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Visker JR, Brintz BJ, Kyriakopoulos CP, Hillas Y, Taleb I, Badolia R, Shankar TS, Amrute JM, Ling J, Hamouche R, Tseliou E, Navankasattusas S, Wever-Pinzon O, Ducker GS, Holland WL, Summers SA, Koenig SC, Hanff TC, Lavine KJ, Murali S, Bailey S, Alharethi R, Selzman CH, Shah P, Slaughter MS, Kanwar MK, Drakos SG. Integrating molecular and clinical variables to predict myocardial recovery. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.04.16.589326. [PMID: 38659908 PMCID: PMC11042352 DOI: 10.1101/2024.04.16.589326] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/26/2024]
Abstract
Mechanical unloading and circulatory support with left ventricular assist devices (LVADs) mediate significant myocardial improvement in a subset of advanced heart failure (HF) patients. The clinical and biological phenomena associated with cardiac recovery are under intensive investigation. Left ventricular (LV) apical tissue, alongside clinical data, were collected from HF patients at the time of LVAD implantation (n=208). RNA was isolated and mRNA transcripts were identified through RNA sequencing and confirmed with RT-qPCR. To our knowledge this is the first study to combine transcriptomic and clinical data to derive predictors of myocardial recovery. We used a bioinformatic approach to integrate 59 clinical variables and 22,373 mRNA transcripts at the time of LVAD implantation for the prediction of post-LVAD myocardial recovery defined as LV ejection fraction (LVEF) ≥40% and LV end-diastolic diameter (LVEDD) ≤5.9cm, as well as functional and structural LV improvement independently by using LVEF and LVEDD as continuous variables, respectively. To substantiate the predicted variables, we used a multi-model approach with logistic and linear regressions. Combining RNA and clinical data resulted in a gradient boosted model with 80 features achieving an AUC of 0.731±0.15 for predicting myocardial recovery. Variables associated with myocardial recovery from a clinical standpoint included HF duration, pre-LVAD LVEF, LVEDD, and HF pharmacologic therapy, and LRRN4CL (ligand binding and programmed cell death) from a biological standpoint. Our findings could have diagnostic, prognostic, and therapeutic implications for advanced HF patients, and inform the care of the broader HF population.
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Liang LW, Ladanyi A, Kennel PJ, Axsom KM, Sayer GT, Takeda K, Sekulic M, Uriel N, Drakos S, Colombo PC, Yuzefpolskaya M. Myocardial Recovery With HeartMate 3 Left Ventricular Assist Device: An Attainable Goal That Needs Better Precision. ASAIO J 2024; 70:e65-e68. [PMID: 37963291 DOI: 10.1097/mat.0000000000002099] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2023] Open
Abstract
Despite advances in our understanding of myocardial recovery among left ventricular assist device (LVAD) patients, with 10-30% of patients achieving substantial myocardial improvement, the rates of LVAD support cessation remain extremely low (1-2%). These numbers are in stark contrast to clinical trial data where successful LVAD cessation is reported in up to 47% of patients. The majority of LVAD programs lack structured recovery programs and targeted protocols, likely underscoring the heterogeneity that exists among LVAD patients with myocardial recovery. This perspective summarizes the current medical and surgical challenges with respect to 1) identifying the appropriate candidates for LVAD cessation; 2) methods to wean LVAD support; 3) reviewing surgical techniques for cessation of current generation HeartMate 3 LVAD; and 4) approaching shared decision making for LVAD cessation between patients and providers given the uncertainties that remain in the field.
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Affiliation(s)
- Lusha W Liang
- From the Division of Cardiology, Department of Medicine, College of Physicians and Surgeons, Columbia University, New York, New York
| | - Annamaria Ladanyi
- From the Division of Cardiology, Department of Medicine, College of Physicians and Surgeons, Columbia University, New York, New York
| | - Peter J Kennel
- From the Division of Cardiology, Department of Medicine, College of Physicians and Surgeons, Columbia University, New York, New York
| | - Kelly M Axsom
- From the Division of Cardiology, Department of Medicine, College of Physicians and Surgeons, Columbia University, New York, New York
| | - Gabriel T Sayer
- From the Division of Cardiology, Department of Medicine, College of Physicians and Surgeons, Columbia University, New York, New York
| | - Koji Takeda
- Division of Thoracic and Cardiac Surgery, Department of Surgery, College of Physicians and Surgeons, Columbia University, New York, New York
| | - Miroslav Sekulic
- Department of Pathology and Cell Biology, College of Physicians and Surgeons, Columbia University, New York, New York
| | - Nir Uriel
- From the Division of Cardiology, Department of Medicine, College of Physicians and Surgeons, Columbia University, New York, New York
| | - Stavros Drakos
- Department of Medicine, Division of Cardiovascular Medicine & Nora Eccles Harrison Cardiovascular Research and Training Institute, University of Utah School of Medicine, Salt Lake City, Utah
| | - Paolo C Colombo
- From the Division of Cardiology, Department of Medicine, College of Physicians and Surgeons, Columbia University, New York, New York
| | - Melana Yuzefpolskaya
- From the Division of Cardiology, Department of Medicine, College of Physicians and Surgeons, Columbia University, New York, New York
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Tedford RJ, Leacche M, Lorts A, Drakos SG, Pagani FD, Cowger J. Durable Mechanical Circulatory Support: JACC Scientific Statement. J Am Coll Cardiol 2023; 82:1464-1481. [PMID: 37758441 DOI: 10.1016/j.jacc.2023.07.019] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/04/2023] [Revised: 06/01/2023] [Accepted: 07/12/2023] [Indexed: 10/03/2023]
Abstract
Despite advances in medical therapy for patients with stage C heart failure (HF), survival for patients with advanced HF is <20% at 5 years. Durable left ventricular assist device (dLVAD) support is an important treatment option for patients with advanced HF. Innovations in dLVAD technology have reduced the risk of several adverse events, including pump thrombosis, stroke, and bleeding. Average patient survival is now similar to that of heart transplantation at 2 years, with 5-year dLVAD survival now approaching 60%. Unfortunately, greater adoption of dLVAD therapy has not been realized due to delayed referral of patients to advanced HF centers, insufficient clinician knowledge of contemporary dLVAD outcomes (including gains in quality of life), and deprioritization of patients with dLVAD support waiting for heart transplantation. Despite these challenges, novel devices are on the horizon of clinical investigation, offering smaller size, permitting less invasive surgical implantation, and eliminating the percutaneous lead for power supply.
