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van der Heide MYC, Verstraelen TE, van Lint FHM, Bosman LP, de Brouwer R, Proost VM, van Drie E, Taha K, Zwinderman AH, Dickhoff C, Schoonderwoerd BA, Germans T, Houweling AC, Gimeno-Blanes JR, van der Zwaag PA, de Boer RA, Cox MGPJ, van Tintelen JP, Wilde AAM. Long-term reliability of the phospholamban (PLN) p.(Arg14del) risk model in predicting major ventricular arrhythmia: a landmark study. Europace 2024; 26:euae069. [PMID: 38558121 PMCID: PMC10983074 DOI: 10.1093/europace/euae069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/11/2023] [Accepted: 02/27/2024] [Indexed: 04/04/2024] Open
Abstract
AIMS Recently, a genetic variant-specific prediction model for phospholamban (PLN) p.(Arg14del)-positive individuals was developed to predict individual major ventricular arrhythmia (VA) risk to support decision-making for primary prevention implantable cardioverter defibrillator (ICD) implantation. This model predicts major VA risk from baseline data, but iterative evaluation of major VA risk may be warranted considering that the risk factors for major VA are progressive. Our aim is to evaluate the diagnostic performance of the PLN p.(Arg14del) risk model at 3-year follow-up. METHODS AND RESULTS We performed a landmark analysis 3 years after presentation and selected only patients with no prior major VA. Data were collected of 268 PLN p.(Arg14del)-positive subjects, aged 43.5 ± 16.3 years, 38.9% male. After the 3 years landmark, subjects had a mean follow-up of 4.0 years (± 3.5 years) and 28 (10%) subjects experienced major VA with an annual event rate of 2.6% [95% confidence interval (CI) 1.6-3.6], defined as sustained VA, appropriate ICD intervention, or (aborted) sudden cardiac death. The PLN p.(Arg14del) risk score yielded good discrimination in the 3 years landmark cohort with a C-statistic of 0.83 (95% CI 0.79-0.87) and calibration slope of 0.97. CONCLUSION The PLN p.(Arg14del) risk model has sustained good model performance up to 3 years follow-up in PLN p.(Arg14del)-positive subjects with no history of major VA. It may therefore be used to support decision-making for primary prevention ICD implantation not merely at presentation but also up to at least 3 years of follow-up.
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Affiliation(s)
- Myrthe Y C van der Heide
- Department of Cardiology, Heart Center, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, Netherlands
| | - Tom E Verstraelen
- Department of Cardiology, Heart Center, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, Netherlands
| | - Freyja H M van Lint
- Department of Human Genetics, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, Netherlands
- Department of Genetics, University Medical Center Utrecht, Utrecht University, Heidelberglaan 100, 3584 CX Utrecht, Netherlands
| | - Laurens P Bosman
- Division Heart and Lungs, Department of Cardiology, University Medical Center Utrecht, University of Utrecht, Heidelberglaan 100, 3584 CX Utrecht, Netherlands
| | - Remco de Brouwer
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9713 GZ Groningen, Netherlands
| | - Virginnio M Proost
- Department of Cardiology, Heart Center, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, Netherlands
| | - Esmée van Drie
- Department of Genetics, University Medical Center Utrecht, Utrecht University, Heidelberglaan 100, 3584 CX Utrecht, Netherlands
| | - Karim Taha
- Division Heart and Lungs, Department of Cardiology, University Medical Center Utrecht, University of Utrecht, Heidelberglaan 100, 3584 CX Utrecht, Netherlands
| | - Aeilko H Zwinderman
- Department of Clinical Epidemiology and Biostatistics, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, Netherlands
| | - Cathelijne Dickhoff
- Department of Cardiology, Dijklander Ziekenhuis Hoorn, Maelsonstraat 3, 1624 NP Hoorn, Netherlands
| | - Bas A Schoonderwoerd
- Department of Cardiology, Medical Center Leeuwarden, Henri Dunantweg 2, 8934 AD Leeuwarden, Netherlands
| | - Tjeerd Germans
- Department of Cardiology, Noordwest Ziekenhuisgroep, Wilhelminalaan 12, 1815 JD Alkmaar, Netherlands
| | - Arjan C Houweling
- Department of Human Genetics, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, Netherlands
| | - Juan R Gimeno-Blanes
- Department of Cardiology, Virgen de Arrixaca Hospital, Ctra, Murcia-Cartagena, s/n, El Palmar, 30120 Murcia, Spain
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart (ERN GUARDHEART)
| | - Paul A van der Zwaag
- Department of Clinical Genetics, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9713 GZ Groningen, Netherlands
| | - Rudolf A de Boer
- Department of Cardiology, Erasmus Medical Center, University of Erasmus Rotterdam, Doctor Molewaterplein 40, 3015 GD Rotterdam, Netherlands
| | - Moniek G P J Cox
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Hanzeplein 1, 9713 GZ Groningen, Netherlands
| | - J Peter van Tintelen
- Department of Genetics, University Medical Center Utrecht, Utrecht University, Heidelberglaan 100, 3584 CX Utrecht, Netherlands
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart (ERN GUARDHEART)
| | - Arthur A M Wilde
- Department of Cardiology, Heart Center, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ Amsterdam, Netherlands
- European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart (ERN GUARDHEART)
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2
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van de Leur RR, de Brouwer R, Bleijendaal H, Verstraelen TE, Mahmoud B, Perez-Matos A, Dickhoff C, Schoonderwoerd BA, Germans T, Houweling A, van der Zwaag PA, Cox MGPJ, Peter van Tintelen J, Te Riele ASJM, van den Berg MP, Wilde AAM, Doevendans PA, de Boer RA, van Es R. ECG-only explainable deep learning algorithm predicts the risk for malignant ventricular arrhythmia in phospholamban cardiomyopathy. Heart Rhythm 2024:S1547-5271(24)00210-8. [PMID: 38403235 DOI: 10.1016/j.hrthm.2024.02.038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 02/15/2024] [Accepted: 02/15/2024] [Indexed: 02/27/2024]
Abstract
BACKGROUND Phospholamban (PLN) p.(Arg14del) variant carriers are at risk for development of malignant ventricular arrhythmia (MVA). Accurate risk stratification allows timely implantation of intracardiac defibrillators and is currently performed with a multimodality prediction model. OBJECTIVE This study aimed to investigate whether an explainable deep learning-based approach allows risk prediction with only electrocardiogram (ECG) data. METHODS A total of 679 PLN p.(Arg14del) carriers without MVA at baseline were identified. A deep learning-based variational auto-encoder, trained on 1.1 million ECGs, was used to convert the 12-lead baseline ECG into its FactorECG, a compressed version of the ECG that summarizes it into 32 explainable factors. Prediction models were developed by Cox regression. RESULTS The deep learning-based ECG-only approach was able to predict MVA with a C statistic of 0.79 (95% CI, 0.76-0.83), comparable to the current prediction model (C statistic, 0.83 [95% CI, 0.79-0.88]; P = .054) and outperforming a model based on conventional ECG parameters (low-voltage ECG and negative T waves; C statistic, 0.65 [95% CI, 0.58-0.73]; P < .001). Clinical simulations showed that a 2-step approach, with ECG-only screening followed by a full workup, resulted in 60% less additional diagnostics while outperforming the multimodal prediction model in all patients. A visualization tool was created to provide interactive visualizations (https://pln.ecgx.ai). CONCLUSION Our deep learning-based algorithm based on ECG data only accurately predicts the occurrence of MVA in PLN p.(Arg14del) carriers, enabling more efficient stratification of patients who need additional diagnostic testing and follow-up.
