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Walker M, Moore H, Ataya A, Pham A, Corris PA, Laubenbacher R, Bryant AJ. A perfectly imperfect engine: Utilizing the digital twin paradigm in pulmonary hypertension. Pulm Circ 2024; 14:e12392. [PMID: 38933181 PMCID: PMC11199193 DOI: 10.1002/pul2.12392] [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] [Received: 12/20/2023] [Revised: 04/08/2024] [Accepted: 05/16/2024] [Indexed: 06/28/2024] Open
Abstract
Pulmonary hypertension (PH) is a severe medical condition with a number of treatment options, the majority of which are introduced without consideration of the underlying mechanisms driving it within an individual and thus a lack of tailored approach to treatment. The one exception is a patient presenting with apparent pulmonary arterial hypertension and shown to have vaso-responsive disease, whose clinical course and prognosis is significantly improved by high dose calcium channel blockers. PH is however characterized by a relative abundance of available data from patient cohorts, ranging from molecular data characterizing gene and protein expression in different tissues to physiological data at the organ level and clinical information. Integrating available data with mechanistic information at the different scales into computational models suggests an approach to a more personalized treatment of the disease using model-based optimization of interventions for individual patients. That is, constructing digital twins of the disease, customized to a patient, promises to be a key technology for personalized medicine, with the aim of optimizing use of existing treatments and developing novel interventions, such as new drugs. This article presents a perspective on this approach in the context of a review of existing computational models for different aspects of the disease, and it lays out a roadmap for a path to realizing it.
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Affiliation(s)
- Melody Walker
- University of Florida College of MedicineGainesvilleFloridaUSA
| | - Helen Moore
- University of Florida College of MedicineGainesvilleFloridaUSA
| | - Ali Ataya
- University of Florida College of MedicineGainesvilleFloridaUSA
| | - Ann Pham
- University of Florida College of MedicineGainesvilleFloridaUSA
| | - Paul A. Corris
- The Faculty of Medical Sciences Newcastle UniversityNewcastle upon TyneUK
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Deshwal H, Weinstein T, Sulica R. Advances in the management of pulmonary arterial hypertension. J Investig Med 2021; 69:1270-1280. [PMID: 34580123 PMCID: PMC8485135 DOI: 10.1136/jim-2021-002027] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 09/08/2021] [Indexed: 12/13/2022]
Abstract
The management of pulmonary arterial hypertension (PAH) has significantly evolved over the last decades in the wake of more sensitive diagnostics and specialized clinical programs that can provide focused medical care. In the current era of PAH care, 1-year survival rates have increased to 86%–90% from 65% in the 1980s, and average long-term survival has increased to 6 years from 2.8 years. The heterogeneity in the etiology and disease course has opened doors to focusing research in phenotyping the disease and understanding the pathophysiology at a cellular and genetic level. This may eventually lead to precision medicine and the development of medications that may prevent or reverse pulmonary vascular remodeling. With more insight, clinical trial designs and primary end-points may change to identify the true survival benefit of pharmacotherapy. Identifying responders from non-responders to therapy may help provide individualized patient-centered care rather than an algorithm-based approach. The purpose of this review is to highlight the latest advances in screening, diagnosis, and management of PAH.