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Affiliation(s)
- Ryan J Tedford
- Medical University of South Carolina, Charleston, South Carolina, USA
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Chrysakis N, Xanthopoulos A, Magouliotis D, Starling RC, Drakos SG, Triposkiadis F, Skoularigis J. Myocardial Recovery. Diagnostics (Basel) 2023; 13:diagnostics13081504. [PMID: 37189604 DOI: 10.3390/diagnostics13081504] [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: 03/20/2023] [Revised: 04/11/2023] [Accepted: 04/17/2023] [Indexed: 05/17/2023] Open
Abstract
In this paper, the feasibility of myocardial recovery is analyzed through a literature review. First, the phenomena of remodeling and reverse remodeling are analyzed, approached through the physics of elastic bodies, and the terms myocardial depression and myocardial recovery are defined. Continuing, potential biochemical, molecular, and imaging markers of myocardial recovery are reviewed. Then, the work focuses on therapeutic techniques that can facilitate the reverse remodeling of the myocardium. Left ventricular assist device (LVAD) systems are one of the main ways to promote cardiac recovery. The changes that take place in cardiac hypertrophy, extracellular matrix, cell populations and their structural elements, β-receptors, energetics, and several biological processes, are reviewed. The attempt to wean the patients who experienced cardiac recovery from cardiac assist device systems is also discussed. The characteristics of the patients who will benefit from LVAD are presented and the heterogeneity of the studies performed in terms of patient populations included, diagnostic tests performed, and their results are addressed. The experience with cardiac resynchronization therapy (CRT) as another way to promote reverse remodeling is also reviewed. Myocardial recovery is a phenomenon that presents with a continuous spectrum of phenotypes. There is a need for algorithms to screen suitable patients who may benefit and identify specific ways to enhance this phenomenon in order to help combat the heart failure epidemic.
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Affiliation(s)
- Nikolaos Chrysakis
- Department of Cardiology, University Hospital of Larissa, 41110 Larissa, Greece
| | - Andrew Xanthopoulos
- Department of Cardiology, University Hospital of Larissa, 41110 Larissa, Greece
| | - Dimitrios Magouliotis
- Unit of Quality Improvement, Department of Cardiothoracic Surgery, University of Thessaly, Biopolis, 41110 Larissa, Greece
| | - Randall C Starling
- Department of Cardiovascular Medicine, Heart, Vascular, and Thoracic Institute, Cleveland Clinic, Cleveland, OH 44195, USA
| | - Stavros G Drakos
- Division of Cardiovascular Medicine, Nora Eccles Harrison Cardiovascular Research and Training Institute, University of Utah Health, Salt Lake City, UT 84132, USA
| | - Filippos Triposkiadis
- Department of Cardiology, University Hospital of Larissa, 41110 Larissa, Greece
- School of Medicine, European University Cyprus, Nicosia 2404, Cyprus
| | - John Skoularigis
- Department of Cardiology, University Hospital of Larissa, 41110 Larissa, Greece
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LVAD as a Bridge to Remission from Advanced Heart Failure: Current Data and Opportunities for Improvement. J Clin Med 2022; 11:jcm11123542. [PMID: 35743611 PMCID: PMC9225013 DOI: 10.3390/jcm11123542] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/17/2022] [Revised: 06/16/2022] [Accepted: 06/16/2022] [Indexed: 02/04/2023] Open
Abstract
Left ventricular assist devices (LVADs) are an established treatment modality for advanced heart failure (HF). It has been shown that through volume and pressure unloading they can lead to significant functional and structural cardiac improvement, allowing LVAD support withdrawal in a subset of patients. In the first part of this review, we discuss the historical background, current evidence on the incidence and assessment of LVAD-mediated cardiac recovery, and out-comes including quality of life after LVAD support withdrawal. In the second part, we discuss current and future opportunities to promote LVAD-mediated reverse remodeling and improve our pathophysiological understanding of HF and recovery for the benefit of the greater HF population.
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