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Affiliation(s)
- Rutger R van de Leur
- Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands.
| | - Remco de Brouwer
- Department of Cardiology, University Medical Center Groningen, Groningen, The Netherlands
| | - Hidde Bleijendaal
- Department of Cardiology, Amsterdam UMC location University of Amsterdam, Amsterdam, The Netherlands; European Reference Network for Rare, Low-Prevalence, or Complex Diseases of the Heart (ERN GUARD-Heart); Department of Clinical Epidemiology, Biostatistics and Bioinformatics, Amsterdam University Medical Center, University of Amsterdam, Amsterdam, The Netherlands
| | - Tom E Verstraelen
- Department of Cardiology, Amsterdam UMC location University of Amsterdam, Amsterdam, The Netherlands; European Reference Network for Rare, Low-Prevalence, or Complex Diseases of the Heart (ERN GUARD-Heart)
| | - Belend Mahmoud
- Department of Cardiology, University Medical Center Groningen, Groningen, The Netherlands
| | - Ana Perez-Matos
- Department of Cardiology, St Antonius Hospital, Sneek, The Netherlands
| | | | - Bas A Schoonderwoerd
- Department of Cardiology, Medical Centre Leeuwarden, Leeuwarden, The Netherlands
| | - Tjeerd Germans
- Department of Cardiology, Noordwest Hospital Group, Alkmaar, The Netherlands
| | - Arjan Houweling
- Department of Human Genetics, Amsterdam University Medical Center, Amsterdam, The Netherlands
| | - Paul A van der Zwaag
- Department of Genetics, University Medical Center Groningen, Groningen, The Netherlands
| | - Moniek G P J Cox
- Department of Cardiology, University Medical Center Groningen, Groningen, The Netherlands
| | - J Peter van Tintelen
- European Reference Network for Rare, Low-Prevalence, or Complex Diseases of the Heart (ERN GUARD-Heart); Department of Genetics, University Medical Center Utrecht, Utrecht, The Netherlands
| | | | - Maarten P van den Berg
- Department of Cardiology, University Medical Center Groningen, Groningen, The Netherlands
| | - Arthur A M Wilde
- Department of Cardiology, Amsterdam UMC location University of Amsterdam, Amsterdam, The Netherlands; European Reference Network for Rare, Low-Prevalence, or Complex Diseases of the Heart (ERN GUARD-Heart)
| | - Pieter A Doevendans
- Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands; European Reference Network for Rare, Low-Prevalence, or Complex Diseases of the Heart (ERN GUARD-Heart); Netherlands Heart Institute, Utrecht, The Netherlands; Central Military Hospital, Utrecht, The Netherlands
| | - Rudolf A de Boer
- Department of Cardiology, University Medical Center Groningen, Groningen, The Netherlands; Department of Cardiology, Erasmus Medical Center, Rotterdam, The Netherlands
| | - René van Es
- Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands
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3
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Jansen M, de Brouwer R, Hassanzada F, Schoemaker AE, Schmidt AF, Kooijman-Reumerman MD, Bracun V, Slieker MG, Dooijes D, Vermeer AMC, Wilde AAM, Amin AS, Lekanne Deprez RH, Herkert JC, Christiaans I, de Boer RA, Jongbloed JDH, van Tintelen JP, Asselbergs FW, Baas AF. Penetrance and Prognosis of MYH7 Variant-Associated Cardiomyopathies: Results From a Dutch Multicenter Cohort Study. JACC Heart Fail 2024; 12:134-147. [PMID: 37565978 DOI: 10.1016/j.jchf.2023.07.007] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/06/2022] [Revised: 07/07/2023] [Accepted: 07/11/2023] [Indexed: 08/12/2023]
Abstract
BACKGROUND MYH7 variants cause hypertrophic cardiomyopathy (HCM), noncompaction cardiomyopathy (NCCM), and dilated cardiomyopathy (DCM). Screening of relatives of patients with genetic cardiomyopathy is recommended from 10 to 12 years of age onward, irrespective of the affected gene. OBJECTIVES This study sought to study the penetrance and prognosis of MYH7 variant-associated cardiomyopathies. METHODS In this multicenter cohort study, penetrance and major cardiomyopathy-related events (MCEs) were assessed in carriers of (likely) pathogenic MYH7 variants by using Kaplan-Meier curves and log-rank tests. Prognostic factors were evaluated using Cox regression with time-dependent coefficients. RESULTS In total, 581 subjects (30.1% index patients, 48.4% male, median age 37.0 years [IQR: 19.5-50.2 years]) were included. HCM was diagnosed in 226 subjects, NCCM in 70, and DCM in 55. Early penetrance and MCEs (age <12 years) were common among NCCM-associated variant carriers (21.2% and 12.0%, respectively) and DCM-associated variant carriers (15.3% and 10.0%, respectively), compared with HCM-associated variant carriers (2.9% and 2.1%, respectively). Penetrance was significantly increased in carriers of converter region variants (adjusted HR: 1.87; 95% CI: 1.15-3.04; P = 0.012) and at age ≤1 year in NCCM-associated or DCM-associated variant carriers (adjusted HR: 21.17; 95% CI: 4.81-93.20; P < 0.001) and subjects with a family history of early MCEs (adjusted HR: 2.45; 95% CI: 1.09-5.50; P = 0.030). The risk of MCE was increased in subjects with a family history of early MCEs (adjusted HR: 1.82; 95% CI: 1.15-2.87; P = 0.010) and at age ≤5 years in NCCM-associated or DCM-associated variant carriers (adjusted HR: 38.82; 95% CI: 5.16-291.88; P < 0.001). CONCLUSIONS MYH7 variants can cause cardiomyopathies and MCEs at a young age. Screening at younger ages may be warranted, particularly in carriers of NCCM- or DCM-associated variants and/or with a family history of MCEs at <12 years.
