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Stąpór M, Sobczyk D, Wasilewski G, Wierzbicki K, Gackowski A, Kleczyński P, Żmudka K, Kapelak B, Legutko J. Right ventricular-pulmonary arterial coupling in patients with implanted left ventricular assist devices. Hellenic J Cardiol 2024; 77:44-53. [PMID: 37295669 DOI: 10.1016/j.hjc.2023.06.002] [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: 12/18/2022] [Revised: 05/17/2023] [Accepted: 06/06/2023] [Indexed: 06/12/2023] Open
Abstract
OBJECTIVE Both the right ventricular (RV) contractile function and pulmonary arterial (PA) pressure influence clinical outcomes in patients supported with left ventricular assist devices (LVADs), but the impact of RV-PA coupling is unknown. This study aimed to determine the prognostic impact of RV-PA coupling in patients with implanted LVADs. METHODS Patients with implanted third-generation LVADs were retrospectively enrolled. The RV-PA coupling was assessed preoperatively by the ratio of RV free wall strain (RVFWS) derived from speckle-tracking echocardiography and noninvasively measured peak RV systolic pressure (RVSP). The primary end point was a composite of all-cause mortality or right heart failure (RHF) hospitalization. Secondary end points consisted of all-cause mortality at a 12-month follow-up and RHF hospitalization. RESULTS A total of 103 patients were screened, and 72 with good RV myocardial imaging were included. The median age was 57 years; 67 patients (93.1%) were men, and 41 (56,9%) had dilated cardiomyopathy. A receiver-operating characteristic analysis (AUC 0.703, 51.5% sensitivity, 94.9% specificity) was used to identify the optimal cutoff point (0.28%/mmHg) for the RVFWS/TAPSE threshold. Nineteen subjects (26.4%) had advanced RV-PA uncoupling. Event rates were estimated using the Kaplan-Meier method showing a strong association with an increased risk for the primary end point of death or RHF hospitalization (89.47% vs. 30.19%, p < 0.001). A similar observation applied to all-cause mortality (47.37% vs. 13.21%, p = 0.003) and RHF hospitalization (80.43% vs. 20%, p < 0.001). CONCLUSIONS An advanced RV dysfunction assessed by RV-PA coupling may serve as a predictor of adverse outcomes in patients with implanted LVADs.
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Affiliation(s)
- Maciej Stąpór
- Clinical Department of Interventional Cardiology, John Paul II Hospital, Kraków, Poland; Noninvasive Cardiovascular Laboratory, John Paul II Hospital, Kraków, Poland
| | - Dorota Sobczyk
- Jagiellonian University Medical College, Institute of Cardiology, Department of Cardiovascular Surgery and Transplantology, John Paul II Hospital, Kraków, Poland
| | - Grzegorz Wasilewski
- Jagiellonian University Medical College, Institute of Cardiology, Department of Cardiovascular Surgery and Transplantology, John Paul II Hospital, Kraków, Poland
| | - Karol Wierzbicki
- Jagiellonian University Medical College, Institute of Cardiology, Department of Cardiovascular Surgery and Transplantology, John Paul II Hospital, Kraków, Poland
| | - Andrzej Gackowski
- Jagiellonian University Medical College, Institute of Cardiology, Department of Coronary Disease and Heart Failure, John Paul II Hospital, Kraków, Poland; Noninvasive Cardiovascular Laboratory, John Paul II Hospital, Kraków, Poland
| | - Paweł Kleczyński
- Clinical Department of Interventional Cardiology, John Paul II Hospital, Kraków, Poland; Jagiellonian University Medical College, Institute of Cardiology, Department of Interventional Cardiology, John Paul II Hospital, Kraków, Poland
| | - Krzysztof Żmudka
- Clinical Department of Interventional Cardiology, John Paul II Hospital, Kraków, Poland; Jagiellonian University Medical College, Institute of Cardiology, Department of Interventional Cardiology, John Paul II Hospital, Kraków, Poland
| | - Bogusław Kapelak
- Jagiellonian University Medical College, Institute of Cardiology, Department of Cardiovascular Surgery and Transplantology, John Paul II Hospital, Kraków, Poland
| | - Jacek Legutko
- Clinical Department of Interventional Cardiology, John Paul II Hospital, Kraków, Poland; Jagiellonian University Medical College, Institute of Cardiology, Department of Interventional Cardiology, John Paul II Hospital, Kraków, Poland.
