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Kikano S, Lee S, Dodd D, Godown J, Bearl D, Chrisant M, Chan KC, Nandi D, Damon B, Samyn MM, Yan K, Crum K, George-Durrett K, Hernandez L, Soslow JH. Cardiac magnetic resonance assessment of acute rejection and cardiac allograft vasculopathy in pediatric heart transplant. J Heart Lung Transplant 2024; 43:745-754. [PMID: 38141894 PMCID: PMC11070308 DOI: 10.1016/j.healun.2023.12.006] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2023] [Revised: 11/04/2023] [Accepted: 12/14/2023] [Indexed: 12/25/2023] Open
Abstract
BACKGROUND In pediatric heart transplant (PHT), cardiac catheterization with endomyocardial biopsy (EMB) is standard for diagnosing acute rejection (AR) and cardiac allograft vasculopathy (CAV) but is costly and invasive. OBJECTIVES To evaluate the ability of cardiac magnetic resonance (CMR) to noninvasively identify differences in PHT patients with AR and CAV. METHODS Patients were enrolled at three children's hospitals. Data were collected from surveillance EMB or EMB for-cause AR. Patients were excluded if they had concurrent diagnoses of AR and CAV, CMR obtained >7days from AR diagnosis, they had EMB negative AR, or could not undergo contrasted, unsedated CMR. Kruskal-Wallis test was used to compare groups: (1) No AR or CAV (Healthy), (2) AR, (3) CAV. Wilcoxon rank-sum test was used for pairwise comparisons. RESULTS Fifty-nine patients met inclusion criteria (median age 17years [IQR 15-19]) 10 (17%) with AR, and 11 (19%) with CAV. AR subjects had worse left ventricular ejection fraction compared to Healthy patients (p = 0.001). Global circumferential strain (GCS) was worse in AR (p = 0.054) and CAV (p = 0.019), compared to Healthy patients. ECV, native T1, and T2 z-scores were elevated in patients with AR. CONCLUSIONS CMR was able to identify differences between CAV and AR. CAV subjects had normal global function but abnormal GCS which may suggest subclinical dysfunction. AR patients have abnormal function and tissue characteristics consistent with edema (elevated ECV, native T1 and T2 z-scores). Characterization of CMR patterns is critical for the development of noninvasive biomarkers for PHT and may decrease dependence on EMB.
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Affiliation(s)
- Sandra Kikano
- Thomas P. Graham Jr. Division of Pediatric Cardiology, Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee.
| | - Simon Lee
- The Heart Center, Nationwide Children's Hospital, Columbus, Ohio
| | - Debra Dodd
- Thomas P. Graham Jr. Division of Pediatric Cardiology, Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Justin Godown
- Thomas P. Graham Jr. Division of Pediatric Cardiology, Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - David Bearl
- Thomas P. Graham Jr. Division of Pediatric Cardiology, Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Maryanne Chrisant
- Department of Pediatric Cardiology, Joe DiMaggio Children's Hospital at Memorial Healthcare System, Hollywood, Florida
| | - Kak-Chen Chan
- Department of Pediatric Cardiology, Joe DiMaggio Children's Hospital at Memorial Healthcare System, Hollywood, Florida
| | - Deipanjan Nandi
- The Heart Center, Nationwide Children's Hospital, Columbus, Ohio
| | - Bruce Damon
- Carle Foundation Hospital/University of Illinois, Urbana, Illinois
| | - Margaret M Samyn
- Herma Heart Institute, Children's Wisconsin/Department of Pediatrics, Medical College of Wisconsin, Milwaukee, Wisconsin
| | - Ke Yan
- Division of Quantitative Health Sciences, Department of Pediatrics, Medical College of Wisconsin, Milwaukee, Wisconsin
| | - Kimberly Crum
- Thomas P. Graham Jr. Division of Pediatric Cardiology, Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Kristen George-Durrett
- Thomas P. Graham Jr. Division of Pediatric Cardiology, Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee
| | - Lazaro Hernandez
- Department of Pediatric Cardiology, Joe DiMaggio Children's Hospital at Memorial Healthcare System, Hollywood, Florida