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Affiliation(s)
- Mark Jansen
- Department of Genetics, University Medical Centre Utrecht, Utrecht University, Utrecht, the Netherlands; Department of Cardiology, University Medical Centre Utrecht, Utrecht University, Utrecht, the Netherlands; Netherlands Heart Institute, Utrecht, the Netherlands; European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart).
| | - Remco de Brouwer
- Netherlands Heart Institute, Utrecht, the Netherlands; Department of Cardiology, University Medical Centre Groningen, University of Groningen, Groningen, the Netherlands
| | - Fahima Hassanzada
- Department of Genetics, University Medical Centre Utrecht, Utrecht University, Utrecht, the Netherlands; European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart)
| | - Angela E Schoemaker
- Department of Genetics, University Medical Centre Utrecht, Utrecht University, Utrecht, the Netherlands; European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart)
| | - Amand F Schmidt
- Department of Cardiology, University Medical Centre Utrecht, Utrecht University, Utrecht, the Netherlands; European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart); Institute of Cardiovascular Science, Faculty of Population Health Sciences, University College London, London, United Kingdom; Department of Cardiology, University Medical Centre Amsterdam, University of Amsterdam, Amsterdam, the Netherlands; Amsterdam Cardiovascular Sciences, Heart Failure and Arrhythmias, University Medical Centre Amsterdam, Amsterdam, the Netherlands
| | - Maria D Kooijman-Reumerman
- Department of Genetics, University Medical Centre Utrecht, Utrecht University, Utrecht, the Netherlands; European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart)
| | - Valentina Bracun
- Department of Cardiology, University Medical Centre Groningen, University of Groningen, Groningen, the Netherlands
| | - Martijn G Slieker
- European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart); Department of Pediatric Cardiology, University Medical Centre Utrecht, Utrecht University, the Netherlands
| | - Dennis Dooijes
- Department of Genetics, University Medical Centre Utrecht, Utrecht University, Utrecht, the Netherlands; European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart)
| | - Alexa M C Vermeer
- European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart); Department of Human Genetics, University Medical Centre Amsterdam Amsterdam, University of Amsterdam, Amsterdam, the Netherlands
| | - Arthur A M Wilde
- European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart); Department of Cardiology, University Medical Centre Amsterdam, University of Amsterdam, Amsterdam, the Netherlands; Amsterdam Cardiovascular Sciences, Heart Failure and Arrhythmias, University Medical Centre Amsterdam, Amsterdam, the Netherlands
| | - Ahmad S Amin
- European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart); Department of Cardiology, University Medical Centre Amsterdam, University of Amsterdam, Amsterdam, the Netherlands; Amsterdam Cardiovascular Sciences, Heart Failure and Arrhythmias, University Medical Centre Amsterdam, Amsterdam, the Netherlands
| | - Ronald H Lekanne Deprez
- European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart); Department of Human Genetics, University Medical Centre Amsterdam Amsterdam, University of Amsterdam, Amsterdam, the Netherlands
| | - Johanna C Herkert
- Department of Genetics, University Medical Centre Groningen, University of Groningen, Groningen, the Netherlands
| | - Imke Christiaans
- Department of Genetics, University Medical Centre Groningen, University of Groningen, Groningen, the Netherlands
| | - Rudolf A de Boer
- European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart); Department of Cardiology, University Medical Centre Groningen, University of Groningen, Groningen, the Netherlands; Department of Cardiology, Thorax Center, Erasmus University Medical Center, Erasmus University Rotterdam, Rotterdam, the Netherlands
| | - Jan D H Jongbloed
- Department of Genetics, University Medical Centre Groningen, University of Groningen, Groningen, the Netherlands
| | - J Peter van Tintelen
- Department of Genetics, University Medical Centre Utrecht, Utrecht University, Utrecht, the Netherlands; Netherlands Heart Institute, Utrecht, the Netherlands; European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart)
| | - Folkert W Asselbergs
- Department of Cardiology, University Medical Centre Utrecht, Utrecht University, Utrecht, the Netherlands; European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart); Institute of Cardiovascular Science, Faculty of Population Health Sciences, University College London, London, United Kingdom; Department of Cardiology, University Medical Centre Amsterdam, University of Amsterdam, Amsterdam, the Netherlands; Amsterdam Cardiovascular Sciences, Heart Failure and Arrhythmias, University Medical Centre Amsterdam, Amsterdam, the Netherlands; Health Data Research UK and Institute of Health Informatics, University College London, London, United Kingdom
| | - Annette F Baas
- Department of Genetics, University Medical Centre Utrecht, Utrecht University, Utrecht, the Netherlands; European Reference Network for Rare, Low Prevalence and Complex Diseases of the Heart (ERN GUARD-Heart)
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Lopera-Maya EA, Li S, de Brouwer R, Nolte IM, van Breen J, Jongbloed JDH, Swertz MA, Snieder H, Franke L, Wijmenga C, de Boer RA, Deelen P, van der Zwaag PA, Sanna S. Phenotypic and Genetic Factors Associated with Absence of Cardiomyopathy Symptoms in PLN:c.40_42delAGA Carriers. J Cardiovasc Transl Res 2023; 16:1251-1266. [PMID: 36622581 PMCID: PMC10721704 DOI: 10.1007/s12265-022-10347-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/04/2022] [Accepted: 12/14/2022] [Indexed: 01/10/2023]
Abstract
The c.40_42delAGA variant in the phospholamban gene (PLN) has been associated with dilated and arrhythmogenic cardiomyopathy, with up to 70% of carriers experiencing a major cardiac event by age 70. However, there are carriers who remain asymptomatic at older ages. To understand the mechanisms behind this incomplete penetrance, we evaluated potential phenotypic and genetic modifiers in 74 PLN:c.40_42delAGA carriers identified in 36,339 participants of the Lifelines population cohort. Asymptomatic carriers (N = 48) showed shorter QRS duration (- 5.73 ms, q value = 0.001) compared to asymptomatic non-carriers, an effect we could replicate in two different independent cohorts. Furthermore, symptomatic carriers showed a higher correlation (rPearson = 0.17) between polygenic predisposition to higher QRS (PGSQRS) and QRS (p value = 1.98 × 10-8), suggesting that the effect of the genetic variation on cardiac rhythm might be increased in symptomatic carriers. Our results allow for improved clinical interpretation for asymptomatic carriers, while our approach could guide future studies on genetic diseases with incomplete penetrance.
