. Sub-clustering of endothelial cells revealed that N-Ex EAT separated from other treatments. In conclusion, aerobic exercise increased interaction amongst immune and mesenchymal and endothelial cells in female EAT. Exercise was minimally effective at reversing alterations in gene expression in endothelial and mesenchymal cells in EAT surrounding occluded arteries. These findings lay the foundation for future work focused on the impact of exercise on cell types in EAT.
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Affiliation(s)
- Irshad Ahmad
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas, USA
| | - Shreyan Gupta
- Department of Veterinary Integrative Biosciences, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas, USA
| | - Patricia Faulkner
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas, USA
| | - Destiny Mullens
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas, USA
| | - Micah Thomas
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas, USA
| | - Sharanee P. Sytha
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas, USA
| | - Ivan Ivanov
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas, USA
| | - James J. Cai
- Department of Veterinary Integrative Biosciences, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas, USA
| | - Cristine L. Heaps
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas, USA
| | - Annie E. Newell-Fugate
- Department of Veterinary Physiology and Pharmacology, School of Veterinary Medicine and Biomedical Sciences, Texas A&M University, College Station, Texas, USA
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Vyas V, Blythe H, Wood EG, Sandhar B, Sarker SJ, Balmforth D, Ambekar SG, Yap J, Edmondson SJ, Di Salvo C, Wong K, Roberts N, Uppal R, Adams B, Shipolini A, Oo AY, Lawrence D, Kolvekar S, Lall KS, Finlay MC, Longhi MP. Obesity and diabetes are major risk factors for epicardial adipose tissue inflammation. JCI Insight 2021; 6:e145495. [PMID: 34283808 PMCID: PMC8409986 DOI: 10.1172/jci.insight.145495] [Citation(s) in RCA: 38] [Impact Index Per Article: 9.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/28/2020] [Accepted: 07/14/2021] [Indexed: 11/24/2022] Open
Abstract
BACKGROUND Epicardial adipose tissue (EAT) directly overlies the myocardium, with changes in its morphology and volume associated with myriad cardiovascular and metabolic diseases. However, EAT’s immune structure and cellular characterization remain incompletely described. We aimed to define the immune phenotype of EAT in humans and compare such profiles across lean, obese, and diabetic patients. METHODS We recruited 152 patients undergoing open-chest coronary artery bypass grafting (CABG), valve repair/replacement (VR) surgery, or combined CABG/VR. Patients’ clinical and biochemical data and EAT, subcutaneous adipose tissue (SAT), and preoperative blood samples were collected. Immune cell profiling was evaluated by flow cytometry and complemented by gene expression studies of immune mediators. Bulk RNA-Seq was performed in EAT across metabolic profiles to assess whole-transcriptome changes observed in lean, obese, and diabetic groups. RESULTS Flow cytometry analysis demonstrated EAT was highly enriched in adaptive immune (T and B) cells. Although overweight/obese and diabetic patients had similar EAT cellular profiles to lean control patients, the EAT exhibited significantly (P ≤ 0.01) raised expression of immune mediators, including IL-1, IL-6, TNF-α, and IFN-γ. These changes were not observed in SAT or blood. Neither underlying coronary artery disease nor the presence of hypertension significantly altered the immune profiles observed. Bulk RNA-Seq demonstrated significant alterations in metabolic and inflammatory pathways in the EAT of overweight/obese patients compared with lean controls. CONCLUSION Adaptive immune cells are the predominant immune cell constituent in human EAT and SAT. The presence of underlying cardiometabolic conditions, specifically obesity and diabetes, rather than cardiac disease phenotype appears to alter the inflammatory profile of EAT. Obese states markedly alter EAT metabolic and inflammatory signaling genes, underlining the impact of obesity on the EAT transcriptome profile. FUNDING Barts Charity MGU0413, Abbott, Medical Research Council MR/T008059/1, and British Heart Foundation FS/13/49/30421 and PG/16/79/32419.
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Affiliation(s)
- Vishal Vyas
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom.,Department of Cardiology, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - Hazel Blythe
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
| | - Elizabeth G Wood
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
| | - Balraj Sandhar
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
| | - Shah-Jalal Sarker
- Research Department of Medical Education, UCL Medical School, University College London, London, United Kingdom
| | - Damian Balmforth
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom.,Department of Cardiac Surgery, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - Shirish G Ambekar
- Department of Cardiac Surgery, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - John Yap
- Department of Cardiac Surgery, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - Stephen J Edmondson
- Department of Cardiac Surgery, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - Carmelo Di Salvo
- Department of Cardiac Surgery, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - Kit Wong
- Department of Cardiac Surgery, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - Neil Roberts
- Department of Cardiac Surgery, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - Rakesh Uppal
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom.,Department of Cardiac Surgery, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - Ben Adams
- Department of Cardiac Surgery, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - Alex Shipolini
- Department of Cardiac Surgery, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - Aung Y Oo
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom.,Department of Cardiac Surgery, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - David Lawrence
- Research Department of Medical Education, UCL Medical School, University College London, London, United Kingdom.,Department of Cardiac Surgery, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom.,University College London Hospitals NHS Foundation Trust, London, United Kingdom
| | - Shyam Kolvekar
- Research Department of Medical Education, UCL Medical School, University College London, London, United Kingdom.,Department of Cardiac Surgery, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - Kulvinder S Lall
- Department of Cardiac Surgery, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - Malcolm C Finlay
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom.,Department of Cardiology, Barts Heart Centre, St Bartholomew's Hospital, London, United Kingdom
| | - M Paula Longhi
- William Harvey Research Institute, Barts and The London School of Medicine and Dentistry, Queen Mary University of London, London, United Kingdom
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