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Rivera Boadla ME, Sharma NR, Varghese J, Lamichhane S, Khan MH, Gulati A, Khurana S, Tan S, Sharma A. Multimodal Cardiac Imaging Revisited by Artificial Intelligence: An Innovative Way of Assessment or Just an Aid? Cureus 2024; 16:e64272. [PMID: 39130913 PMCID: PMC11315592 DOI: 10.7759/cureus.64272] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 07/10/2024] [Indexed: 08/13/2024] Open
Abstract
Cardiovascular disease remains a leading global health challenge, necessitating advanced diagnostic approaches. This review explores the integration of artificial intelligence (AI) in multimodal cardiac imaging, tracing its evolution from early X-rays to contemporary techniques such as CT, MRI, and nuclear imaging. AI, particularly machine learning and deep learning, significantly enhances cardiac diagnostics by estimating biological heart age, predicting disease risk, and optimizing heart failure management through adaptive algorithms without explicit programming or feature engineering. Key contributions include AI's transformative role in non-invasive coronary artery disease diagnosis, arrhythmia detection via wearable devices, and personalized treatment strategies. Despite substantial progress, challenges including data standardization, algorithm validation, regulatory approval, and ethical considerations must be addressed to fully harness AI's potential. Collaborative efforts among clinicians, scientists, industry stakeholders, and regulatory bodies are essential for the safe and effective deployment of AI in cardiac imaging, promising enhanced diagnostics and personalized patient care.
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Affiliation(s)
| | - Nava R Sharma
- Internal Medicine, Maimonides Medical Center, Brooklyn, USA
- Medicine, Manipal College of Medical Sciences, Pokhara, NPL
| | - Jeffy Varghese
- Internal Medicine, Maimonides Medical Center, Brooklyn, USA
| | - Saral Lamichhane
- Internal Medicine, NYC Health + Hospitals/Woodhull, Brooklyn, USA
- Internal Medicine, Gandaki Medical College, Pokhara, NPL
| | | | - Amit Gulati
- Cardiology, Icahn School of Medicine at Mount Sinai, New York, USA
| | | | - Samuel Tan
- Internal Medicine, Icahn School of Medicine at Mount Sinai, New York, USA
| | - Anupam Sharma
- Hematology and Oncology, Fortis Hospital, Noida, IND
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Fairley JL, O’Rourke R, Puranik R, Nikpour M. Cardiac magnetic resonance imaging in systemic sclerosis: Heart involvement in high-resolution. RHEUMATOLOGY AND IMMUNOLOGY RESEARCH 2024; 5:83-92. [PMID: 39015845 PMCID: PMC11248552 DOI: 10.1515/rir-2024-0011] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/28/2024] [Accepted: 06/12/2024] [Indexed: 07/18/2024]
Abstract
Cardiac magnetic resonance imaging (CMR) is the gold-standard non-invasive method of assessing cardiac structure and function, including tissue characterisation. In systemic sclerosis (SSc), heart involvement (SHI) is a leading cause of mortality yet remains poorly understood. SHI is underestimated by conventional echocardiography, and CMR provides an important opportunity to better identify and quantify subtle myocardial changes including oedema and fibrosis. This review summarises current CMR techniques, the role of CMR in SSc and SHI, and the opportunities to further our understanding of its pathogenesis and management.
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Affiliation(s)
- Jessica L Fairley
- The University of Melbourne, Melbourne, Victoria, Australia
- St. Vincent’s Hospital Melbourne, Melbourne, Victoria, Australia
| | - Rachael O’Rourke
- The Prince Charles Hospital, Brisbane, Queensland, Australia
- The University of Queensland, Brisbane, Queensland, Australia
| | - Rajesh Puranik
- The University of Sydney, Sydney, New South Wales, Australia
- Royal Prince Alfred HospitalSydney, New South Wales, Australia
| | - Mandana Nikpour
- The University of Melbourne, Melbourne, Victoria, Australia
- St. Vincent’s Hospital Melbourne, Melbourne, Victoria, Australia
- The University of Sydney, Sydney, New South Wales, Australia
- Royal Prince Alfred HospitalSydney, New South Wales, Australia
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3
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Calderon Martinez E, Ortiz-Garcia NY, Herrera Hernandez DA, Arriaga Escamilla D, Diaz Mendoza DL, Othon Martinez D, Ramirez LM, Reyes-Rivera J, Choudhari J, Michel G. Hypertrophic Cardiomyopathy Diagnosis and Treatment in High- and Low-Income Countries: A Narrative Review. Cureus 2023; 15:e46330. [PMID: 37916234 PMCID: PMC10618028 DOI: 10.7759/cureus.46330] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/30/2023] [Indexed: 11/03/2023] Open
Abstract
Hypertrophic cardiomyopathy (HCM) is a hereditary cardiac condition characterized by unexplained left ventricular hypertrophy without a hemodynamic cause. This condition is prevalent in the United States, resulting in various clinical manifestations, including diastolic dysfunction, left ventricular outflow obstruction, cardiac ischemia, and atrial fibrillation. HCM is associated with several genetic mutations, with sarcomeric mutations being the most common and contributing to a more complex disease course. Early diagnosis of HCM is essential for effective management, as late diagnosis often requires invasive treatments and creates a substantial financial burden. Disparities in HCM diagnosis and treatment exist between high-income and low-income countries. High-income countries have more resources to investigate and implement advanced diagnostic and treatment modalities. In contrast, low-income countries face challenges in accessing diagnostic equipment, trained personnel, and affordable medications, leading to a lower quality of life and life expectancy for affected individuals. Diagnostic tools for HCM include imaging studies such as 2D echocardiography, cardiovascular magnetic resonance (CMR), and electrocardiograms (ECGs). CMR is considered the gold standard but remains inaccessible to a significant portion of the world's population, especially in low-income countries. Genetics plays a crucial role in HCM, with numerous mutations identified in various genes. Genetic counseling is essential but often limited in low-income countries due to resource constraints. Disparities in healthcare access and adherence to treatment recommendations exist between high-income and low-income countries, leading to differences in patient outcomes. Addressing these disparities is essential to improve the overall management of HCM on a global scale. In conclusion, this review highlights the complex nature of HCM, emphasizing the importance of early diagnosis, genetic counseling, and access to appropriate diagnostic and therapeutic interventions. Addressing healthcare disparities is crucial to ensure that all individuals with HCM receive timely and effective care, regardless of their geographic location or socioeconomic status.