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Affiliation(s)
- Esteban A Lopera-Maya
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Shuang Li
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Remco de Brouwer
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Ilja M Nolte
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Justin van Breen
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Jan D H Jongbloed
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Morris A Swertz
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
- Genomics Coordination Center, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Harold Snieder
- Department of Epidemiology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Lude Franke
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Cisca Wijmenga
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Rudolf A de Boer
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Patrick Deelen
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
- Oncode Institute, Utrecht, Netherlands
| | - Paul A van der Zwaag
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, Netherlands.
| | - Serena Sanna
- Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, Netherlands.
- Institute for Genetic and Biomedical Research (IRGB), National Research Council (CNR), Cagliari, Italy.
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5
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Taha K, van de Leur RR, Vessies M, Mast TP, Cramer MJ, Cauwenberghs N, Verstraelen TE, de Brouwer R, Doevendans PA, Wilde A, Asselbergs FW, van den Berg MP, D'hooge J, Kuznetsova T, Teske AJ, van Es R. Deep neural network-based clustering of deformation curves reveals novel disease features in PLN pathogenic variant carriers. Int J Cardiovasc Imaging 2023; 39:2149-2161. [PMID: 37566298 PMCID: PMC10673970 DOI: 10.1007/s10554-023-02924-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/01/2022] [Accepted: 07/24/2023] [Indexed: 08/12/2023]
Abstract
Echocardiographic deformation curves provide detailed information on myocardial function. Deep neural networks (DNNs) may enable automated detection of disease features in deformation curves, and improve the clinical assessment of these curves. We aimed to investigate whether an explainable DNN-based pipeline can be used to detect and visualize disease features in echocardiographic deformation curves of phospholamban (PLN) p.Arg14del variant carriers. A DNN was trained to discriminate PLN variant carriers (n = 278) from control subjects (n = 621) using raw deformation curves obtained by 2D-speckle tracking in the longitudinal axis. A visualization technique was used to identify the parts of these curves that were used by the DNN for classification. The PLN variant carriers were clustered according to the output of the visualization technique. The DNN showed excellent discriminatory performance (C-statistic 0.93 [95% CI 0.87-0.97]). We identified four clusters with PLN-associated disease features in the deformation curves. Two clusters showed previously described features: apical post-systolic shortening and reduced systolic strain. The two other clusters revealed novel features, both reflecting delayed relaxation. Additionally, a fifth cluster was identified containing variant carriers without disease features in the deformation curves, who were classified as controls by the DNN. This latter cluster had a very benign disease course regarding development of ventricular arrhythmias. Applying an explainable DNN-based pipeline to myocardial deformation curves enables automated detection and visualization of disease features. In PLN variant carriers, we discovered novel disease features which may improve individual risk stratification. Applying this approach to other diseases will further expand our knowledge on disease-specific deformation patterns. Overview of the deep neural network-based pipeline for feature detection in myocardial deformation curves. Firstly, phospholamban (PLN) p.Arg14del variant carriers and controls were selected and a deep neural network (DNN) was trained to detect the PLN variant carriers. Subsequently, a clustering-based approach was performed on the attention maps of the DNN, which revealed 4 distinct phenotypes of PLN variant carriers with different prognoses. Moreover, a cluster without features and a benign prognosis was detected.
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Affiliation(s)
- Karim Taha
- Department of Cardiology, University Medical Center Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, The Netherlands
- Netherlands Heart Institute, Utrecht, The Netherlands
| | - Rutger R van de Leur
- Department of Cardiology, University Medical Center Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, The Netherlands
- Netherlands Heart Institute, Utrecht, The Netherlands
| | - Melle Vessies
- Department of Cardiology, University Medical Center Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, The Netherlands
- Informatics Institute, University of Amsterdam, Amsterdam, The Netherlands
| | - Thomas P Mast
- Department of Cardiology, Catharina Ziekenhuis, Eindhoven, The Netherlands
| | - Maarten J Cramer
- Department of Cardiology, University Medical Center Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, The Netherlands
| | - Nicholas Cauwenberghs
- Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Leuven, Belgium
| | - Tom E Verstraelen
- Heart Center, Department of Cardiology, Amsterdam University Medical Center, Location Academic Medical Center, Amsterdam, The Netherlands
| | - Remco de Brouwer
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Pieter A Doevendans
- Department of Cardiology, University Medical Center Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, The Netherlands
- Netherlands Heart Institute, Utrecht, The Netherlands
- Central Military Hospital, Utrecht, The Netherlands
| | - Arthur Wilde
- Heart Center, Department of Cardiology, Amsterdam University Medical Center, Location Academic Medical Center, Amsterdam, The Netherlands
| | - Folkert W Asselbergs
- Heart Center, Department of Cardiology, Amsterdam University Medical Center, Location Academic Medical Center, Amsterdam, The Netherlands
- Health Data Research United Kingdom and Institute of Health Informatics, University College London, London, UK
| | - Maarten P van den Berg
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, the Netherlands
| | - Jan D'hooge
- Laboratory on Cardiovascular Imaging and Dynamics, KU Leuven, Leuven, Belgium
| | - Tatiana Kuznetsova
- Research Unit Hypertension and Cardiovascular Epidemiology, KU Leuven Department of Cardiovascular Sciences, University of Leuven, Leuven, Belgium
| | - Arco J Teske
- Department of Cardiology, University Medical Center Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, The Netherlands
| | - René van Es
- Department of Cardiology, University Medical Center Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, The Netherlands.