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Affiliation(s)
- Himanshu Deshwal
- Pulmonary, Sleep and Critical Care Medicine, New York University Grossman School of Medicine, New York, New York, USA
| | - Tatiana Weinstein
- Pulmonary, Sleep and Critical Care Medicine, New York University Grossman School of Medicine, New York, New York, USA
| | - Roxana Sulica
- Pulmonary, Sleep and Critical Care Medicine, New York University Grossman School of Medicine, New York, New York, USA
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Highland KB, Crawford R, Classi P, Morrison R, Doward L, Nelsen AC, Castillo H, Mathai SC, DuBrock HM. Development of the Pulmonary Hypertension Functional Classification Self-Report: a patient version adapted from the World Health Organization Functional Classification measure. Health Qual Life Outcomes 2021; 19:202. [PMID: 34429110 PMCID: PMC8386063 DOI: 10.1186/s12955-021-01782-0] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2020] [Accepted: 04/28/2021] [Indexed: 11/19/2022] Open
Abstract
Background Pulmonary arterial hypertension (PAH) is characterized by progressive limitations on physical activity, right heart failure, and premature death. The World Health Organization functional classification (WHO-FC) is a clinician-rated assessment used widely to assess PAH severity and functioning, but no equivalent patient-reported version of PAH symptoms and activity limitations exists. We developed a version of the WHO-FC for self-completion by patients: the Pulmonary Hypertension Functional Classification Self-Report (PH-FC-SR). Methods Semistructured interviews were conducted with three health care providers (HCPs) via telephone to inform development of the draft PH-FC-SR. Two rounds of semi-structured interviews were conducted with 14 US patients with a self-reported PAH diagnosis via telephone/online to elicit concepts and iteratively refine the PH-FC-SR. Results HCPs reported that the WHO-FC was a useful tool for evaluating patients’ PAH severity over time and for making treatment decisions but acknowledged that use of the measure is subjective. Patients in round 1 interviews (n = 6) reported PAH symptoms, including shortness of breath (n = 6), fatigue (n = 5), syncope (n = 5), chest pains (n = 3), and dizziness (n = 3). Round 1 patients identified challenges with the original WHO-FC, including comprehensibility of clinical terms and overlapping descriptions of class II and III, and preferred the Draft 1 PH-FC-SR over the original WHO-FC. After minor changes were made to Draft 2, round 2 interviews (n = 8) confirmed patients understood the PH-FC-SR class descriptions, interpreting them consistently. Conclusions The HCP and patient interviews identified and confirmed certain limitations inherent within the clinician-rated WHO-FC, including subjective assessment and overlapping definitions for class II and III. The PH-FC-SR includes patient-appropriate language, symptoms, and physical activity impacts relevant to patients with PAH. Future research is recommended to validate the PH-FC-SR and explore its correlation with the physician-assessed WHO-FC and other outcomes.
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Affiliation(s)
| | - Rebecca Crawford
- RTI Health Solutions, The Pavilion, Towers Business Park, Wilmslow Road, Didsbury, Manchester, M20 2LS, UK.
| | | | - Ross Morrison
- RTI Health Solutions, The Pavilion, Towers Business Park, Wilmslow Road, Didsbury, Manchester, M20 2LS, UK
| | - Lynda Doward
- RTI Health Solutions, The Pavilion, Towers Business Park, Wilmslow Road, Didsbury, Manchester, M20 2LS, UK
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Abstract
PURPOSE OF REVIEW Pulmonary arterial hypertension (PAH) is a disease that carries a significant mortality left untreated. This article aims to review pharmacotherapeutics for PAH. RECENT FINDINGS PAH-specific therapies have evolved over the last three decades and have expanded from one therapy in the 1990s to 14 FDA-approved medications. Current therapies are directed at restoring the imbalance of vasoactive mediators that include nitric oxide, endothelin and prostacyclin. Although these agents are effective as monotherapy, recent trials have promulgated the strategy of upfront combination therapy. The availability of oral prostacyclin agonists has also allowed for expanded treatment options. Risk assessment is vital in guiding therapy for PAH patients. There is ongoing focus on targeting pathological mechanisms of the disease via novel therapies and repurposing existing drugs. SUMMARY There is an array of medications available for the treatment of PAH. Prudent combination of therapies to maximize treatment effect can improve morbidity and mortality. This article reviews the data supporting these therapies and attempts to outline an approach to patient management.
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The Role of Noninvasive Endpoints in Predicting Long-Term Outcomes in Pulmonary Arterial Hypertension. Lung 2019; 198:65-86. [PMID: 31722043 PMCID: PMC7012965 DOI: 10.1007/s00408-019-00289-2] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/25/2019] [Accepted: 10/29/2019] [Indexed: 12/26/2022]
Abstract
Background Until recently, many clinical trials in patients with pulmonary arterial hypertension (PAH) evaluated exercise capacity with 6-minute walk distance (6MWD) as the primary endpoint. Common secondary endpoints include PAH functional class (FC), which assesses symptoms, and either brain natriuretic peptide (BNP) or the inactive N-terminal cleavage product of its prohormone (NT-proBNP), which assesses cardiac function. Objective Examine the relationships among 6MWD, FC, and BNP/NT-proBNP measured at baseline or follow-up with long-term outcomes in PAH studies. Methods Relevant literature from January 1990 to April 2018 were obtained by searching PubMed, Embase, and Cochrane. Articles in English reporting on associations between 6MWD, FC, or BNP/NT-proBNP and outcomes in PAH were identified. Each endpoint was evaluated individually. Prespecified inclusion and exclusion criteria were applied at level 1 (titles/abstracts) and level 2 (full-text review). Results The database search yielded 836 unique records; 65 full-text articles were reviewed. Twenty-five studies were eligible for inclusion. Findings supported the importance of measuring PAH noninvasive endpoints in predicting long-term outcomes. Patients with shorter or decreased 6MWD, poor (III/IV) or declining FC (e.g., from II to III), or elevated or increasing BNP/NT-proBNP had a higher risk of death and costly events (e.g., hospitalization, lung transplant). FC also predicted health care resource utilization and costs. Collectively, these endpoints establish risk groups that predict likelihood of complications from PAH or death. Conclusion Assessment of 6MWD, FC, and BNP/NT-proBNP provides low-cost, efficient, and noninvasive means of predicting long-term health and economic outcomes in patients with PAH.