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Affiliation(s)
| | | | | | | | | | | | - Luz M Ramirez
- Pulmonology and Critical Care, Benemerita Universidad Autonoma de Puebla, Puebla, MEX
| | - Jonathan Reyes-Rivera
- Medicine, Facultad de Medicina Universidad Autónoma de San Luis Potosí, San Luis Potosi, MEX
| | - Jinal Choudhari
- Division of Research & Academic Affairs, Larkin Community Hospital, South Miami, USA
| | - George Michel
- Internal Medicine, Larkin Community Hospital, South Miami, USA
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Telle Å, Bargellini C, Chahine Y, del Álamo JC, Akoum N, Boyle PM. Personalized biomechanical insights in atrial fibrillation: opportunities & challenges. Expert Rev Cardiovasc Ther 2023; 21:817-837. [PMID: 37878350 PMCID: PMC10841537 DOI: 10.1080/14779072.2023.2273896] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/12/2023] [Accepted: 10/18/2023] [Indexed: 10/26/2023]
Abstract
INTRODUCTION Atrial fibrillation (AF) is an increasingly prevalent and significant worldwide health problem. Manifested as an irregular atrial electrophysiological activation, it is associated with many serious health complications. AF affects the biomechanical function of the heart as contraction follows the electrical activation, subsequently leading to reduced blood flow. The underlying mechanisms behind AF are not fully understood, but it is known that AF is highly correlated with the presence of atrial fibrosis, and with a manifold increase in risk of stroke. AREAS COVERED In this review, we focus on biomechanical aspects in atrial fibrillation, current and emerging use of clinical images, and personalized computational models. We also discuss how these can be used to provide patient-specific care. EXPERT OPINION Understanding the connection betweenatrial fibrillation and atrial remodeling might lead to valuable understanding of stroke and heart failure pathophysiology. Established and emerging imaging modalities can bring us closer to this understanding, especially with continued advancements in processing accuracy, reproducibility, and clinical relevance of the associated technologies. Computational models of cardiac electromechanics can be used to glean additional insights on the roles of AF and remodeling in heart function.
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Affiliation(s)
- Åshild Telle
- Department of Bioengineering, University of Washington, Seattle, WA, USA
| | - Clarissa Bargellini
- Department of Mechanical Engineering, University of Washington, Seattle, WA, USA
| | - Yaacoub Chahine
- Division of Cardiology, University of Washington, Seattle, WA, USA
| | - Juan C. del Álamo
- Department of Mechanical Engineering, University of Washington, Seattle, WA, USA
- Division of Cardiology, University of Washington, Seattle, WA, USA
- Center for Cardiovascular Biology, University of Washington, Seattle, WA, USA
| | - Nazem Akoum
- Department of Bioengineering, University of Washington, Seattle, WA, USA
- Division of Cardiology, University of Washington, Seattle, WA, USA
| | - Patrick M Boyle
- Department of Bioengineering, University of Washington, Seattle, WA, USA
- Center for Cardiovascular Biology, University of Washington, Seattle, WA, USA
- Institute for Stem Cell and Regenerative Medicine, University of Washington, Seattle, WA, USA
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Gomes HJA, Figueredo Junior ARD. The Challenge of Making Cardiac Resonance a Global Reality. Arq Bras Cardiol 2023; 120:e20230187. [PMID: 37098993 PMCID: PMC10124572 DOI: 10.36660/abc.20230187] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/27/2023] Open
Affiliation(s)
- Hélder Jorge Andrade Gomes
- Departamento de Clínica Médica - Faculdade de Medicina de Jundiaí, Jundiaí, SP - Brasil
- Tomografia e Ressonância Cardiovascular - ICON Diagnósticos por Imagem, Jundiaí, SP - Brasil
- Hospital Vera Cruz, Campinas, SP - Brasil
- Prevent Senior, São Paulo, SP - Brasil
- Hospital Samaritano de São Paulo, São Paulo, SP - Brasil
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Beyond the AJR: Research Showing Successful Implementation of Rapid Cardiac MRI for Cardiomyopathy Evaluation in Low- and Middle-Income Countries. AJR Am J Roentgenol 2022; 219:1004. [PMID: 35583423 DOI: 10.2214/ajr.22.27916] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/04/2023]
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Maron BA, Wang RS, Carnethon MR, Rowin EJ, Loscalzo J, Maron BJ, Maron MS. What Causes Hypertrophic Cardiomyopathy? Am J Cardiol 2022; 179:74-82. [PMID: 35843734 DOI: 10.1016/j.amjcard.2022.06.017] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/06/2022] [Revised: 05/31/2022] [Accepted: 06/15/2022] [Indexed: 01/11/2023]
Abstract
Hypertrophic cardiomyopathy (HCM) is a global and relatively common cause of patient morbidity and mortality and is among the first reported monogenic cardiac diseases. For 30 years, the basic etiology of HCM has been attributed largely to variants in individual genes encoding cardiac sarcomere proteins, with the implication that HCM is fundamentally a genetic disease. However, data from clinical and network medicine analyses, as well as contemporary genetic studies show that single gene variants do not fully explain the broad and diverse HCM clinical spectrum. These transformative advances place a new focus on possible novel interactions between acquired disease determinants and genetic context to produce complex HCM phenotypes, also offering a measure of caution against overemphasizing monogenics as the principal cause of this disease. These new perspectives in which HCM is not a uniformly genetic disease but likely explained by multifactorial etiology will also unavoidably impact how HCM is viewed by patients and families in the clinical practicing community going forward, including relevance to genetic counseling and access to healthcare insurance and psychosocial wellness.
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Affiliation(s)
- Bradley A Maron
- Division of Cardiovascular Medicine, Department of Medicine and Harvard Medical School, Boston, Massachusetts.
| | - Rui-Sheng Wang
- Channing Division of Network Medicine, Brigham and Women's Hospital, Harvard Medical School, Boston, Massachusetts
| | - Mercedes R Carnethon
- Division of Pulmonology and Critical Care, Feinberg School of Medicine, Chicago, Illinois
| | - Ethan J Rowin
- HCM Center, Lahey Hospital and Medical Center, Burlington, Massachusetts
| | - Joseph Loscalzo
- Division of Cardiovascular Medicine, Department of Medicine and Harvard Medical School, Boston, Massachusetts
| | - Barry J Maron
- HCM Center, Lahey Hospital and Medical Center, Burlington, Massachusetts
| | - Martin S Maron
- HCM Center, Lahey Hospital and Medical Center, Burlington, Massachusetts
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Qin C, Murali S, Lee E, Supramaniam V, Hausenloy DJ, Obungoloch J, Brecher J, Lin R, Ding H, Akudjedu TN, Anazodo UC, Jagannathan NR, Ntusi NAB, Simonetti OP, Campbell-Washburn AE, Niendorf T, Mammen R, Adeleke S. Sustainable low-field cardiovascular magnetic resonance in changing healthcare systems. Eur Heart J Cardiovasc Imaging 2022; 23:e246-e260. [PMID: 35157038 PMCID: PMC9159744 DOI: 10.1093/ehjci/jeab286] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/15/2021] [Accepted: 12/14/2021] [Indexed: 11/14/2022] Open
Abstract
Cardiovascular disease continues to be a major burden facing healthcare systems worldwide. In the developed world, cardiovascular magnetic resonance (CMR) is a well-established non-invasive imaging modality in the diagnosis of cardiovascular disease. However, there is significant global inequality in availability and access to CMR due to its high cost, technical demands as well as existing disparities in healthcare and technical infrastructures across high-income and low-income countries. Recent renewed interest in low-field CMR has been spurred by the clinical need to provide sustainable imaging technology capable of yielding diagnosticquality images whilst also being tailored to the local populations and healthcare ecosystems. This review aims to evaluate the technical, practical and cost considerations of low field CMR whilst also exploring the key barriers to implementing sustainable MRI in both the developing and developed world.