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de Brouwer R, te Rijdt WP, Hoorntje ET, Amin A, Asselbergs FW, Cox MGPJ, van der Heijden JF, Hillege H, Karper JC, Mahmoud B, van der Meer P, Oomen A, te Riele ASJM, Silljé HHW, Tan HL, van Tintelen JP, van Veldhuisen DJ, Westenbrink BD, Wiesfeld ACP, Willems TP, van der Zwaag PA, Wilde AAM, de Boer RA, van den Berg MP. A randomized controlled trial of eplerenone in asymptomatic phospholamban p.Arg14del carriers. Eur Heart J 2023; 44:4284-4287. [PMID: 37210081 PMCID: PMC10590125 DOI: 10.1093/eurheartj/ehad292] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 05/22/2023] Open
Affiliation(s)
- Remco de Brouwer
- Department of Cardiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
- Netherlands Heart Institute, Utrecht, the Netherlands
| | - Wouter P te Rijdt
- Department of Cardiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
- Netherlands Heart Institute, Utrecht, the Netherlands
- Department of Genetics, Erasmus University Medical Centre, Rotterdam, the Netherlands
| | - Edgar T Hoorntje
- Netherlands Heart Institute, Utrecht, the Netherlands
- Department of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Ahmad Amin
- Department of Cardiology, Amsterdam UMC location University of Amsterdam, Amsterdam, the Netherlands
- Amsterdam Cardiovascular Sciences, Heart Failure and Arrhythmias, Amsterdam, the Netherlands
| | - Folkert W Asselbergs
- Department of Cardiology, Amsterdam UMC location University of Amsterdam, Amsterdam, the Netherlands
- Amsterdam Cardiovascular Sciences, Heart Failure and Arrhythmias, Amsterdam, the Netherlands
- Department of Cardiology, Division Heart & Lungs, Utrecht University Medical Centre, Utrecht, the Netherlands
- Institute of Cardiovascular Science and Institute of Health Informatics, Faculty of Population Health Sciences, University College London, London, UK
| | - Moniek G P J Cox
- Department of Cardiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Jeroen F van der Heijden
- Department of Cardiology, Division Heart & Lungs, Utrecht University Medical Centre, Utrecht, the Netherlands
- Department of Cardiology, Haga Teaching Hospital, The Hague, the Netherlands
| | - Hans Hillege
- Department of Cardiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Jacco C Karper
- Department of Cardiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Belend Mahmoud
- Department of Cardiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Peter van der Meer
- Department of Cardiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Anton Oomen
- Department of Cardiology, Antonius Hospital, Sneek, the Netherlands
| | - Anneline S J M te Riele
- Department of Cardiology, Division Heart & Lungs, Utrecht University Medical Centre, Utrecht, the Netherlands
| | - Herman H W Silljé
- Department of Cardiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Hanno L Tan
- Netherlands Heart Institute, Utrecht, the Netherlands
- Department of Cardiology, Amsterdam UMC location University of Amsterdam, Amsterdam, the Netherlands
- Amsterdam Cardiovascular Sciences, Heart Failure and Arrhythmias, Amsterdam, the Netherlands
| | - Jan Peter van Tintelen
- Netherlands Heart Institute, Utrecht, the Netherlands
- Department of Genetics, University of Utrecht, Utrecht University Medical Centre, Utrecht, the Netherlands
| | - Dirk J van Veldhuisen
- Department of Cardiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Berend Daan Westenbrink
- Department of Cardiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Ans C P Wiesfeld
- Department of Cardiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Tineke P Willems
- Department of Radiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Paul A van der Zwaag
- Department of Genetics, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
| | - Arthur A M Wilde
- Department of Cardiology, Amsterdam UMC location University of Amsterdam, Amsterdam, the Netherlands
- Amsterdam Cardiovascular Sciences, Heart Failure and Arrhythmias, Amsterdam, the Netherlands
| | - Rudolf A de Boer
- Department of Cardiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
- Department of Cardiology, Erasmus University Medical Centre, P.O. Box 2040, 3000 CA Rotterdam, the Netherlands
| | - Maarten P van den Berg
- Department of Cardiology, University of Groningen, University Medical Centre Groningen, Groningen, the Netherlands
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van der Voorn SM, Bourfiss M, te Riele ASJM, Taha K, Vos MA, de Brouwer R, Verstraelen TE, de Boer RA, Remme CA, van Veen TAB. Exploring the Correlation Between Fibrosis Biomarkers and Clinical Disease Severity in PLN p.Arg14del Patients. Front Cardiovasc Med 2022; 8:802998. [PMID: 35097021 PMCID: PMC8793805 DOI: 10.3389/fcvm.2021.802998] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2021] [Accepted: 12/20/2021] [Indexed: 11/13/2022] Open
Abstract
Background: Pathogenic variants in phospholamban (PLN, like p. Arg14del), are found in patients diagnosed with arrhythmogenic (ACM) and dilated cardiomyopathy (DCM). Fibrosis formation in the heart is one of the hallmarks in PLN p.Arg14del carriers. During collagen synthesis and breakdown, propeptides are released into the circulation, such as procollagen type I carboxy-terminal propeptide (PICP) and C-terminal telopeptide collagen type I (ICTP).Aim: To investigate if PICP/ICTP levels in blood are correlative biomarkers for clinical disease severity and outcome in PLN p.Arg14del variant carriers.Methods: Serum and EDTA blood samples were collected from 72 PLN p.Arg14del carriers (age 50.5 years, 63% female) diagnosed with ACM (n = 12), DCM (n = 14), and preclinical variant carriers (n = 46). PICP levels were measured with an enzyme-linked immune sorbent assay and ICTP with a radio immuno-assay. Increased PICP/ICTP ratios suggest a higher collagen deposition. Clinical data including electrocardiographic, and imaging results were adjudicated from medical records.Results: No correlation between PICP/ICTP ratios and late gadolinium enhancement (LGE) was found. Moderate correlations were found between the PICP/ICTP ratio and end-diastolic/systolic volume (both rs = 0.40, n = 23, p = 0.06). PICP/ICTP ratio was significantly higher in patients with T wave inversion (TWI), especially in leads V4–V6, II, III, and aVF (p < 0.022) and in patients with premature ventricular contractions (PVCs) during an exercise tolerance test (p = 0.007).Conclusion: High PICP/ICTP ratios correlated with clinical parameters, such as TWI and PVCs. Given the limited size and heterogeneity of the patient group, additional studies are required to substantiate the incremental prognostic value of these fibrosis biomarkers in PLN p.Arg14del patients.