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Xiong W, Zhao Y, Xu M, Pudasaini B, Guo X, Liu J. A modified risk score in one-year survival rate assessment of group 1 pulmonary arterial hypertension. BMC Pulm Med 2018; 18:161. [PMID: 30326867 PMCID: PMC6192332 DOI: 10.1186/s12890-018-0712-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2018] [Accepted: 08/21/2018] [Indexed: 01/05/2023] Open
Abstract
BACKGROUND Risk assessment of pulmonary arterial hypertension (PAH) contributes to its management. Unfortunately, the existing risk assessment approaches are defective for clinicians to practice in daily clinical settings to some extent. METHODS We designed a modified Risk Assessment Score of PAH (mRASP) comprising four non-invasive variables which were World Health Organization functional class(WHO FC), 6-min walk distance (6MWD), N-terminal of the pro-hormone brain natriuretic peptide(NT-pro BNP), and right atrial area(RAA), then validated it in the prediction of one-year survival rate for patients with PAH by contrast with the REVEAL risk score. RESULTS For the validation cohort(n = 216), the predicted one-year survival rate were 95-100%, 90-95%, and < 90% in the mRASP risk score strata of 0-2, 3-5, and 6-8, respectively; meanwhile, the observed one-year survival rates were 97.1, 92.6, and 52.2%, in each corresponding stratum, respectively. The mRASP (c-index = 0.727) demonstrated similar predictive power in contrast with the REVEAL risk assessment score (c-index = 0.715) in the prediction of one-year survival rate. CONCLUSION The mRASP is an eligible risk assessment tool for the prognostic assessment of PAH. In contrast with the REVEAL score, it demonstrated similar predictive power and accuracy, with extra simplicity and convenience.
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Affiliation(s)
- Wei Xiong
- Department of Respiratory Medicine, Xinhua Hospital, Shanghai Jiaotong University School of Medicine, 1665, Kongjiang Road, Shanghai, 200092 China
- Department of Cardiopulmonary Circulation, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Shanghai, People’s Republic of China
| | - Yunfeng Zhao
- Department of Respiratory Medicine, Punan Hospital, Pudong New District, Shanghai, China
| | - Mei Xu
- Department of Pediatrics, Kongjiang Hospital, Yangpu District, Shanghai, China
- Department of Pediatrics, Shanghai Dinghai Community Health Service Center, Tongji University School of Medicine, Yangpu District, Shanghai, China
| | - Bigyan Pudasaini
- Department of Cardiopulmonary Circulation, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Shanghai, People’s Republic of China
| | - Xuejun Guo
- Department of Respiratory Medicine, Xinhua Hospital, Shanghai Jiaotong University School of Medicine, 1665, Kongjiang Road, Shanghai, 200092 China
| | - Jinming Liu
- Department of Cardiopulmonary Circulation, Shanghai Pulmonary Hospital, Tongji University School of Medicine, Shanghai, People’s Republic of China
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Abstract
In recent years, there have been major changes in the landscape of pulmonary arterial hypertension therapy with the introduction of novel agents and innovative treatment strategies for this progressive disease. The aim of this review is to discuss the evolution in trial design in this field and highlight the salient features of recently published studies. We also summarize our approach to therapy selection in this chronic disease and identify areas for future exploration. The therapeutic armamentarium now includes 13 approved therapies. While most of these agents have been studied in small, short-term trials using the 6-min walk distance as a primary endpoint, there has been a shift in recent years toward larger, long-term, event-driven trials that utilize combined morbidity and mortality endpoints. The SERAPHIN and GRIPHON trials were two such studies, which led to the approval of the dual endothelin-receptor antagonist macitentan and the selective prostacyclin receptor antagonist selexipag, respectively. Other event-driven trials, like AMBITION and COMPASS-2, have provided valuable insight into the use of combined oral therapies in symptomatic patients. In conclusion, despite being a more manageable disease in the modern treatment era, pulmonary hypertension is still associated with considerable morbidity and much more work remains to be done in this field. Important questions remain about the most optimal way to manage patients and conduct trials going forward.