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Affiliation(s)
- Cathy Qin
- Department of Imaging, Imperial College Healthcare NHS Trust, London, UK
| | - Sanjana Murali
- Department of Imaging, Imperial College Healthcare NHS Trust, London, UK
| | - Elsa Lee
- School of Medicine, Faculty of Medicine, Imperial College London, London, UK
| | | | - Derek J Hausenloy
- Division of Medicine, University College London, London, UK
- Cardiovascular & Metabolic Disorders Program, Duke-National University of Singapore Medical School, Singapore, Singapore
- National Heart Research Institute Singapore, National Heart Centre Singapore, Singapore, Singapore
- Yong Loo Lin School of Medicine, National University Singapore, Singapore, Singapore
- Hatter Cardiovascular Institue, UCL Institute of Cardiovascular Sciences, University College London, London, UK
- Cardiovascular Research Center, College of Medical and Health Sciences, Asia University, Taichung, Taiwan
| | - Johnes Obungoloch
- Department of Biomedical Engineering, Mbarara University of Science and Technology, Mbarara, Uganda
| | | | - Rongyu Lin
- School of Medicine, University College London, London, UK
| | - Hao Ding
- Department of Imaging, Imperial College Healthcare NHS Trust, London, UK
| | - Theophilus N Akudjedu
- Institute of Medical Imaging and Visualisation, Faculty of Health and Social Science, Bournemouth University, Poole, UK
| | | | - Naranamangalam R Jagannathan
- Department of Electrical Engineering, Indian Institute of Technology, Chennai, India
- Department of Radiology, Sri Ramachandra University Medical College, Chennai, India
- Department of Radiology, Chettinad Hospital and Research Institute, Kelambakkam, India
| | - Ntobeko A B Ntusi
- Department of Medicine, University of Cape Town and Groote Schuur Hospital, Cape Town, Western Cape, South Africa
| | - Orlando P Simonetti
- Division of Cardiovascular Medicine, Department of Internal Medicine, College of Medicine, The Ohio State University, Columbus, OH, USA
- Department of Radiology, College of Medicine, The Ohio State University, Columbus, OH, USA
| | - Adrienne E Campbell-Washburn
- Cardiovascular Branch, Division of Intramural Research, National Heart, Lung and Blood Institute, National Institutes of Health, Bethesda, MD, USA
| | - Thoralf Niendorf
- Berlin Ultrahigh Field Facility (B.U.F.F.), Max-Delbrück Centre for Molecular Medicine in the Helmholtz Association, Berlin, Germany
| | - Regina Mammen
- Department of Cardiology, The Essex Cardiothoracic Centre, Basildon, UK
| | - Sola Adeleke
- School of Cancer & Pharmaceutical Sciences, King’s College London, Queen Square, London WC1N 3BG, UK
- High Dimensional Neurology, Department of Brain Repair and Rehabilitation, UCL Queen Square Institute of Neurology, University College London, London, UK
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9
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Medina KM, Abdel-Gadir A, Ganga K, Ojha V, Pratap S, Boubertakh R, McGrath L, Augusto JB, Rikowski A, Mughal N, Khanna VK, Seth T, Sharma S, Mahajan A, Bansal RK, Srivastava P, Mahajan H, Mahajan V, Walker J, Seldon T, Ako E, Moon JC, Walker JM. Use of rapid cardiac magnetic resonance imaging to guide chelation therapy in patients with transfusion-dependent thalassaemia in India: UMIMI study. EUROPEAN HEART JOURNAL - QUALITY OF CARE AND CLINICAL OUTCOMES 2022; 8:289-297. [PMID: 34849707 PMCID: PMC9071579 DOI: 10.1093/ehjqcco/qcab089] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Revised: 11/18/2021] [Accepted: 11/24/2021] [Indexed: 11/22/2022]
Abstract
Aims To explore the impact of incorporating a faster cardiac magnetic resonance (CMR) imaging protocol in a low–middle-income country (LMIC) and using the result to guide chelation in transfusion-dependent patients. Methods and results A prospective UK–India collaborative cohort study was conducted in two cities in India. Two visits 13 months apart included clinical assessment and chelation therapy recommendations based on rapid CMR results. Participants were recruited by the local patient advocate charity, who organized the patient medical camps. The average scanning time was 11.3 ± 2.5 min at the baseline and 9.8 ± 2.4 min (P < 0.001) at follow-up. The baseline visit was attended by 103 patients (mean age 25 years) and 83% attended the second assessment. At baseline, 29% had a cardiac T2* < 20 ms, which represents significant iron loading, and 12% had left ventricular ejection fraction <60%, the accepted lower limit in this population. Only 3% were free of liver iron (T2* ≥ 17 ms). At 13 months, more patients were taking intensified dual chelation therapy (43% vs. 55%, P = 0.002). In those with cardiac siderosis (baseline T2* < 20 ms), there was an improvement in T2*—10.9 ± 5.9 to 13.5 ± 8.7 ms, P = 0.005—and fewer were classified as having clinically important cardiac iron loading (T2* < 20 ms, 24% vs. 16%, P < 0.001). This is the first illustration in an LMIC that incorporating CMR results into patient management plans can improve cardiac iron loading. Conclusion For thalassaemia patients in an LMIC, a simplified CMR protocol linked to therapeutic recommendation via the patient camp model led to enhanced chelation therapy and a reduction in cardiac iron in 1 year.