| | - Jonathan H Soslow
- Thomas P. Graham Jr. Division of Pediatric Cardiology, Department of Pediatrics, Vanderbilt University Medical Center, Nashville, Tennessee
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Sachdeva R, Armstrong AK, Arnaout R, Grosse-Wortmann L, Han BK, Mertens L, Moore RA, Olivieri LJ, Parthiban A, Powell AJ. Novel Techniques in Imaging Congenital Heart Disease: JACC Scientific Statement. J Am Coll Cardiol 2024; 83:63-81. [PMID: 38171712 PMCID: PMC10947556 DOI: 10.1016/j.jacc.2023.10.025] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/21/2023] [Revised: 10/05/2023] [Accepted: 10/13/2023] [Indexed: 01/05/2024]
Abstract
Recent years have witnessed exponential growth in cardiac imaging technologies, allowing better visualization of complex cardiac anatomy and improved assessment of physiology. These advances have become increasingly important as more complex surgical and catheter-based procedures are evolving to address the needs of a growing congenital heart disease population. This state-of-the-art review presents advances in echocardiography, cardiac magnetic resonance, cardiac computed tomography, invasive angiography, 3-dimensional modeling, and digital twin technology. The paper also highlights the integration of artificial intelligence with imaging technology. While some techniques are in their infancy and need further refinement, others have found their way into clinical workflow at well-resourced centers. Studies to evaluate the clinical value and cost-effectiveness of these techniques are needed. For techniques that enhance the value of care for congenital heart disease patients, resources will need to be allocated for education and training to promote widespread implementation.
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Affiliation(s)
- Ritu Sachdeva
- Department of Pediatrics, Division of Pediatric Cardiology, Emory University School of Medicine and Children's Healthcare of Atlanta, Atlanta, Georgia, USA.
| | - Aimee K Armstrong
- The Heart Center, Nationwide Children's Hospital, Department of Pediatrics, Division of Cardiology, Ohio State University, Columbus, Ohio, USA
| | - Rima Arnaout
- Division of Cardiology, Department of Medicine, University of California-San Francisco, San Francisco, California, USA
| | - Lars Grosse-Wortmann
- Division of Cardiology, Department of Pediatrics, Oregon Health and Science University, Portland, Oregon, USA
| | - B Kelly Han
- Division of Cardiology, Department of Pediatrics, University of Utah School of Medicine, Salt Lake City, Utah, USA
| | - Luc Mertens
- Division of Cardiology, Department of Pediatrics, University of Toronto and The Hospital for Sick Children, Toronto, Ontario, Canada
| | - Ryan A Moore
- The Heart Institute, Cincinnati Children's Hospital Medical Center, Cincinnati, Ohio, USA
| | - Laura J Olivieri
- Division of Cardiology, Department of Pediatrics, Children's Hospital of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Anitha Parthiban
- Department of Cardiology, Texas Children's Hospital, Baylor College of Medicine, Houston, Texas, USA
| | - Andrew J Powell
- Department of Cardiology, Boston Children's Hospital, Boston, Massachusetts, USA; Department of Pediatrics, Harvard Medical School, Boston, Massachusetts, USA
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5
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Anthony C, Imran M, Pouliopoulos J, Emmanuel S, Iliff J, Liu Z, Moffat K, Ru Qiu M, McLean CA, Stehning C, Puntmann V, Vassiliou V, Ismail TF, Gulati A, Prasad S, Graham RM, McCrohon J, Holloway C, Kotlyar E, Muthiah K, Keogh AM, Hayward CS, Macdonald PS, Jabbour A. Cardiovascular Magnetic Resonance for Rejection Surveillance After Cardiac Transplantation. Circulation 2022; 145:1811-1824. [PMID: 35621277 DOI: 10.1161/circulationaha.121.057006] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/01/2023]
Abstract