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Affiliation(s)
- Udhay Krishnan
- Division of Cardiology, Department of Internal Medicine, Weill Cornell Medical College, New York Presbyterian Hospital, 520 East 70th Street, New York, NY, 10021, USA.
| | - Evelyn M Horn
- Division of Cardiology, Department of Internal Medicine, Weill Cornell Medical College, New York Presbyterian Hospital, 520 East 70th Street, New York, NY, 10021, USA
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Rebel A, Nguyen D, Bauer B, Sloan PA, DiLorenzo A, Hassan ZU. Systemic-to-pulmonary artery pressure ratio as a predictor of patient outcome following liver transplantation. World J Hepatol 2016; 8:1384-1391. [PMID: 27917264 PMCID: PMC5114474 DOI: 10.4254/wjh.v8.i32.1384] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/27/2016] [Revised: 09/15/2016] [Accepted: 10/24/2016] [Indexed: 02/06/2023] Open
Abstract
AIM To assess the value of the mean systemic-to-pulmonary artery pressure (MAP/mPAP) ratio for predicting outcomes following orthotopic liver transplant (OLT).
METHODS A retrospective data analysis was performed and data (mean arterial blood pressure, mean pulmonary artery pressure and Cardiac Index) were collected at several points during OLT. Outcomes evaluated were duration of postoperative endotracheal intubation [ET; minutes after intensive care unit (ICU) arrival], length of ICU stay, total hospitalization and frequency of immediate postoperative complications. A total of 91 patients were included in the data analysis. Based on the intraoperative course of the MAP/mPAP ratio, 2 hemodynamic responses were identified: Group 1 (MAP/mPAP ratio increase during anhepatic period with postreperfusion recovery, n = 66); and Group 2 (MAP/mPAP ratio with no change during anhepatic period or decreased without recovery, n = 25).
RESULTS The main finding was that the lack of increased MAP/mPAP ratio in the anhepatic period was associated with: (1) longer intubation times; and (2) prolonged ICU stays and total hospitalization time, when compared to patients with an increase in MAP/mPAP ratio during the anhepatic period.
CONCLUSION The data from this retrospective study should raise awareness to the mean systemic to pulmonary artery pressure ratio as a potential indicator for poor outcome after OLT. Further prospective studies are needed for validation.
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Hansmann G, Apitz C, Abdul-Khaliq H, Alastalo TP, Beerbaum P, Bonnet D, Dubowy KO, Gorenflo M, Hager A, Hilgendorff A, Kaestner M, Koestenberger M, Koskenvuo JW, Kozlik-Feldmann R, Kuehne T, Lammers AE, Latus H, Michel-Behnke I, Miera O, Moledina S, Muthurangu V, Pattathu J, Schranz D, Warnecke G, Zartner P. Executive summary. Expert consensus statement on the diagnosis and treatment of paediatric pulmonary hypertension. The European Paediatric Pulmonary Vascular Disease Network, endorsed by ISHLT and DGPK. Heart 2016; 102 Suppl 2:ii86-100. [PMID: 27053701 DOI: 10.1136/heartjnl-2015-309132] [Citation(s) in RCA: 77] [Impact Index Per Article: 9.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/06/2015] [Accepted: 02/09/2016] [Indexed: 12/25/2022] Open
Abstract
UNLABELLED : The European Paediatric Pulmonary Vascular Disease (PVD) Network is a registered, non-profit organisation that strives to define and develop effective, innovative diagnostic methods and treatment options in all forms of paediatric pulmonary hypertensive vascular disease, including specific forms such as pulmonary arterial hypertension (PAH)-congenital heart disease, pulmonary hypertension (PH) associated with bronchopulmonary dysplasia, persistent PH of the newborn, and related cardiac dysfunction. METHODS The writing group members conducted searches of the PubMed/MEDLINE bibliographic database (1990-2015) and held five face-to-face meetings with votings. Clinical trials, guidelines, and reviews limited to paediatric data were searched using the terms 'pulmonary hypertensioń' and 5-10 other keywords, as outlined in the other nine articles of this special issue. Class of recommendation (COR) and level of evidence (LOE) were assigned based on European Society of Cardiology/American Heart Association definitions and on paediatric data only, or on adult studies that included >10% children. RESULTS A total of 9 original consensus articles with graded recommendations (COR/LOE) were developed, and are summarised here. The topics included diagnosis/monitoring, genetics/biomarker, cardiac catheterisation, echocardiography, cardiac magnetic resonance/chest CT, associated forms of PH, intensive care unit/ventricular assist device/lung transplantation, and treatment of paediatric PAH. CONCLUSIONS The multipaper expert consensus statement of the European Paediatric PVD Network provides a specific, comprehensive, detailed but practical framework for the optimal clinical care of children with PH.