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Affiliation(s)
- Katia Menacho Medina
- Institute of Cardiovascular Science, University College London, London, UK
- Barts Heart Centre, Saint Bartholomew's Hospital, London, UK
- The Hatter Cardiovascular Institute, University College London Hospital, 67 Chenies Mews, Bloomsbury, London WCIE 6HX, UK
| | - Amna Abdel-Gadir
- Institute of Cardiovascular Science, University College London, London, UK
- Barts Heart Centre, Saint Bartholomew's Hospital, London, UK
| | - Kartik Ganga
- Department of Radiology, AlI India Institute of Medical Sciences, New Delhi, India
| | - Vineeta Ojha
- Department of Radiology, AlI India Institute of Medical Sciences, New Delhi, India
| | - Surya Pratap
- Department of Radiology, AlI India Institute of Medical Sciences, New Delhi, India
| | | | | | - João B Augusto
- Institute of Cardiovascular Science, University College London, London, UK
- Barts Heart Centre, Saint Bartholomew's Hospital, London, UK
| | - Alexander Rikowski
- KCL Library Services, King's College London University and Hospital, London, UK
| | - Nabila Mughal
- KCL Library Services, King's College London University and Hospital, London, UK
| | - Virender Kumar Khanna
- Clinical Paediatrics, Sir Ganga Ram Hospital, Sir Ganga Ram Hospital Marg, Rajinder Nagar, New Delhi, India
| | - Tulika Seth
- Department of Radiology, AlI India Institute of Medical Sciences, New Delhi, India
| | - Sanjiv Sharma
- Department of Radiology, AlI India Institute of Medical Sciences, New Delhi, India
| | - Amita Mahajan
- Haematology Department, Indraprastha Apollo Hospitals, New Delhi, India
| | - Rajiv K Bansal
- Department of Haematology, Santokba Durlabhji Memorial Hospital Cum Medical Research Institute, Jaipur, India
- Department of Haematology, Bhawani Singh Marg Hospital, Near Rambagh Circle, Jaipur, Rajasthan, India
| | - Prabhar Srivastava
- Department of Haematology, Santokba Durlabhji Memorial Hospital Cum Medical Research Institute, Jaipur, India
- Department of Haematology, Bhawani Singh Marg Hospital, Near Rambagh Circle, Jaipur, Rajasthan, India
| | | | | | - Judith Walker
- The Hatter Cardiovascular Institute, University College London Hospital, 67 Chenies Mews, Bloomsbury, London WCIE 6HX, UK
- Department of Cardiology, University College London Hospitals NHS Foundation Trust, London, UK
| | - Tenzin Seldon
- The Hatter Cardiovascular Institute, University College London Hospital, 67 Chenies Mews, Bloomsbury, London WCIE 6HX, UK
| | - Emmanuel Ako
- Department of Cardiology, Chelsea & Westminster Hospital, London, UK
| | - James C Moon
- Institute of Cardiovascular Science, University College London, London, UK
- Barts Heart Centre, Saint Bartholomew's Hospital, London, UK
| | - John Malcolm Walker
- Institute of Cardiovascular Science, University College London, London, UK
- The Hatter Cardiovascular Institute, University College London Hospital, 67 Chenies Mews, Bloomsbury, London WCIE 6HX, UK
- Mahajan Imaging Centre PVT, New Delhi, India
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Raman SV, Markl M, Patel AR, Bryant J, Allen BD, Plein S, Seiberlich N. 30-minute CMR for common clinical indications: a Society for Cardiovascular Magnetic Resonance white paper. J Cardiovasc Magn Reson 2022; 24:13. [PMID: 35232470 PMCID: PMC8886348 DOI: 10.1186/s12968-022-00844-6] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/21/2021] [Accepted: 01/16/2022] [Indexed: 12/11/2022] Open
Abstract
BACKGROUND Despite decades of accruing evidence supporting the clinical utility of cardiovascular magnetic resonance (CMR), adoption of CMR in routine cardiovascular practice remains limited in many regions of the world. Persistent use of long scan times of 60 min or more contributes to limited adoption, though techniques available on most scanners afford routine CMR examination within 30 min. Incorporating such techniques into standardize protocols can answer common clinical questions in daily practice, including those related to heart failure, cardiomyopathy, ventricular arrhythmia, ischemic heart disease, and non-ischemic myocardial injury. BODY: In this white paper, we describe CMR protocols of 30 min or shorter duration with routine techniques with or without stress perfusion, plus specific approaches in patient and scanner room preparation for efficiency. Minimum requirements for the scanner gradient system, coil hardware and pulse sequences are detailed. Recent advances such as quantitative myocardial mapping and other add-on acquisitions can be incorporated into the proposed protocols without significant extension of scan duration for most patients. CONCLUSION Common questions in clinical cardiovascular practice can be answered in routine CMR protocols under 30 min; their incorporation warrants consideration to facilitate increased access to CMR worldwide.
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Affiliation(s)
- Subha V. Raman
- Division of Cardiovascular Medicine and Krannert CV Research Center, Indiana University School of Medicine, Indianapolis, IN USA
- Cardiovascular Institute, IU Health, Indianapolis, IN USA
| | - Michael Markl
- Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL USA
- Department of Biomedical Engineering, McCormick School of Engineering, Northwestern University, Evanston, IL USA
| | - Amit R. Patel
- Section of Cardiology, Department of Medicine, University of Chicago, Chicago, IL USA
| | - Jennifer Bryant
- Department of Cardiology, National Heart Centre Singapore, Singapore, Singapore
| | - Bradley D. Allen
- Department of Radiology, Feinberg School of Medicine, Northwestern University, Chicago, IL USA
| | - Sven Plein
- Multidisciplinary Cardiovascular Research Centre and Biomedical Imaging Science Department, Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, Leeds, UK
| | - Nicole Seiberlich
- Department of Radiology, University of Michigan, 1150 West Medical Center Drive, Ann Arbor, MI 48109 USA
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Menacho KD, Ramirez S, Perez A, Dragonetti L, Perez de Arenaza D, Katekaru D, Illatopa V, Munive S, Rodriguez B, Shimabukuro A, Cupe K, Bansal R, Bhargava V, Rodriguez I, Seraphim A, Knott K, Abdel-Gadir A, Guerrero S, Lazo M, Uscamaita D, Rivero M, Amaya N, Sharma S, Peix A, Treibel T, Manisty C, Mohiddin S, Litt H, Han Y, Fernandes J, Jacob R, Westwood M, Ntusi N, Herrey A, Walker JM, Moon J. Improving cardiovascular magnetic resonance access in low- and middle-income countries for cardiomyopathy assessment: rapid cardiovascular magnetic resonance. Eur Heart J 2022; 43:2496-2507. [PMID: 35139531 PMCID: PMC9259377 DOI: 10.1093/eurheartj/ehac035] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/31/2021] [Revised: 11/30/2021] [Accepted: 01/18/2022] [Indexed: 02/01/2023] Open
Abstract
AIMS To evaluate the impact of a simplified, rapid cardiovascular magnetic resonance (CMR) protocol embedded in care and supported by a partner education programme on the management of cardiomyopathy (CMP) in low- and middle-income countries (LMICs). METHODS AND RESULTS Rapid CMR focused particularly on CMP was implemented in 11 centres, 7 cities, 5 countries, and 3 continents linked to training courses for local professionals. Patients were followed up for 24 months to assess impact. The rate of subsequent adoption was tracked. Five CMR conferences were delivered (920 attendees-potential referrers, radiographers, reporting cardiologists, or radiologists) and five new centres starting CMR. Six hundred and one patients were scanned. Cardiovascular magnetic resonance indications were 24% non-contrast T2* scans [myocardial iron overload (MIO)] and 72% suspected/known cardiomyopathies (including ischaemic and viability). Ninety-eighty per cent of studies were of diagnostic quality. The average scan time was 22 ± 6 min (contrast) and 12 ± 4 min (non-contrast), a potential cost/throughput reduction of between 30 and 60%. Cardiovascular magnetic resonance findings impacted management in 62%, including a new diagnosis in 22% and MIO detected in 30% of non-contrast scans. Nine centres continued using rapid CMR 2 years later (typically 1-2 days per week, 30 min slots). CONCLUSIONS Rapid CMR of diagnostic quality can be delivered using available technology in LMICs. When embedded in care and a training programme, costs are lower, care is improved, and services can be sustained over time.