BACKGROUND Endomyocardial biopsy (EMB) is the gold standard method for surveillance of acute cardiac allograft rejection (ACAR) despite its invasive nature. Cardiovascular magnetic resonance (CMR)-based myocardial tissue characterization allows detection of myocarditis. The feasibility of CMR-based surveillance for ACAR-induced myocarditis in the first year after heart transplantation is currently undescribed. METHODS CMR-based multiparametric mapping was initially assessed in a prospective cross-sectional fashion to establish agreement between CMR- and EMB-based ACAR and to determine CMR cutoff values between rejection grades. A prospective randomized noninferiority pilot study was then undertaken in adult orthotopic heart transplant recipients who were randomized at 4 weeks after orthotopic heart transplantation to either CMR- or EMB-based rejection surveillance. Clinical end points were assessed at 52 weeks. RESULTS Four hundred one CMR studies and 354 EMB procedures were performed in 106 participants. Forty heart transplant recipients were randomized. CMR-based multiparametric assessment was highly reproducible and reliable at detecting ACAR (area under the curve, 0.92; sensitivity, 93%; specificity, 92%; negative predictive value, 99%) with greater specificity and negative predictive value than either T1 or T2 parametric CMR mapping alone. High-grade rejection occurred in similar numbers of patients in each randomized group (CMR, n=7; EMB, n=8; P=0.74). Despite similarities in immunosuppression requirements, kidney function, and mortality between groups, the rates of hospitalization (9 of 20 [45%] versus 18 of 20 [90%]; odds ratio, 0.091; P=0.006) and infection (7 of 20 [35%] versus 14 of 20 [70%]; odds ratio, 0.192; P=0,019) were lower in the CMR group. On 15 occasions (6%), patients who were randomized to the CMR arm underwent EMB for clarification or logistic reasons, representing a 94% reduction in the requirement for EMB-based surveillance. CONCLUSIONS A noninvasive CMR-based surveillance strategy for ACAR in the first year after orthotopic heart transplantation is feasible compared with EMB-based surveillance. REGISTRATION HREC/13/SVH/66 and HREC/17/SVH/80. AUSTRALIAN NEW ZEALAND CLINICAL TRIALS REGISTRY ACTRN12618000672257.
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Affiliation(s)
- Chris Anthony
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia
| | - Muhammad Imran
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia
| | - Jim Pouliopoulos
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia.,Medical Imaging Department (K.M.), St. Vincent's Hospital, Sydney, Australia.,UNSW, Sydney, Australia (J.P., R.M.G., A.M.K., P.S.M., A.J.)
| | - Sam Emmanuel
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia.,Medical Imaging Department (K.M.), St. Vincent's Hospital, Sydney, Australia
| | - James Iliff
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia
| | - Zhixin Liu
- Stats Central, Mark Wainwright Analytical Centre, UNSW, Sydney, Australia (Z.L.)
| | - Kirsten Moffat
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia.,Medical Imaging Department (K.M.), St. Vincent's Hospital, Sydney, Australia
| | - Min Ru Qiu
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia
| | | | | | - Valentina Puntmann
- Institute for Experimental and Translational Cardiovascular Imaging, Goethe University Hospital, Frankfurt, Germany (V.P.)
| | - Vass Vassiliou
- CMR, Royal Brompton Hospital, Imperial College London, UK (V.V., A.G., S.P.).,Norwich Medical School, University of East Anglia, UK (V.V.)
| | | | - Ankur Gulati
- CMR, Royal Brompton Hospital, Imperial College London, UK (V.V., A.G., S.P.)
| | - Sanjay Prasad
- CMR, Royal Brompton Hospital, Imperial College London, UK (V.V., A.G., S.P.)
| | - Robert M Graham
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia.,Medical Imaging Department (K.M.), St. Vincent's Hospital, Sydney, Australia.,UNSW, Sydney, Australia (J.P., R.M.G., A.M.K., P.S.M., A.J.)
