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Ferrari MR, Schäfer M, Hunter KS, Di Maria MV. Application of Principal Component Analysis to Heterogenous Fontan Registry Data Identifies Independent Contributing Factors to Decline. MEDRXIV : THE PREPRINT SERVER FOR HEALTH SCIENCES 2024:2024.07.11.24310309. [PMID: 39040194 PMCID: PMC11261915 DOI: 10.1101/2024.07.11.24310309] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Indexed: 07/24/2024]
Abstract
Single ventricle heart disease is a severe and life-threatening illness, and improvements in clinical outcomes of those with Fontan circulation have not yet yielded acceptable survival over the past two decades. Patients are at risk of developing a diverse variety of Fontan-associated comorbidities that ultimately requires heart transplant. Our observational cohort study goal was to determine if principal component analysis (PCA) applied to data collected from a substantial Fontan cohort can predict functional decline (N=140). Heterogeneous data broadly consisting of measures of cardiac and vascular function, exercise (VO2max), lymphatic biomarkers, and blood biomarkers were collected over 11 years at a single site; in that time, 16 events occurred that are considered here in a composite outcome measure. After standardization and PCA, principal components (PCs) representing >5% of total variance were thematically labeled based on their constituents and tested for association with the composite outcome. Our main findings suggest that the 6th PC (PC6), representing 7.1% percent of the total variance in the set, is greatly influenced by blood serum biomarkers and superior vena cava flow, is a superior measure of proportional hazard compared to EF, and displayed the greatest accuracy for classifying Fontan patients as determined by AUC. In bivariate hazard analysis, we found that models combining systolic function (EF or PC5) and lymphatic dysfunction (PC6) were most predictive, with the former having the greatest AIC, and the latter having the highest c-statistic. Our findings support our hypothesis that a multifactorial model must be considered to improve prognosis in the Fontan population.
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Affiliation(s)
| | - Michal Schäfer
- Division of Cardiothoracic Surgery, University of Utah Health, Salt Lake City, Utah, 84132, United States
| | - Kendall S Hunter
- Department of Bioengineering, University of Colorado Anschutz Medical Campus, Aurora, CO, 80045, United States
- Division of Cardiology, Heart Institute, Children's Hospital Colorado, University of Colorado Anschutz Medical Campus, Aurora, CO, 80045, United States
| | - Michael V Di Maria
- Division of Pediatric Cardiology, Department of Pediatrics, School of Medicine, University of Michigan, Ann Arbor, MI, 48109, United States
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AbdelMassih AF, Kiraly L, Badaoui HE, Khan M, Hetharsi B, Till JN, Omelchenko AY, Salah AZ, Jburi FTA, Alkhouli L, Taher M, Alhosani N, Youssef O, Iqbal S, Allami Z, Jha NK, Hamad EM, Omar Y, Khan A, Azeez Z, Attia M, Mina M, Ali AA, Afifi YK, Shershaby ME, Musleh A. Predictors of protein losing enteropathy after Fontan completion: An 8-year retrospective study at Sheikh Khalifa Medical City. Glob Cardiol Sci Pract 2023; 2023:e202317. [PMID: 37575289 PMCID: PMC10422871 DOI: 10.21542/gcsp.2023.17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2023] [Accepted: 05/15/2023] [Indexed: 08/15/2023] Open
Abstract
BACKGROUND The Fontan procedure is the final stage of a three-stage palliation process in patients born with a univentricular heart as part of hypoplastic left heart syndrome (HLHS) or other pathologies with a univentricular heart. As essential as this procedure has proven to be for such cases, the Fontan physiology diminishes cardiac output and expands systemic venous pressure, which then leads to venous congestion that can be complicated by protein-losing enteropathy (PLE). This retrospective study aimed to identify the predictors of such complications in all patients who underwent completion of the Fontan procedure at our center (Sheikh Khalifa Medical City/SKMC) in the past eight years. METHODS This study examined the medical records of patients who underwent completion of Fontan repair at our center since the inauguration of the cardiac surgery program of SKMC in the United Arab Emirates (UAE) - 01 Jan 2012 to 31 Dec 2020. Exclusion criteria included the absence of any of the undermentioned data in patient files. Patients were divided into two groups: those who developed PLE and those who did not. For each group, the following data were collected: demographics data (current age and age at completion of Fontan), clinical and laboratory data (oxygen saturation, serum albumin), echocardiographic data (classification of original cardiac diagnosis, degree of atrio-ventricular valve regurgitation, ventricular functions), hemodynamic data (mean pressures of superior vena cava and pulmonary arteries before Fontan completion), operative data (type of initial palliation, type of Fontan, presence of fenestrations and its size) and the need for any cardiac intervention prior to Fontan completion, such as atrio-ventricular valve repair, peripheral pulmonary stenting and arch balloon dilatation. RESULTS Of the 48 included patients,13 (25%) developed PLE. Multivariate regression analysis proved that the best predictors of PLE were superior vena cava mean pressure (P = 0.012) and the degree of atrio-ventricular valve regurgitation (P = 0.013). An oxygen saturation <83% prior to Fontan completion was 92% sensitive in predicting PLE after Fontan completion. CONCLUSION This is a single-center study of the predictors of PLE after Fontan procedure and, as expected from similar studies, SVC pressure higher than 11 mmHg and moderate-to-severe atrio-ventricular valve regurgitation were predictors of Fontan failure. The higher prevalence of PLE in our cohort, as well as lower cut-offs of SVC pressure that can predict complications, may be related to the predominance of hypoplastic left heart in the operated patients, which has been the main referral center for cardiac surgeries in UAE in the last decade.