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Affiliation(s)
- Katia Devorha Menacho
- Institute of Cardiovascular Science, University College London, London, UK,St Bartholomew’s Hospital, Barts Heart Centre, London EC1A 7BE, UK
| | | | - Aylen Perez
- Cardiology and Cardiovascular Surgery National Institute, La Havana, Cuba
| | | | | | - Diana Katekaru
- Military National Hospital, Cardiac Imaging Department, Lima, Peru
| | | | - Sara Munive
- National Cardiovascular Institute—INCOR, Lima, Peru
| | | | - Ana Shimabukuro
- Guillermo Almenara Irigoyen Hospital, National Hospital, Lima, Peru
| | - Kelly Cupe
- Guillermo Almenara Irigoyen Hospital, National Hospital, Lima, Peru
| | - Rajiv Bansal
- Santokba Durlabhji Memorial Hospital Cum Medical Research Institute, Jaipur, India
| | | | | | - Andreas Seraphim
- Institute of Cardiovascular Science, University College London, London, UK,St Bartholomew’s Hospital, Barts Heart Centre, London EC1A 7BE, UK
| | - Kris Knott
- Institute of Cardiovascular Science, University College London, London, UK,St Bartholomew’s Hospital, Barts Heart Centre, London EC1A 7BE, UK
| | - Amna Abdel-Gadir
- Institute of Cardiovascular Science, University College London, London, UK
| | | | - Marco Lazo
- Ramiro Priale National Hospital, Huancayo, Peru
| | - David Uscamaita
- Edgardo Rebagliati Hospital, MRI and CT Department, Lima, Peru
| | | | - Neil Amaya
- Edgardo Rebagliati Hospital, MRI and CT Department, Lima, Peru
| | - Sanjiv Sharma
- AlI India Institute of Medical Sciences, New Delhi, India
| | - Amelia Peix
- Cardiology and Cardiovascular Surgery National Institute, La Havana, Cuba
| | - Thomas Treibel
- Institute of Cardiovascular Science, University College London, London, UK,St Bartholomew’s Hospital, Barts Heart Centre, London EC1A 7BE, UK
| | - Charlotte Manisty
- Institute of Cardiovascular Science, University College London, London, UK,St Bartholomew’s Hospital, Barts Heart Centre, London EC1A 7BE, UK
| | - Sam Mohiddin
- Institute of Cardiovascular Science, University College London, London, UK,St Bartholomew’s Hospital, Barts Heart Centre, London EC1A 7BE, UK
| | - Harold Litt
- Department of Medicine (Cardiovascular Division), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA,Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Yuchi Han
- Department of Medicine (Cardiovascular Division), Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA,Department of Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | | | - Ron Jacob
- Lancaster General Health Hospital, Lancaster, USA
| | - Mark Westwood
- St Bartholomew’s Hospital, Barts Heart Centre, London EC1A 7BE, UK
| | - Ntobeko Ntusi
- Department of Medicine, University of Cape Town, Cape Town, South Africa
| | - Anna Herrey
- Institute of Cardiovascular Science, University College London, London, UK,St Bartholomew’s Hospital, Barts Heart Centre, London EC1A 7BE, UK
| | - John Malcolm Walker
- Institute of Cardiovascular Science, University College London, London, UK,The Hatter Cardiovascular Institute, University College London Hospital, London, UK
| | - James Moon
- Corresponding author. Tel: +44 203 8870566,
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12
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Fotaki A, Puyol-Antón E, Chiribiri A, Botnar R, Pushparajah K, Prieto C. Artificial Intelligence in Cardiac MRI: Is Clinical Adoption Forthcoming? Front Cardiovasc Med 2022; 8:818765. [PMID: 35083303 PMCID: PMC8785419 DOI: 10.3389/fcvm.2021.818765] [Citation(s) in RCA: 13] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2021] [Accepted: 12/15/2021] [Indexed: 12/24/2022] Open
Abstract
Artificial intelligence (AI) refers to the area of knowledge that develops computerised models to perform tasks that typically require human intelligence. These algorithms are programmed to learn and identify patterns from "training data," that can be subsequently applied to new datasets, without being explicitly programmed to do so. AI is revolutionising the field of medical imaging and in particular of Cardiovascular Magnetic Resonance (CMR) by providing deep learning solutions for image acquisition, reconstruction and analysis, ultimately supporting the clinical decision making. Numerous methods have been developed over recent years to enhance and expedite CMR data acquisition, image reconstruction, post-processing and analysis; along with the development of promising AI-based biomarkers for a wide spectrum of cardiac conditions. The exponential rise in the availability and complexity of CMR data has fostered the development of different AI models. Integration in clinical routine in a meaningful way remains a challenge. Currently, innovations in this field are still mostly presented in proof-of-concept studies with emphasis on the engineering solutions; often recruiting small patient cohorts or relying on standardised databases such as Multi-ethnic Study on atherosclerosis (MESA), UK Biobank and others. The wider incorporation of clinically valid endpoints such as symptoms, survival, need and response to treatment remains to be seen. This review briefly summarises the current principles of AI employed in CMR and explores the relevant prospective observational studies in cardiology patient cohorts. It provides an overview of clinical studies employing undersampled reconstruction techniques to speed up the scan encompassing cine imaging, whole-heart imaging, multi-parametric mapping and magnetic resonance fingerprinting along with the clinical utility of AI applications in image post-processing, and analysis. Specific focus is given to studies that have incorporated CMR-derived prediction models for prognostication in cardiac disease. It also discusses current limitations and proposes potential developments to enable multi-disciplinary collaboration for improved evidence-based medicine. AI is an extremely promising field and the timely integration of clinician's input in the ingenious technical investigator's paradigm holds promise for a bright future in the medical field.
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Affiliation(s)
- Anastasia Fotaki
- Department of Biomedical Engineering, School of Biomedical Engineering and Imaging Sciences, King's College London, London, United Kingdom
- Guy's and St. Thomas' NHS Foundation Trust, London, United Kingdom
| | - Esther Puyol-Antón
- Department of Biomedical Engineering, School of Biomedical Engineering and Imaging Sciences, King's College London, London, United Kingdom
| | - Amedeo Chiribiri
- Department of Biomedical Engineering, School of Biomedical Engineering and Imaging Sciences, King's College London, London, United Kingdom
- Guy's and St. Thomas' NHS Foundation Trust, London, United Kingdom
| | - René Botnar
- Department of Biomedical Engineering, School of Biomedical Engineering and Imaging Sciences, King's College London, London, United Kingdom
- Escuela de Ingeniería, Pontificia Universidad Católica de Chile, Santiago, Chile
| | - Kuberan Pushparajah
- Department of Biomedical Engineering, School of Biomedical Engineering and Imaging Sciences, King's College London, London, United Kingdom
- Guy's and St. Thomas' NHS Foundation Trust, London, United Kingdom
| | - Claudia Prieto
- Department of Biomedical Engineering, School of Biomedical Engineering and Imaging Sciences, King's College London, London, United Kingdom
- Escuela de Ingeniería, Pontificia Universidad Católica de Chile, Santiago, Chile
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13
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14
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Torlasco C, Castelletti S, Soranna D, Volpato V, Figliozzi S, Menacho K, Cernigliaro F, Zambon A, Kellman P, Moon JC, Badano LP, Parati G. Effective Study: Development and Application of a Question-Driven, Time-Effective Cardiac Magnetic Resonance Scanning Protocol. J Am Heart Assoc 2021; 11:e022605. [PMID: 34970923 PMCID: PMC9075206 DOI: 10.1161/jaha.121.022605] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Background Long scanning times impede cardiac magnetic resonance (CMR) clinical uptake. A “one‐size‐fits‐all” shortened, focused protocol (eg, only function and late‐gadolinium enhancement) reduces scanning time and costs, but provides less information. We developed 2 question‐driven CMR and stress‐CMR protocols, including tailored advanced tissue characterization, and tested their effectiveness in reducing scanning time while retaining the diagnostic performances of standard protocols. Methods and Results Eighty three consecutive patients with cardiomyopathy or ischemic heart disease underwent the tailored CMR. Each scan consisted of standard cines, late‐gadolinium enhancement imaging, native T1‐mapping, and extracellular volume. Fat/edema modules, right ventricle cine, and in‐line quantitative perfusion mapping were performed as clinically required. Workflow was optimized to avoid gaps. Time target was <30 minutes for a CMR and <35 minutes for a stress‐CMR. CMR was considered impactful when its results drove changes in diagnosis or management. Advanced tissue characterization was considered impactful when it changed the confidence level in the diagnosis. The quality of the images was assessed. A control group of 137 patients was identified among scans performed before February 2020. Compared with standard protocols, the average scan duration dropped by >30% (CMR: from 42±8 to 28±6 minutes; stress‐CMR: from 50±10 to 34±6 minutes, both P<0.0001). Independent on the protocol, CMR was impactful in ≈60% cases, and advanced tissue characterization was impactful in >45% of cases. Quality grading was similar between the 2 protocols. Tailored protocols did not require additional staff. Conclusions Tailored CMR and stress‐CMR protocols including advanced tissue characterization are accurate and time‐effective for cardiomyopathies and ischemic heart disease.