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Balcioglu O, Ozgocmen C, Ozsahin DU, Yagdi T. The Role of Artificial Intelligence and Machine Learning in the Prediction of Right Heart Failure after Left Ventricular Assist Device Implantation: A Comprehensive Review. Diagnostics (Basel) 2024; 14:380. [PMID: 38396419 PMCID: PMC10888030 DOI: 10.3390/diagnostics14040380] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/01/2024] [Revised: 02/05/2024] [Accepted: 02/07/2024] [Indexed: 02/25/2024] Open
Abstract
One of the most challenging and prevalent side effects of LVAD implantation is that of right heart failure (RHF) that may develop afterwards. The purpose of this study is to review and highlight recent advances in the uses of AI in evaluating RHF after LVAD implantation. The available literature was scanned using certain key words (artificial intelligence, machine learning, left ventricular assist device, prediction of right heart failure after LVAD) was scanned within Pubmed, Web of Science, and Google Scholar databases. Conventional risk scoring systems were also summarized, with their pros and cons being included in the results section of this study in order to provide a useful contrast with AI-based models. There are certain interesting and innovative ML approaches towards RHF prediction among the studies reviewed as well as more straightforward approaches that identified certain important predictive clinical parameters. Despite their accomplishments, the resulting AUC scores were far from ideal for these methods to be considered fully sufficient. The reasons for this include the low number of studies, standardized data availability, and lack of prospective studies. Another topic briefly discussed in this study is that relating to the ethical and legal considerations of using AI-based systems in healthcare. In the end, we believe that it would be beneficial for clinicians to not ignore these developments despite the current research indicating more time is needed for AI-based prediction models to achieve a better performance.
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Affiliation(s)
- Ozlem Balcioglu
- Department of Cardiovascular Surgery, Faculty of Medicine, Near East University, TRNC Mersin 10, Nicosia 99138, Turkey;
- Operational Research Center in Healthcare, Near East University, TRNC Mersin 10, Nicosia 99138, Turkey;
| | - Cemre Ozgocmen
- Department of Biomedical Engineering, Faculty of Engineering, Near East University, TRNC Mersin 10, Nicosia 99138, Turkey;
| | - Dilber Uzun Ozsahin
- Operational Research Center in Healthcare, Near East University, TRNC Mersin 10, Nicosia 99138, Turkey;
- Medical Diagnostic Imaging Department, College of Health Sciences, University of Sharjah, Sharjah 27272, United Arab Emirates
| | - Tahir Yagdi
- Department of Cardiovascular Surgery, Faculty of Medicine, Ege University, Izmir 35100, Turkey
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Suero AG, Xie LX. Optimization of Left Ventricular Assist Device Support. Tex Heart Inst J 2023; 50:e238231. [PMID: 37622288 PMCID: PMC10660412 DOI: 10.14503/thij-23-8231] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/26/2023]
Affiliation(s)
| | - Lola X. Xie
- Department of Cardiology, Baylor College of Medicine, Houston, Texas
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Powell TR. Early Intraoperative Detection and Management of Right Ventricular Failure After Left Ventricular Assist Device Implantation. Tex Heart Inst J 2023; 50:e238169. [PMID: 37450655 PMCID: PMC10660638 DOI: 10.14503/thij-23-8169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/18/2023]
Affiliation(s)
- Thomas R Powell
- Department of Anesthesiology, Division of Cardiovascular Anesthesia and Critical Care Medicine, Baylor College of Medicine, Houston, Texas
- Department of Cardiovascular Anesthesiology, The Texas Heart Institute, Houston, Texas
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Optimal, Early Postoperative Management of Cardiac Transplant and Durable Left Ventricular Assist Recipients. Curr Cardiol Rep 2022; 24:2023-2029. [PMID: 36327054 DOI: 10.1007/s11886-022-01823-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 10/19/2022] [Indexed: 11/05/2022]
Abstract
PURPOSE OF REVIEW Summarize developments in the early postoperative care of patients undergoing cardiac transplantation or left ventricular assist device implantation. Provide a practical approach with personal insights to highly complex patients at risk for prolonged hospitalization. RECENT FINDINGS Advancements in technology allow for percutaneous mechanical circulatory support of both the right and left ventricles either isolated or combined via subclavian and neck vessels. Since the adult heart allocation system has been changed to reduce waitlist mortality, the use of temporary mechanical circulatory support has increased. This has influenced preoperative optimization by enabling ambulation and majorly changed postoperative strategy. New doors have been opened for a multidisciplinary approach to facilitate rapid weaning of inotropic medications, limitation of sedation, early liberation from mechanical ventilation, and mobilization. Individualized percutaneous mechanical circulatory support offers new possibilities for the early postoperative management of highly complex patients undergoing cardiac transplantation or durable left ventricular assist device implantation.