| | - Jane McCrohon
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia
| | - Cameron Holloway
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia
| | - Eugene Kotlyar
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia
| | - Kavitha Muthiah
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia
| | - Anne M Keogh
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia.,UNSW, Sydney, Australia (J.P., R.M.G., A.M.K., P.S.M., A.J.)
| | - Christopher S Hayward
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia.,Victor Chang Cardiac Research Institute, Sydney, Australia (J.P., S.E., R.M.G., C.S.H., P.S.M., A.J.)
| | - Peter S Macdonald
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia.,Victor Chang Cardiac Research Institute, Sydney, Australia (J.P., S.E., R.M.G., C.S.H., P.S.M., A.J.).,UNSW, Sydney, Australia (J.P., R.M.G., A.M.K., P.S.M., A.J.)
| | - Andrew Jabbour
- Heart and Lung Transplant Unit (C.A., M.I., J.P., S.E., J.I., M.R.Q., R.M.G., J.M., C.H., E.K., K.M., A.M.K., C.S.H., P.S.M., A.J.), St. Vincent's Hospital, Sydney, Australia.,Victor Chang Cardiac Research Institute, Sydney, Australia (J.P., S.E., R.M.G., C.S.H., P.S.M., A.J.).,UNSW, Sydney, Australia (J.P., R.M.G., A.M.K., P.S.M., A.J.)
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Pradhan S, Mullikin A, Zang H, Ollberding NJ, Stark S, Hill GD, Chin C, Tretter JT. Decreased Global Myocardial Work Efficiency Correlates with Coronary Vasculopathy in Pediatric Heart Transplant Patients. Pediatr Cardiol 2022; 43:515-524. [PMID: 34651198 DOI: 10.1007/s00246-021-02748-1] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/16/2021] [Accepted: 09/30/2021] [Indexed: 11/29/2022]
Abstract
Coronary angiography remains the standard for diagnosis of cardiac transplant vasculopathy (CAV), but it is invasive. Non-invasively derived left ventricle (LV) global myocardial work (GMW) indices have not been evaluated. We aimed to assess for correlations between LV GMW and the presence of CAV in a pediatric population. 24 heart transplant patients and 24 normal controls were prospectively enrolled. Patients were age-matched into groups with: orthotopic heart transplant and CAV (OHT-CAV; 6 patients, 33% male, mean age 13.5 years [SD 4.2]), orthotopic heart transplant without CAV (OHT; 18 patients, 67% male, mean age 11.1 years [SD 4.8]), and normal healthy controls (42% male, mean age 12.8 years [SD 5.0]). Transplant patients underwent cardiac catheterization with coronary angiography within 3 months of echocardiogram. Post-processing of echocardiograms with speckle-tracking echocardiography and derivation of GMW indices was performed. OHT-CAV patients had decreased global work efficiency (GWE) compared to OHT (mean difference = 7.01 [1.76, 12.25], adjusted p < 0.01). LV global longitudinal strain (GLS) and LV ejection fraction were not different between groups. Both global work index and GWE were decreased in OHT-CAV and OHT when compared to normal controls (OHT-CAV 1311.23 mmHg% vs OHT 1426.22 mmHg% vs controls 1802.81 mmHg%, adjusted p < 0.01; OHT-CAV 83.87% vs. OHT 90.87% vs. controls 95.41%, adjusted p < 0.01). GWE correlated negatively with the presence of CAV (r = - 0.44 [- 0.72, - 0.05]). This pilot study demonstrates decreased GWE correlates with pediatric CAV. This supports the need for further investigation of this promising diagnostic tool.