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Affiliation(s)
- Camilla Torlasco
- Department of Cardiovascular, Neural and Metabolic Sciences IRCCS Istituto Auxologico Italiano Milan Italy
| | | | - Davide Soranna
- Biostatistics Unit IRCCS Istituto Auxologico Italiano Milan Italy
| | - Valentina Volpato
- Department of Cardiovascular, Neural and Metabolic Sciences IRCCS Istituto Auxologico Italiano Milan Italy.,Department of Medicine and Surgery University of Milano-Bicocca Milan Italy
| | - Stefano Figliozzi
- Department of Cardiovascular, Neural and Metabolic Sciences IRCCS Istituto Auxologico Italiano Milan Italy
| | - Katia Menacho
- Institute of Cardiovascular Science University College London London UK.,Barts Heart Centre St Bartholomew's Hospital London UK
| | - Franco Cernigliaro
- Radiodiagnostic Department IRCCS Istituto Auxologico Italiano Milan Italy
| | - Antonella Zambon
- Biostatistics Unit IRCCS Istituto Auxologico Italiano Milan Italy.,Department of Statistics and Quantitative Method University of Milano-Bicocca Milan Italy
| | - Peter Kellman
- National Heart, Lung and Blood InstituteNational Institutes of Health Bethesda MD
| | - James C Moon
- Institute of Cardiovascular Science University College London London UK.,Barts Heart Centre St Bartholomew's Hospital London UK
| | - Luigi P Badano
- Department of Cardiovascular, Neural and Metabolic Sciences IRCCS Istituto Auxologico Italiano Milan Italy.,Department of Medicine and Surgery University of Milano-Bicocca Milan Italy
| | - Gianfranco Parati
- Department of Cardiovascular, Neural and Metabolic Sciences IRCCS Istituto Auxologico Italiano Milan Italy.,Department of Medicine and Surgery University of Milano-Bicocca Milan Italy
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15
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Wang K, Zhang W, Li S, Bi X, Schmidt M, An J, Zheng J, Cheng J. Prognosis in patients with coronary heart disease and breath-holding limitations: a free-breathing cardiac magnetic resonance protocol at 3.0 T. BMC Cardiovasc Disord 2021; 21:580. [PMID: 34876015 PMCID: PMC8650562 DOI: 10.1186/s12872-021-02402-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/08/2021] [Accepted: 11/24/2021] [Indexed: 11/18/2022] Open
Abstract
Background and purpose Conventional cardiac magnetic resonance (CCMR) imaging is usually performed with breath-holding (BH), which is adverse in patients with BH limitations. We explored the ability of a free-breathing CMR (fCMR) protocol to prognosticate in patients with coronary heart diseases (CHD) and limited BH ability.
Methods Sixty-seven patients with CHD and limited BH abilities were prospectively enrolled in this study. All patients underwent comprehensive fCMR imaging at 3.0 T. The fCMR protocols included compressed sensing (CS) single-shot cine acceleration imaging, and motion-corrected (MOCO), single-shot late gadolinium enhancement (LGE) imaging. Image quality (IQ) of the cine and LGE images was evaluated based on the 5-point Likert scale. The value of fMRI in providing a prognosis in patients with CHD was assessed. Statistical methods included the T test, Mann–Whitney test, Kappa test, Kaplan–Meier curve, Log-rank test, Cox proportional hazard regression analysis, and receiver operating characteristic curves. Results All IQ scores of the short axis CS-cine and both the short and long axes MOCO LGE images were ≥ 3 points. Over a median follow-up of 31 months (range 3.8–38.2), 25 major adverse cardiovascular events (MACE) occurred. In the univariate analysis, infarction size (IS), left ventricular ejection fraction (LVEF), 3D-Global peak longitudinal strain (3D-GPLS), heart failure classification were significantly associated with MACE. When the significantly univariate MACE predictors, added to the multivariate analysis, which showed IS (HR 1.02; 95% CI 1.00–1.05; p = 0.048) and heart failure with preserved EF (HR 0.20; 95% CI 0.04–0.98; p = 0.048) correlated positively with MACE. The optimal cutoff value for LVEF, 3D-GPLS, and IS in predicting MACE was 34.2%, − 5.7%, and 26.1% respectively, with a sensitivity of 90.5%, 64%, and 96.0% and specificity of 72%, 95.2%, and 85.7% respectively. Conclusions The fCMR protocol can be used to make prognostic assessments in patients with CHD and BH limitations by calculating IS and LVEF.
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Affiliation(s)
- Keyan Wang
- MRI Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Wenbo Zhang
- MRI Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Shuman Li
- MRI Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China
| | - Xiaoming Bi
- Siemens Medical Solulations USA, Inc., Los Angeles, USA
| | | | - Jing An
- Siemens Shenzhen Magnetic Resonance Ltd, Shenzhen, China
| | - Jie Zheng
- Mallinckrodt Institute of Radiology, Washington University in St. Louis, St. Louis, Missouri, USA
| | - Jingliang Cheng
- MRI Department, The First Affiliated Hospital of Zhengzhou University, Zhengzhou, China.