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Affiliation(s)
- Stephanie M. van der Voorn
- Division Heart and Lungs, Department of Medical Physiology, University Medical Center Utrecht, Utrecht, Netherlands
| | - Mimount Bourfiss
- Division Heart and Lungs, Department of Cardiology, University Medical Center Utrecht, Utrecht, Netherlands
| | - Anneline S. J. M. te Riele
- Division Heart and Lungs, Department of Cardiology, University Medical Center Utrecht, Utrecht, Netherlands
| | - Karim Taha
- Division Heart and Lungs, Department of Cardiology, University Medical Center Utrecht, Utrecht, Netherlands
| | - Marc A. Vos
- Division Heart and Lungs, Department of Medical Physiology, University Medical Center Utrecht, Utrecht, Netherlands
| | - Remco de Brouwer
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Tom E. Verstraelen
- Heart Center, Department of Cardiology, Amsterdam University Medical Center, Location Academic Medical Center, Amsterdam, Netherlands
| | - Rudolf A. de Boer
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, Netherlands
| | - Carol Ann Remme
- Department of Clinical and Experimental Cardiology, Heart Centre, Amsterdam Univeristy Medical Center, Location Academic Medical Center, University of Amsterdam, Amsterdam, Netherlands
| | - Toon A. B. van Veen
- Division Heart and Lungs, Department of Medical Physiology, University Medical Center Utrecht, Utrecht, Netherlands
- *Correspondence: Toon A. B. van Veen
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8
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de Brouwer R, Meems LMG, Verstraelen TE, Mahmoud B, Proost V, Wilde AAM, Bosman LP, van Drie E, van der Zwaag PA, van Tintelen JP, Houweling AC, van den Berg MP, de Boer RA. Sex-specific aspects of phospholamban cardiomyopathy: The importance and prognostic value of low-voltage electrocardiograms. Heart Rhythm 2021; 19:427-434. [PMID: 34767988 DOI: 10.1016/j.hrthm.2021.11.009] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Revised: 11/02/2021] [Accepted: 11/04/2021] [Indexed: 11/20/2022]
Abstract
BACKGROUND A pathogenic variant in the gene encoding phospholamban (PLN), a protein that regulates calcium homeostasis of cardiomyocytes, causes PLN cardiomyopathy. It is characterized by a high arrhythmic burden and can progress to severe cardiomyopathy. Risk assessment guides implantable cardioverter-defibrillator therapy and benefits from personalization. Whether sex-specific differences in PLN cardiomyopathy exist is unknown. OBJECTIVE The purpose of this study was to improve the accuracy of PLN cardiomyopathy diagnosis and risk assessment by investigating sex-specific aspects. METHODS We analyzed a multicenter cohort of 933 patients (412 male, 521 female) with the PLN p.(Arg14del) pathogenic variant following up on a recently developed PLN risk model. Sex-specific differences in the incidence of risk model components were investigated: low-voltage electrocardiogram (ECG), premature ventricular contractions, negative T waves, and left ventricular ejection fraction. RESULTS Sustained ventricular arrhythmias (VAs) occurred in 77 males (18.7%) and 61 females (11.7%) (P = .004). Of the 933 cohort members, 287 (31%) had ≥1 low-voltage ECG during follow-up (180 females [63%], 107 males [37%]; P = .006). Female sex, age, age at clinical presentation, and proband status predicted low-voltage ECG during follow-up (area under the curve: 0.78). Sustained VA-free survival was lowest in males with low-voltage ECG (P <.001). CONCLUSION Low-voltage ECGs predict sustained VA and are a component of the PLN risk model. Low-voltage ECGs are more common in females, yet prognostic value is greater in males. Future studies should determine the impact of this difference on the risk prediction of PLN cardiomyopathy and possibly other cardiomyopathies.
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Affiliation(s)
- Remco de Brouwer
- Department of Cardiology, University Medical Centre Groningen, Groningen, The Netherlands; Netherlands Heart Institute, Moreelsepark Utrecht, The Netherlands
| | - Laura M G Meems
- Department of Cardiology, University Medical Centre Groningen, Groningen, The Netherlands
| | - Tom E Verstraelen
- Heart Centre, Department of Cardiology, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Belend Mahmoud
- Department of Cardiology, University Medical Centre Groningen, Groningen, The Netherlands
| | - Virginnio Proost
- Heart Centre, Department of Cardiology, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Arthur A M Wilde
- Heart Centre, Department of Cardiology, Amsterdam University Medical Centre, Amsterdam, The Netherlands
| | - Laurens P Bosman
- Department of Cardiology, University Medical Center Utrecht, University of Utrecht, Utrecht, The Netherlands
| | - Esmée van Drie
- Department of Genetics, University Medical Center Utrecht, University of Utrecht, Utrecht, The Netherlands
| | - Paul A van der Zwaag
- Department of Clinical Genetics, University Medical Centre Groningen, Groningen, The Netherlands
| | - J Peter van Tintelen
- Department of Genetics, University Medical Center Utrecht, University of Utrecht, Utrecht, The Netherlands
| | - Arjan C Houweling
- Department of Clinical Genetics, Amsterdam University Medical Centre, University of Amsterdam, Amsterdam, The Netherlands
| | - Maarten P van den Berg
- Department of Cardiology, University Medical Centre Groningen, Groningen, The Netherlands
| | - Rudolf A de Boer
- Department of Cardiology, University Medical Centre Groningen, Groningen, The Netherlands.