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Affiliation(s)
- Sarah Pradhan
- The Heart Institute, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
| | - Anna Mullikin
- The Heart Institute, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
| | - Huaiyu Zang
- Division of Biostatistics and Epidemiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA
| | - Nicholas J Ollberding
- Division of Biostatistics and Epidemiology, Cincinnati Children's Hospital Medical Center, Cincinnati, OH, USA.,Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Shelly Stark
- The Heart Institute, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA
| | - Garick D Hill
- The Heart Institute, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA.,Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Clifford Chin
- The Heart Institute, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA.,Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA
| | - Justin T Tretter
- The Heart Institute, Cincinnati Children's Hospital Medical Center, 3333 Burnet Avenue, Cincinnati, OH, 45229, USA. .,Department of Pediatrics, University of Cincinnati College of Medicine, Cincinnati, OH, USA.
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8
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Feingold B, Rose-Felker K, West SC, Zinn MD, Berman P, Moninger A, Huston A, Stinner B, Xu Q, Zeevi A, Miller SA. Early findings after integration of donor-derived cell-free DNA into clinical care following pediatric heart transplantation. Pediatr Transplant 2022; 26:e14124. [PMID: 34420244 DOI: 10.1111/petr.14124] [Citation(s) in RCA: 14] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/10/2021] [Revised: 06/23/2021] [Accepted: 08/13/2021] [Indexed: 10/20/2022]
Abstract
BACKGROUND Endomyocardial biopsy (EMB) is costly and discomforting yet remains a key component of surveillance after pediatric heart transplantation (HT). Donor-derived cell-free DNA (dd-cfDNA) has been histologically validated with high negative predictive value, offering an alternative to surveillance EMB (sEMB). METHODS We implemented an alternative surveillance protocol using commercially available dd-cfDNA assays in place of sEMB after pediatric HT. Recipients ≧7 months post-HT with reassuring clinical assessment were referred for dd-cfDNA. When not elevated above the manufacturers' threshold, sEMB was deferred. Subsequent clinical status and results of follow-up EMB were analyzed. RESULTS Over 17 months, 58 recipients [34% female, median age at HT 3.1 years (IQR 0.6-10.6)] had dd-cfDNA assessed per protocol. Median age was 14.8 years (8.4-18.3) and time from HT 6.0 years (2.2-11.2). Forty-seven (81%) had non-elevated dd-cfDNA and 11 (19%) were elevated. During a median of 8.7 months (4.2-15), all are alive without allograft loss/new dysfunction. Among those with non-elevated dd-cfDNA, 24 (51%) had subsequent sEMB at 12.1 months (6.9-12.9) with 23 showing no acute rejection (AR): grade 0R/pAMR0 (n = 16); 1R(1A)/pAMR0 (n = 7). One had AR (grade 2R(3A)/pAMR0) on follow-up sEMB after decreased immunosuppression following a diagnosis of PTLD. All 11 with elevated dd-cfDNA had reflex EMB at 19 days (12-32) with AR in 4: grade 1R(1B-2)/pAMR0 (n = 3); 1R(1B)/pAMR2 (n = 1). CONCLUSIONS dd-cfDNA assessment in place of selected, per-protocol EMB decreased surveillance EMB by 81% in our pediatric HT recipient cohort with no short-term adverse outcomes. Individual center approach to surveillance EMB will influence the utility of these findings.
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Affiliation(s)
- Brian Feingold
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.,Clinical and Translational Science, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.,Hillman Center for Pediatric Transplantation, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | - Kirsten Rose-Felker
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.,Hillman Center for Pediatric Transplantation, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | - Shawn C West
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.,Hillman Center for Pediatric Transplantation, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | - Matthew D Zinn
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.,Hillman Center for Pediatric Transplantation, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | - Pamela Berman
- Hillman Center for Pediatric Transplantation, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | - Allison Moninger
- Hillman Center for Pediatric Transplantation, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | - Allison Huston
- Hillman Center for Pediatric Transplantation, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | - Brenda Stinner
- Hillman Center for Pediatric Transplantation, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
| | - Qingyong Xu
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Adriana Zeevi
- Department of Pathology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Susan A Miller
- Department of Pediatrics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.,Hillman Center for Pediatric Transplantation, UPMC Children's Hospital of Pittsburgh, Pittsburgh, PA, USA
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