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16
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Menacho Medina K, Seraphim A, Katekaru D, Abdel-Gadir A, Han Y, Westwood M, Walker JM, Moon JC, Herrey AS. Noninvasive rapid cardiac magnetic resonance for the assessment of cardiomyopathies in low-middle income countries. Expert Rev Cardiovasc Ther 2021; 19:387-398. [PMID: 33836619 DOI: 10.1080/14779072.2021.1915130] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/21/2022]
Abstract
Introduction: Cardiac Magnetic Resonance (CMR) is a crucial diagnostic imaging test that redefines diagnosis and enables targeted therapies, but the access to CMR is limited in low-middle Income Countries (LMICs) even though cardiovascular disease is an emergent primary cause of mortality in LMICs. New abbreviated CMR protocols can be less expensive, faster, whilst maintaining accuracy, potentially leading to a higher utilization in LMICs.Areas covered: This article will review cardiovascular disease in LMICs and the current role of CMR in cardiac diagnosis and enable targeted therapy, discussing the main obstacles to prevent the adoption of CMR in LMICs. We will then review the potential utility of abbreviated, cost-effective CMR protocols to improve cardiac diagnosis and care, the clinical indications of the exam, current evidence and future directions.Expert opinion: Rapid CMR protocols, provided that they are utilized in potentially high yield cases, could reduce cost and increase effectiveness. The adoption of these protocols, their integration into care pathways, and prioritizing key treatable diagnoses can potentially improve patient care. Several LMIC countries are now pioneering these approaches and the application of rapid CMR protocols appears to have a bright future if delivered effectively.
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Affiliation(s)
- Katia Menacho Medina
- Institute of Cardiovascular Science, University College London, London, UK.,Barts Heart Centre, Saint Bartholomew's Hospital, London, UK
| | - Andreas Seraphim
- Institute of Cardiovascular Science, University College London, London, UK.,Barts Heart Centre, Saint Bartholomew's Hospital, London, UK
| | | | - Amna Abdel-Gadir
- Institute of Cardiovascular Science, University College London, London, UK
| | - Yuchi Han
- Departments of Medicine (Cardiovascular Division) and Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Mark Westwood
- Barts Heart Centre, Saint Bartholomew's Hospital, London, UK
| | - J Malcolm Walker
- Institute of Cardiovascular Science, University College London, London, UK.,Cardiology Department, University College London Hospitals NHS Foundation Trust, London, UK.,The Hatter Cardiovascular Institute, University College London Hospital, London, UK
| | - James C Moon
- Institute of Cardiovascular Science, University College London, London, UK.,Barts Heart Centre, Saint Bartholomew's Hospital, London, UK
| | - Anna S Herrey
- Institute of Cardiovascular Science, University College London, London, UK.,Barts Heart Centre, Saint Bartholomew's Hospital, London, UK
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17
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Saunderson CED, Plein S, Manisty CH. Role of cardiovascular magnetic resonance imaging in cardio-oncology. Eur Heart J Cardiovasc Imaging 2021; 22:383-396. [PMID: 33404058 DOI: 10.1093/ehjci/jeaa345] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 10/15/2020] [Accepted: 12/10/2020] [Indexed: 12/28/2022] Open
Abstract
Advances in cancer therapy have led to significantly longer cancer-free survival times over the last 40 years. Improved survivorship coupled with increasing recognition of an expanding range of adverse cardiovascular effects of many established and novel cancer therapies has highlighted the impact of cardiovascular disease in this population. This has led to the emergence of dedicated cardio-oncology services that can provide pre-treatment risk stratification, surveillance, diagnosis, and monitoring of cardiotoxicity during cancer therapies, and late effects screening following completion of treatment. Cardiovascular imaging and the development of imaging biomarkers that can accurately and reliably detect pre-clinical disease and enhance our understanding of the underlying pathophysiology of cancer treatment-related cardiotoxicity are becoming increasingly important. Multi-parametric cardiovascular magnetic resonance (CMR) is able to assess cardiac structure, function, and provide myocardial tissue characterization, and hence can be used to address a variety of important clinical questions in the emerging field of cardio-oncology. In this review, we discuss the current and potential future applications of CMR in the investigation and management of cancer patients.
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Affiliation(s)
- Christopher E D Saunderson
- Department of Biomedical Imaging Science, Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, Leeds, UK
| | - Sven Plein
- Department of Biomedical Imaging Science, Leeds Institute of Cardiovascular and Metabolic Medicine, University of Leeds, Leeds, UK
| | - Charlotte H Manisty
- Department of Cardio-Oncology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London EC1A 7BE, UK
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18
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Goldfarb JW, Weber J. Trends in Cardiovascular MRI and CT in the U.S. Medicare Population from 2012 to 2017. Radiol Cardiothorac Imaging 2021; 3:e200112. [PMID: 33778651 DOI: 10.1148/ryct.2021200112] [Citation(s) in RCA: 26] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/30/2020] [Revised: 11/13/2020] [Accepted: 12/02/2020] [Indexed: 12/19/2022]
Abstract
Purpose To assess the characteristics and trends of cardiovascular MRI and CT practitioners and practice in the United States. Materials and Methods A retrospective cross-sectional analysis of 2012-2017 Medicare Part B physician payments from the Provider Utilization and Payment Data Physician and Other Supplier Public Use Files (POSPUF) was performed. Characteristics of cardiovascular MRI and CT, including the number of providers and examinations, provider sex and location, and physician reimbursement were analyzed. Variable means, standard deviations, and changes per year were reported and compared. Results In 2017, 582 physicians provided cardiovascular MRI services in 45 states, a 16.6% increase from 2016 and an 84.8% increase from 2012. A total of 1645 physicians provided cardiovascular CT services in 49 states, a 14.2% increase from 2016 and a 77.3% increase from 2012. Of the providers, 18.0% and 13.3% of cardiovascular MRI and CT providers were women, respectively, similar to providers' respective medical specialties. Only 1.0% of radiologists and 0.2% of cardiologists provided cardiovascular MRI services. A total of 3.2% of radiologists and 0.5% of cardiologists provided cardiovascular CT services. Both cardiovascular MRI use (+75.5%) and cardiovascular CT use (+97.4%) increased markedly over the 6-year study period. Conclusion Although the availability of cardiovascular MRI and CT is increasing, both are used less frequently in comparison with other cardiovascular imaging modalities.See also the commentary by Bierhals in this issue.Supplemental material is available for this article.© RSNA, 2021.
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Affiliation(s)
- James W Goldfarb
- Department of Research and Education, St Francis Hospital & Heart Center, 100 Port Washington Blvd, Roslyn, NY 11576
| | - Jonathan Weber
- Department of Research and Education, St Francis Hospital & Heart Center, 100 Port Washington Blvd, Roslyn, NY 11576
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19
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Allen BD, Wong TC, Bucciarelli-Ducci C, Bryant J, Chen T, Dall'Armellina E, Finn JP, Fontana M, Francone M, Han Y, Hays AG, Jacob R, Lawton C, Manning WJ, Ordovas K, Parwani P, Plein S, Powell AJ, Raman SV, Salerno M, Carr JC. Society for Cardiovascular Magnetic Resonance (SCMR) guidance for re-activation of cardiovascular magnetic resonance practice after peak phase of the COVID-19 pandemic. J Cardiovasc Magn Reson 2020; 22:58. [PMID: 32772930 PMCID: PMC7415346 DOI: 10.1186/s12968-020-00654-8] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2020] [Accepted: 07/12/2020] [Indexed: 12/23/2022] Open
Abstract
During the peak phase of the COVID-19 pandemic, alterations of standard operating procedures were necessary for health systems to protect patients and healthcare workers and ensure access to vital hospital resources. As the peak phase passes, re-activation plans are required to safely manage increasing clinical volumes. In the context of cardiovascular magnetic resonance (CMR), re-activation objectives include continued performance of urgent CMR studies and resumption of CMR in patients with semi-urgent and elective indications in an environment that is safe for both patients and health care workers.