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9
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Taha K, Verstraelen TE, de Brouwer R, de Bruin-Bon RHACM, Cramer MJ, Te Rijdt WP, Bouma BJ, de Boer RA, Doevendans PA, Asselbergs FW, Wilde AAM, van den Berg MP, Teske AJ. Optimal echocardiographic assessment of myocardial dysfunction for arrhythmic risk stratification in phospholamban mutation carriers. Eur Heart J Cardiovasc Imaging 2021; 23:1492-1501. [PMID: 34516619 PMCID: PMC9584619 DOI: 10.1093/ehjci/jeab178] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 04/19/2021] [Accepted: 08/18/2021] [Indexed: 11/21/2022] Open
Abstract
Aims Phospholamban (PLN) p.Arg14del mutation carriers are at risk of developing malignant ventricular arrhythmias (VAs) and/or heart failure. Currently, left ventricular ejection fraction (LVEF) plays an important role in risk assessment for VA in these individuals. We aimed to study the incremental prognostic value of left ventricular mechanical dispersion (LVMD) by echocardiographic deformation imaging for prediction of sustained VA in PLN p.Arg14del mutation carriers. Methods and results We included 243 PLN p.Arg14del mutation carriers, which were classified into three groups according to the ‘45/45’ rule: (i) normal left ventricular (LV) function, defined as preserved LVEF ≥45% with normal LVMD ≤45 ms (n = 139), (ii) mechanical LV dysfunction, defined as preserved LVEF ≥45% with abnormal LVMD >45 ms (n = 63), and (iii) overt LV dysfunction, defined as reduced LVEF <45% (n = 41). During a median follow-up of 3.3 (interquartile range 1.8–6.0) years, sustained VA occurred in 35 individuals. The negative predictive value of having normal LV function at baseline was 99% [95% confidence interval (CI): 92–100%] for developing sustained VA. The positive predictive value of mechanical LV dysfunction was 20% (95% CI: 15–27%). Mechanical LV dysfunction was an independent predictor of sustained VA in multivariable analysis [hazard ratio adjusted for VA history: 20.48 (95% CI: 2.57–162.84)]. Conclusion LVMD has incremental prognostic value on top of LVEF in PLN p.Arg14del mutation carriers, particularly in those with preserved LVEF. The ‘45/45’ rule is a practical approach to echocardiographic risk stratification in this challenging group of patients. This approach may also have added value in other diseases where LVEF deterioration is a relative late marker of myocardial dysfunction.
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Affiliation(s)
- Karim Taha
- Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands.,Netherlands Heart Institute, Utrecht, The Netherlands
| | - Tom E Verstraelen
- Heart Center, Department of Cardiology, Amsterdam University Medical Center, Location Academic Medical Center, Amsterdam, The Netherlands
| | - Remco de Brouwer
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Rianne H A C M de Bruin-Bon
- Heart Center, Department of Cardiology, Amsterdam University Medical Center, Location Academic Medical Center, Amsterdam, The Netherlands
| | - Maarten J Cramer
- Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands
| | - Wouter P Te Rijdt
- Netherlands Heart Institute, Utrecht, The Netherlands.,Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands.,Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Berto J Bouma
- Heart Center, Department of Cardiology, Amsterdam University Medical Center, Location Academic Medical Center, Amsterdam, The Netherlands
| | - Rudolf A de Boer
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Pieter A Doevendans
- Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands.,Netherlands Heart Institute, Utrecht, The Netherlands.,Central Military Hospital, Utrecht, The Netherlands
| | - Folkert W Asselbergs
- Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands.,Institute of Cardiovascular Science, Faculty of Population Health Sciences, University College London, London, UK.,Health Data Research UK and Institute of Health Informatics, University College London, London, UK
| | - Arthur A M Wilde
- Heart Center, Department of Cardiology, Amsterdam University Medical Center, Location Academic Medical Center, Amsterdam, The Netherlands
| | - Maarten P van den Berg
- Department of Cardiology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Arco J Teske
- Department of Cardiology, University Medical Center Utrecht, Utrecht, The Netherlands
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10
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Verstraelen TE, van Lint FHM, Bosman LP, de Brouwer R, Proost VM, Abeln BGS, Taha K, Zwinderman AH, Dickhoff C, Oomen T, Schoonderwoerd BA, Kimman GP, Houweling AC, Gimeno-Blanes JR, Asselbergs FW, van der Zwaag PA, de Boer RA, van den Berg MP, van Tintelen JP, Wilde AAM. Prediction of ventricular arrhythmia in phospholamban p.Arg14del mutation carriers-reaching the frontiers of individual risk prediction. Eur Heart J 2021; 42:2842-2850. [PMID: 34113975 PMCID: PMC8325776 DOI: 10.1093/eurheartj/ehab294] [Citation(s) in RCA: 45] [Impact Index Per Article: 15.0] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2020] [Revised: 01/20/2021] [Accepted: 04/28/2021] [Indexed: 12/23/2022] Open
Abstract
Aims This study aims to improve risk stratification for primary prevention implantable cardioverter defibrillator (ICD) implantation by developing a new mutation-specific prediction model for malignant ventricular arrhythmia (VA) in phospholamban (PLN) p.Arg14del mutation carriers. The proposed model is compared to an existing PLN risk model. Methods and results Data were collected from PLN p.Arg14del mutation carriers with no history of malignant VA at baseline, identified between 2009 and 2020. Malignant VA was defined as sustained VA, appropriate ICD intervention, or (aborted) sudden cardiac death. A prediction model was developed using Cox regression. The study cohort consisted of 679 PLN p.Arg14del mutation carriers, with a minority of index patients (17%) and male sex (43%), and a median age of 42 years [interquartile range (IQR) 27–55]. During a median follow-up of 4.3 years (IQR 1.7–7.4), 72 (10.6%) carriers experienced malignant VA. Significant predictors were left ventricular ejection fraction, premature ventricular contraction count/24 h, amount of negative T waves, and presence of low-voltage electrocardiogram. The multivariable model had an excellent discriminative ability {C-statistic 0.83 [95% confidence interval (CI) 0.78–0.88]}. Applying the existing PLN risk model to the complete cohort yielded a C-statistic of 0.68 (95% CI 0.61–0.75). Conclusion This new mutation-specific prediction model for individual VA risk in PLN p.Arg14del mutation carriers is superior to the existing PLN risk model, suggesting that risk prediction using mutation-specific phenotypic features can improve accuracy compared to a more generic approach.