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Affiliation(s)
- Georg Hansmann
- Department of Paediatric Cardiology and Critical Care, Hannover Medical School, Hannover, Germany
| | - Christian Apitz
- Division of Paediatric Cardiology, Children's University Hospital Ulm, Ulm, Germany
| | - Hashim Abdul-Khaliq
- Department of Paediatric Cardiology, Saarland University Hospital, Homburg, Germany
| | - Tero-Pekka Alastalo
- Blueprint Genetics, Biomedicum Helsinki, Helsinki, Finland Department of Paediatric Cardiology, Children's Hospital Helsinki, University of Helsinki, Helsinki, Finland
| | - Phillip Beerbaum
- Department of Paediatric Cardiology and Critical Care, Hannover Medical School, Hannover, Germany
| | - Damien Bonnet
- Unité Médico-Chirurgicale de Cardiologie Congénital et Pédiatrique, Centre de reference Malformations Cardiaques Congénitales Complexes-M3C, Hôpital Necker Enfants Malades, APHP, Université Paris Descartes, Sorbonne Paris, Paris, France
| | - Karl-Otto Dubowy
- Department of Paediatric Cardiology and Congenital Heart Disease, Heart and Diabetes Centre NRW, Bad Oeynhausen, Germany
| | - Matthias Gorenflo
- Department of Paediatric Cardiology, University of Heidelberg, Heidelberg, Germany
| | - Alfred Hager
- Department of Paediatric Cardiology and Congenital Heart Disease, German Heart Centre Munich and Technical University, Munich, Germany
| | - Anne Hilgendorff
- Perinatal Center Grosshadern, Dr. von Haunersches Children's Hospital, Ludwig-Maximilians-University, Munich, Germany
| | - Michael Kaestner
- Division of Paediatric Cardiology, Children's University Hospital Ulm, Ulm, Germany
| | - Martin Koestenberger
- Divison of Paediatric Cardiology, Department of Paediatrics, Medical University Graz, Graz, Austria
| | - Juha W Koskenvuo
- Blueprint Genetics, Biomedicum Helsinki, Helsinki, Finland Department of Paediatric Cardiology, Children's Hospital Helsinki, University of Helsinki, Helsinki, Finland
| | - Rainer Kozlik-Feldmann
- Division of Paediatric Cardiology, University Heart Center, University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Titus Kuehne
- German Heart Institute Berlin (DHZB), Unit of Cardiovascular Imaging, Department of Congenital Heart Disease and Paediatric Cardiology, Berlin, Germany
| | - Astrid E Lammers
- Department of Paediatric Cardiology, University of Münster, Münster, Germany
| | - Heiner Latus
- Justus-Liebig-University Giessen, Pediatric Cardiology, Paediatric Heart Center, Giessen, Germany
| | - Ina Michel-Behnke
- Paediatric Heart Center, Division of Paediatric Cardiology, University Hospital for Children and Adolescents, Medical University Vienna, Austria
| | - Oliver Miera
- German Heart Institute Berlin (DHZB), Department of Congenital Heart Disease and Paediatric Cardiology, Berlin, Germany
| | - Shahin Moledina
- National Paediatric Pulmonary Hypertension Service UK, Great Ormond Street Hospital for Children, London, UK
| | - Vivek Muthurangu
- Cardiovascular MRI Department, Great Ormond Street Hospital for Children, London, UK
| | - Joseph Pattathu
- Department of Paediatric Cardiology, University of Heidelberg, Heidelberg, Germany
| | - Dietmar Schranz
- Justus-Liebig-University Giessen, Pediatric Cardiology, Paediatric Heart Center, Giessen, Germany
| | - Gregor Warnecke
- Department of Cardiothoracic, Transplantation and Vascular Surgery, Hannover Medical School, Hannover, Germany German Centre for Lung Research, BREATH, Hannover, Germany
| | - Peter Zartner
- Department of Paediatric Cardiology, German Paediatric Heart Centre, Sankt Augustin, Germany
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