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Affiliation(s)
- Bradley D Allen
- Department of Radiology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA.
| | - Timothy C Wong
- Department of Medicine (Cardiology), University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Chiara Bucciarelli-Ducci
- Bristol Heart Institute, Bristol NIHR Biomedical Research Centre, University Hospitals Bristol and University of Bristol, Bristol, UK
| | - Jennifer Bryant
- National Heart Research Institute Singapore, National Heart Center Singapore, 5 Hospital Drive, Singapore, Singapore
| | - Tiffany Chen
- Cardiovascular Division, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Erica Dall'Armellina
- Leeds Institute of Cardiovascular and Metabolic Medicine, Department of Biomedical Imaging Sciences, University of Leeds, Leeds, UK
| | - J Paul Finn
- Departments of Radiology and Medicine, UCLA, Los Angeles, California, USA
| | | | - Marco Francone
- Department of Radiological, Oncological and Pathological Sciences, Sapienza University of Rome, Rome, Italy
| | - Yuchi Han
- Departments of Medicine (Cardiovascular Division) and Radiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Allison G Hays
- Department of Medicine, Johns Hopkins University, Baltimore, MD, USA
| | - Ron Jacob
- The Heart and Vascular Institute, Lancaster General Health/PENN Medicine, Lancaster, PA, USA
| | - Chris Lawton
- Bristol Heart Institute, Bristol NIHR Biomedical Research Centre, University Hospitals Bristol and University of Bristol, Bristol, UK
| | - Warren J Manning
- Departments of Medicine (Cardiovascular Division) and Radiology, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - Karen Ordovas
- Departments of Radiology and Medicine, University of California, San Francisco, San Francisco, California, USA
| | - Purvi Parwani
- Department of Medicine (Cardiology), Loma Linda University, Loma Linda, California, USA
| | - Sven Plein
- Leeds Institute of Cardiovascular and Metabolic Medicine, Department of Biomedical Imaging Sciences, University of Leeds, Leeds, UK
| | - Andrew J Powell
- Department of Cardiology, Boston Children's Hospital, Boston, MA, USA
- Department of Pediatrics, Harvard Medical School, Boston, MA, USA
| | - Subha V Raman
- Krannert Institute of Cardiology, Indiana University School of Medicine, Indianapolis, Indiana, USA
| | - Michael Salerno
- Departments of Medicine, Radiology, and Biomedical Engineering, University of Virginia, Charlottesville, Virginia, USA
| | - James C Carr
- Department of Radiology, Northwestern University Feinberg School of Medicine, Chicago, IL, USA
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21
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Seraphim A, Westwood M, Bhuva AN, Crake T, Moon JC, Menezes LJ, Lloyd G, Ghosh AK, Slater S, Oakervee H, Manisty CH. Advanced Imaging Modalities to Monitor for Cardiotoxicity. Curr Treat Options Oncol 2019; 20:73. [PMID: 31396720 PMCID: PMC6687672 DOI: 10.1007/s11864-019-0672-z] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Early detection and treatment of cardiotoxicity from cancer therapies is key to preventing a rise in adverse cardiovascular outcomes in cancer patients. Over-diagnosis of cardiotoxicity in this context is however equally hazardous, leading to patients receiving suboptimal cancer treatment, thereby impacting cancer outcomes. Accurate screening therefore depends on the widespread availability of sensitive and reproducible biomarkers of cardiotoxicity, which can clearly discriminate early disease. Blood biomarkers are limited in cardiovascular disease and clinicians generally still use generic screening with ejection fraction, based on historical local expertise and resources. Recently, however, there has been growing recognition that simple measurement of left ventricular ejection fraction using 2D echocardiography may not be optimal for screening: diagnostic accuracy, reproducibility and feasibility are limited. Modern cancer therapies affect many myocardial pathways: inflammatory, fibrotic, metabolic, vascular and myocyte function, meaning that multiple biomarkers may be needed to track myocardial cardiotoxicity. Advanced imaging modalities including cardiovascular magnetic resonance (CMR), computed tomography (CT) and positron emission tomography (PET) add improved sensitivity and insights into the underlying pathophysiology, as well as the ability to screen for other cardiotoxicities including coronary artery, valve and pericardial diseases resulting from cancer treatment. Delivering screening for cardiotoxicity using advanced imaging modalities will however require a significant change in current clinical pathways, with incorporation of machine learning algorithms into imaging analysis fundamental to improving efficiency and precision. In the future, we should aspire to personalized rather than generic screening, based on a patient’s individual risk factors and the pathophysiological mechanisms of the cancer treatment they are receiving. We should aspire that progress in cardiooncology is able to track progress in oncology, and to ensure that the current ‘one size fits all’ approach to screening be obsolete in the very near future.
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Affiliation(s)
- Andreas Seraphim
- Department of Cardiovascular Imaging, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London, EC1A 7BE, UK.,Institute of Cardiovascular Sciences, University College London, Chenies Mews, London, UK
| | - Mark Westwood
- Department of Cardiovascular Imaging, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London, EC1A 7BE, UK.,Department of Cardio-oncology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London, EC1A 7BE, UK
| | - Anish N Bhuva
- Department of Cardiovascular Imaging, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London, EC1A 7BE, UK.,Institute of Cardiovascular Sciences, University College London, Chenies Mews, London, UK
| | - Tom Crake
- Department of Cardio-oncology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London, EC1A 7BE, UK
| | - James C Moon
- Department of Cardiovascular Imaging, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London, EC1A 7BE, UK.,Institute of Cardiovascular Sciences, University College London, Chenies Mews, London, UK
| | - Leon J Menezes
- Department of Cardiovascular Imaging, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London, EC1A 7BE, UK
| | - Guy Lloyd
- Department of Cardiovascular Imaging, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London, EC1A 7BE, UK
| | - Arjun K Ghosh
- Department of Cardiovascular Imaging, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London, EC1A 7BE, UK.,Department of Cardio-oncology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London, EC1A 7BE, UK
| | - Sarah Slater
- Department of Haematology, Barts Health NHS Trust, West Smithfield, London, EC1A 7BE, UK
| | - Heather Oakervee
- Department of Oncology, Barts Health NHS Trust, West Smithfield, London, EC1A 7BE, UK
| | - Charlotte H Manisty
- Department of Cardiovascular Imaging, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London, EC1A 7BE, UK. .,Institute of Cardiovascular Sciences, University College London, Chenies Mews, London, UK. .,Department of Cardio-oncology, Barts Heart Centre, Barts Health NHS Trust, West Smithfield, London, EC1A 7BE, UK.
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22
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Ordovas K. Invited Commentary on “Four-dimensional Flow MRI,” with Response from Dr Azarine et al. Radiographics 2019; 39:648-650. [DOI: 10.1148/rg.2019190035] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Affiliation(s)
- Karen Ordovas
- Department of Radiology, University of California, San Francisco San Francisco, California
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23
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Affiliation(s)
- Christopher M. Kramer
- Departments of Medicine and Radiology and the Cardiovascular Imaging CenterUniversity of Virginia Health SystemCharlottesvilleVA
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