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Dimarakis I, Callan P, Khorsandi M, Pal JD, Bravo CA, Mahr C, Keenan JE. Pathophysiology and management of valvular disease in patients with destination left ventricular assist devices. Front Cardiovasc Med 2022; 9:1029825. [PMID: 36407458 PMCID: PMC9669306 DOI: 10.3389/fcvm.2022.1029825] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2022] [Accepted: 09/29/2022] [Indexed: 11/06/2022] Open
Abstract
Over the last two decades, implantable continuous flow left ventricular assist devices (LVAD) have proven to be invaluable tools for the management of selected advanced heart failure patients, improving patient longevity and quality of life. The presence of concomitant valvular pathology, including that involving the tricuspid, mitral, and aortic valve, has important implications relating to the decision to move forward with LVAD implantation. Furthermore, the presence of concomitant valvular pathology often influences the surgical strategy for LVAD implantation. Concomitant valve repair or replacement is not uncommonly required in such circumstances, which increases surgical complexity and has demonstrated prognostic implications both short and longer term following LVAD implantation. Beyond the index operation, it is also well established that certain valvular pathologies may develop or worsen over time following LVAD support. The presence of pre-existing valvular pathology or that which develops following LVAD implant is of particular importance to the destination therapy LVAD patient population. As these patients are not expected to have the opportunity for heart transplantation in the future, optimization of LVAD support including ameliorating valvular disease is critical for the maximization of patient longevity and quality of life. As collective experience has grown over time, the ability of clinicians to effectively address concomitant valvular pathology in LVAD patients has improved in the pre-implant, implant, and post-implant phase, through both medical management and procedural optimization. Nevertheless, there remains uncertainty over many facets of concomitant valvular pathology in advanced heart failure patients, and the understanding of how to best approach these conditions in the LVAD patient population continues to evolve. Herein, we present a comprehensive review of the current state of the field relating to the pathophysiology and management of valvular disease in destination LVAD patients.
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Affiliation(s)
- Ioannis Dimarakis
- Division of Cardiothoracic Surgery, Department of Surgery, University of Washington Medical Center, Seattle, WA, United States
- Department of Cardiothoracic Transplantation, Manchester University Hospital NHS Foundation Trust, Wythenshawe Hospital, Manchester, United Kingdom
| | - Paul Callan
- Department of Cardiothoracic Transplantation, Manchester University Hospital NHS Foundation Trust, Wythenshawe Hospital, Manchester, United Kingdom
| | - Maziar Khorsandi
- Division of Cardiothoracic Surgery, Department of Surgery, University of Washington Medical Center, Seattle, WA, United States
| | - Jay D. Pal
- Division of Cardiothoracic Surgery, Department of Surgery, University of Washington Medical Center, Seattle, WA, United States
| | - Claudio A. Bravo
- Division of Cardiology, Department of Medicine, University of Washington Medical Center, Seattle, WA, United States
| | - Claudius Mahr
- Division of Cardiology, Department of Medicine, University of Washington Medical Center, Seattle, WA, United States
| | - Jeffrey E. Keenan
- Division of Cardiothoracic Surgery, Department of Surgery, University of Washington Medical Center, Seattle, WA, United States
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