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Affiliation(s)
- Tom E Verstraelen
- Heart Center, Department of Cardiology, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, Netherlands
| | - Freyja H M van Lint
- Department of Clinical Genetics, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, Netherlands.,Department of Genetics, University Medical Center Utrecht, Utrecht University, Heidelberglaan 100, 3584 CX, Utrecht, Netherlands
| | - Laurens P Bosman
- University Medical Center Utrecht, Division Heart and Lungs, Department of Cardiology, University of Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, Netherlands
| | - Remco de Brouwer
- University Medical Center Groningen, Department of Cardiology, University of Groningen, Hanzeplein 1, 9713 GZ, Groningen, Netherlands
| | - Virginnio M Proost
- Heart Center, Department of Cardiology, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, Netherlands
| | - Bob G S Abeln
- Heart Center, Department of Cardiology, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, Netherlands
| | - Karim Taha
- University Medical Center Utrecht, Division Heart and Lungs, Department of Cardiology, University of Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, Netherlands
| | - Aeilko H Zwinderman
- Department of Clinical Epidemiology and Biostatistics, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, Netherlands
| | - Cathelijne Dickhoff
- Department of Cardiology, Dijklander Ziekenhuis Hoorn, Maelsonstraat 3, 1624 NP, Hoorn, Netherlands
| | - Toon Oomen
- Department of Cardiology, Antonius Ziekenhuis Sneek, Bolswarderbaan 1, 8601 ZK Sneek, Netherlands
| | - Bas A Schoonderwoerd
- Medical Center Leeuwarden, Department of Cardiology, Henri Dunantweg 2, 8934 AD, Leeuwarden, Netherlands
| | - Gerardus P Kimman
- Department of Cardiology, Noordwest Ziekenhuisgroep, Wilhelminalaan 12, 1815 JD, Alkmaar, Netherlands
| | - Arjan C Houweling
- Department of Clinical Genetics, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, Netherlands
| | - Juan R Gimeno-Blanes
- Department of Cardiology, Virgen de Arrixaca Hospital, Ctra,Murcia-Cartagena, s/n, 30120 El Palmar, Murcia, Spain.,European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart (ERN GUARDHEART)
| | - Folkert W Asselbergs
- University Medical Center Utrecht, Division Heart and Lungs, Department of Cardiology, University of Utrecht, Heidelberglaan 100, 3584 CX, Utrecht, Netherlands.,Institute of Cardiovascular Science and Institute of Health Informatics, Faculty of Population Health Sciences, University College London, Gower St, London WC1E 6BT, UK
| | - Paul A van der Zwaag
- University Medical Center Groningen, Department of Clinical Genetics, University of Groningen, Hanzeplein 1, 9713 GZ, Groningen, Netherlands
| | - Rudolf A de Boer
- University Medical Center Groningen, Department of Cardiology, University of Groningen, Hanzeplein 1, 9713 GZ, Groningen, Netherlands
| | - Maarten P van den Berg
- University Medical Center Groningen, Department of Cardiology, University of Groningen, Hanzeplein 1, 9713 GZ, Groningen, Netherlands
| | - J Peter van Tintelen
- Department of Clinical Genetics, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, Netherlands.,Department of Genetics, University Medical Center Utrecht, Utrecht University, Heidelberglaan 100, 3584 CX, Utrecht, Netherlands
| | - Arthur A M Wilde
- Heart Center, Department of Cardiology, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, 1105 AZ, Amsterdam, Netherlands.,European Reference Network for Rare and Low Prevalence Complex Diseases of the Heart (ERN GUARDHEART)
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11
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de Brouwer R, van Veldhuisen DJ, de Boer RA. Surviving the first COVID-19 wave and learning lessons for the second. Eur J Heart Fail 2020; 22:975-977. [PMID: 32564415 PMCID: PMC7323385 DOI: 10.1002/ejhf.1938] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/16/2020] [Accepted: 06/16/2020] [Indexed: 12/22/2022] Open
Affiliation(s)
- Remco de Brouwer
- Department of Cardiology, University Medical Centre Groningen, University of Groningen, Groningen, The Netherlands
| | - Dirk J van Veldhuisen
- Department of Cardiology, University Medical Centre Groningen, University of Groningen, Groningen, The Netherlands
| | - Rudolf A de Boer
- Department of Cardiology, University Medical Centre Groningen, University of Groningen, Groningen, The Netherlands
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12
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Demke DM, Luderer JR, Wakefield LK, Euler AR, Brouwer RD, Metzler CM. The effect of itazigrel and aspirin on the mucosa of the esophagus, stomach, and duodenum of normal subjects. J Clin Pharmacol 1987; 27:916-20. [PMID: 3429698 DOI: 10.1002/j.1552-4604.1987.tb05589.x] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023]
Abstract
The effects of aspirin, itazigrel (U-53,059; a new antiplatelet drug), and placebo on the mucosa of the esophagus, stomach, and duodenum were evaluated in this double-blind, randomized, placebo-controlled study. Six normal male subjects were included in each of five treatment groups: aspirin (325 mg each morning for five doses), aspirin (325 mg tid for 12 doses), itazigrel (25 mg each morning for five doses), itazigrel (50 mg tid for 12 doses), and placebo. Aspirin and itazigrel, at all doses investigated, significantly inhibited ex vivo, ionophore (A23187)-stimulated thromboxane B2 synthesis. Collagen-induced platelet aggregation was significantly inhibited on day 3 (P = .021) and day 5 (P = .002) in both aspirin and itazigrel groups as compared with placebo. Upper gastrointestinal endoscopy was performed before the first dose of drug (day 1) and two hours after the last dose (day 5) for each subject. A rating scale was used to score the amount of mucosal damage. The baseline (day 1) endoscopic scores revealed no significant differences between groups. On day 5, neither placebo nor itazigrel treatment groups showed any significant change compared with baseline. On day 5, both aspirin groups had significantly (P less than .001) more mucosal damage than the placebo group and either itazigrel group. It is concluded that in this relatively acute study, at doses that produce comparable inhibition of platelet aggregation and platelet cyclo-oxygenase, itazigrel was superior to aspirin in terms of toxicity to the upper gastrointestinal tract.
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Affiliation(s)
- D M Demke
- Kalamazoo Clinical Investigational Complex, Michigan
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