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Affiliation(s)
- Antoine Fakhry AbdelMassih
- Pediatric Cardiology unit, Department of Pediatrics, Faculty of Medicine, Cairo University, Cairo, Egypt
- Pediatric Cardiology Division, Cardiac Sciences’ department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Laszlo Kiraly
- Pediatric Cardiac Surgery at Department of Cardiac, Thoracic and Vascular Surgery, National University Hospital
| | - Hazem El Badaoui
- Pediatric Cardiology Department, Sheikh Shakhbout Medical City, Abu Dhabi, UAE
| | - Mohammad Khan
- Pediatric Cardiology Division, Cardiac Sciences’ department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Balazs Hetharsi
- Pediatric Cardiac Intensive Care Department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Judit Noemi Till
- Pediatric Cardiac Intensive Care Department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Aleksandr Y. Omelchenko
- Pediatric Cardiac surgery Division, Cardiac Sciences’ department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Alaa Ziad Salah
- Pediatrics’ Department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | | | - Laila Alkhouli
- Pediatrics’ Department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Mina Taher
- Pediatrics’ Department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Najah Alhosani
- Pediatrics’ Department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Omnia Youssef
- Pediatrics’ Department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Sumaiya Iqbal
- Pediatrics’ Department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Zahraa Allami
- Pediatrics’ Department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Neerod Kumar Jha
- Pediatric Cardiac surgery Division, Cardiac Sciences’ department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Eman Mahmoud Hamad
- Pediatric Cardiac Intensive Care Department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Yasmin Omar
- Pediatric Cardiology unit, Department of Pediatrics, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Arshad Khan
- Pediatric Echocardiography, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Zafar Azeez
- Pediatric Cardiology Division, Cardiac Sciences’ department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Michael Attia
- Cardiology department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | - Mariam Mina
- Pediatrics’ department, Danat Al Emarat Hospital for Women & Children, Abu Dhabi, UAE
| | - Alyaa Al Ali
- Pediatric Cardiac Intensive Care Department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
| | | | - Meryam El Shershaby
- Pediatric Cardiology unit, Department of Pediatrics, Faculty of Medicine, Cairo University, Cairo, Egypt
| | - Afnan Musleh
- Pediatric Cardiology Division, Cardiac Sciences’ department, Sheikh Khalifa Medical City, Abu Dhabi, UAE
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Sainathan S, Agala CB, Said SM, Mulinari L, Sharma MS. National Fontan Operation short-term outcomes at or below 2-years-of-age compared to older than 2-years-of-age. J Card Surg 2022; 37:1567-1573. [PMID: 35324033 DOI: 10.1111/jocs.16424] [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: 11/22/2021] [Revised: 02/20/2022] [Accepted: 03/08/2022] [Indexed: 11/26/2022]
Abstract
INTRODUCTION Opinion is divided about optimal early timing of the Fontan Operation (FO). While some studies have suggested 3 years-of-age, others have shown good outcomes below 2 years-of-age. We analyzed the impact of age ≤2 years as compared age >2 years on short-term outcome of the FO using a large national database. METHODS A retrospective analysis of the Kids Inpatient Database (2009-16) for the FO was done. The groups were divided into those who underwent FO at age ≤2 years (Early FO [EF]) as compared to age >2 years (Late FO [LF]). The data was abstracted for demographics, clinical characteristics, and operative outcomes. Standard statistical tests were used. RESULTS A total of 3381 patients underwent FO during this period of which 1482 (44%) were EF. The mean ages of the EF and LF were 1.6 and 4.3, respectively (p < .001). LF were more likely to be non-White, female, and have Heterotaxy syndrome. HLHS was more common in EF. There was no difference in the discharge mortality, length of stay, disposition (majority went home), and mean total charges incurred. The overall discharge mortality was low at 0.7% (24/3381). In multivariate analysis: cardiac arrest, acute kidney injury, mechanical ventilation >96 h, endocardial cushion defect and non-White ethnicity were predictors of a mortality and not age. CONCLUSION Contemporary outcomes for FO are excellent with equivalent short-term outcomes in both the age groups. Occurrence of postoperative complications, non-White ethnicity and endocardial cushion defect diagnosis were predictive of a negative outcome.
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Affiliation(s)
- Sandeep Sainathan
- Department of Surgery, Section of Pediatric Cardiothoracic Surgery, University of Miami, Coral Gables, Florida, USA.,Department of Surgery, Section of Pediatric Cardiothoracic Surgery, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Chris B Agala
- Department of Surgery, Section of Pediatric Cardiothoracic Surgery, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
| | - Sameh M Said
- Department of Surgery, Division of Pediatric Cardiothoracic Surgery, University of Minnesota, Minneapolis, Minnesota, USA
| | - Leonardo Mulinari
- Department of Surgery, Section of Pediatric Cardiothoracic Surgery, University of Miami, Coral Gables, Florida, USA
| | - Mahesh S Sharma
- Department of Surgery, Section of Pediatric Cardiothoracic Surgery, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, USA
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