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Amdani S, Auerbach SR, Bansal N, Chen S, Conway J, Silva JPDA, Deshpande SR, Hoover J, Lin KY, Miyamoto SD, Puri K, Price J, Spinner J, White R, Rossano JW, Bearl DW, Cousino MK, Catlin P, Hidalgo NC, Godown J, Kantor P, Masarone D, Peng DM, Rea KE, Schumacher K, Shaddy R, Shea E, Tapia HV, Valikodath N, Zafar F, Hsu D. Research Gaps in Pediatric Heart Failure: Defining the Gaps and Then Closing Them Over the Next Decade. J Card Fail 2024; 30:64-77. [PMID: 38065308 DOI: 10.1016/j.cardfail.2023.08.026] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 08/18/2023] [Accepted: 08/19/2023] [Indexed: 01/13/2024]
Abstract
Given the numerous opportunities and the wide knowledge gaps in pediatric heart failure, an international group of pediatric heart failure experts with diverse backgrounds were invited and tasked with identifying research gaps in each pediatric heart failure domain that scientists and funding agencies need to focus on over the next decade.
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Affiliation(s)
- Shahnawaz Amdani
- Department of Pediatric Cardiology, Cleveland Clinic Children's, Cleveland, Ohio.
| | - Scott R Auerbach
- Division of Pediatric Cardiology, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Neha Bansal
- Division of Pediatric Cardiology, Mount Sinai Kravis Children's Hospital, Icahn School of Medicine, New York, New York
| | - Sharon Chen
- Division of Pediatric Cardiology, Lucile Packard Children's Hospital, Stanford University School of Medicine, Palo Alto, California
| | - Jennifer Conway
- Division of Pediatric Cardiology, Stollery Children's Hospital, Edmonton, Alberta, Canada
| | - Julie Pires DA Silva
- Division of Pediatric Cardiology, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | | | - Jessica Hoover
- Department of Pediatric Cardiology, Cleveland Clinic Children's, Cleveland, Ohio
| | - Kimberly Y Lin
- Division of Cardiology, Department of Pediatrics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Shelley D Miyamoto
- Division of Pediatric Cardiology, University of Colorado Anschutz Medical Campus, Aurora, Colorado
| | - Kriti Puri
- Department of Pediatrics, Section of Pediatric Cardiology, Baylor College of Medicine/Texas Children's Hospital, Houston, Texas
| | - Jack Price
- Department of Pediatrics, Section of Pediatric Cardiology, Baylor College of Medicine/Texas Children's Hospital, Houston, Texas
| | - Joseph Spinner
- Department of Pediatrics, Section of Pediatric Cardiology, Baylor College of Medicine/Texas Children's Hospital, Houston, Texas
| | - Rachel White
- Division of Cardiology, Department of Pediatrics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - Joseph W Rossano
- Division of Cardiology, Department of Pediatrics, Children's Hospital of Philadelphia, Philadelphia, Pennsylvania
| | - David W Bearl
- Department of Pediatric Cardiology, Monroe Carell Jr. Children's Hospital, Nashville, Tennessee
| | - Melissa K Cousino
- Department of Pediatrics, University of Michigan, C. S. Mott Children's Hospital, Ann Arbor, Michigan
| | - Perry Catlin
- Department of Psychology, Marquette University, Milwaukee, Wisconsin
| | - Nicolas Corral Hidalgo
- Division of Pediatric Cardiology, Children's Hospital at Montefiore, Albert Einstein College of Medicine, Bronx, New York
| | - Justin Godown
- Department of Pediatric Cardiology, Monroe Carell Jr. Children's Hospital, Nashville, Tennessee
| | - Paul Kantor
- Children's Hospital Los Angeles and the Keck School of Medicine of the University of Southern California, Los Angeles, California
| | - Daniele Masarone
- Heart Failure Unit, Department of Cardiology, AORN dei Colli-Monaldi Hospital Naples, Naples, Italy
| | - David M Peng
- Department of Pediatrics, University of Michigan, C. S. Mott Children's Hospital, Ann Arbor, Michigan
| | - Kelly E Rea
- Department of Pediatrics, University of Michigan, C. S. Mott Children's Hospital, Ann Arbor, Michigan
| | - Kurt Schumacher
- Department of Pediatrics, University of Michigan, C. S. Mott Children's Hospital, Ann Arbor, Michigan
| | - Robert Shaddy
- Children's Hospital Los Angeles and the Keck School of Medicine of the University of Southern California, Los Angeles, California
| | - Erin Shea
- Heart Failure Unit, Department of Cardiology, AORN dei Colli-Monaldi Hospital Naples, Naples, Italy
| | - Henry Valora Tapia
- Division of Pediatric Cardiology, University of Utah. Salt Lake City, Utah
| | - Nishma Valikodath
- Department of Pediatrics, Section of Pediatric Cardiology, Baylor College of Medicine/Texas Children's Hospital, Houston, Texas
| | - Farhan Zafar
- The Heart Institute, Cincinnati Children's Hospital Medical Center, College of Medicine, University of Cincinnati, Cincinnati, Ohio
| | - Daphne Hsu
- Division of Pediatric Cardiology, Children's Hospital at Montefiore, Albert Einstein College of Medicine, Bronx, New York
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Use of machine learning in pediatric surgical clinical prediction tools: A systematic review. J Pediatr Surg 2023; 58:908-916. [PMID: 36804103 DOI: 10.1016/j.jpedsurg.2023.01.020] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/24/2022] [Accepted: 01/03/2023] [Indexed: 01/20/2023]
Abstract
PURPOSE Clinical prediction tools (CPTs) are decision-making instruments utilizing patient data to predict specific clinical outcomes, risk-stratify patients, or suggest personalized diagnostic or therapeutic options. Recent advancements in artificial intelligence have resulted in a proliferation of CPTs created using machine learning (ML)-yet the clinical applicability of ML-based CPTs and their validation in clinical settings remain unclear. This systematic review aims to compare the validity and clinical efficacy of ML-based to traditional CPTs in pediatric surgery. METHODS Nine databases were searched from 2000 until July 9, 2021 to retrieve articles reporting on CPTs and ML for pediatric surgical conditions. PRISMA standards were followed, and screening was performed by two independent reviewers in Rayyan, with a third reviewer resolving conflicts. Risk of bias was assessed using the PROBAST. RESULTS Out of 8300 studies, 48 met the inclusion criteria. The most represented surgical specialties were pediatric general (14), neurosurgery (13) and cardiac surgery (12). Prognostic (26) CPTs were the most represented type of surgical pediatric CPTs followed by diagnostic (10), interventional (9), and risk stratifying (2). One study included a CPT for diagnostic, interventional and prognostic purposes. 81% of studies compared their CPT to ML-based CPTs, statistical CPTs, or the unaided clinician, but lacked external validation and/or evidence of clinical implementation. CONCLUSIONS While most studies claim significant potential improvements by incorporating ML-based CPTs in pediatric surgical decision-making, both external validation and clinical application remains limited. Further studies must focus on validating existing instruments or developing validated tools, and incorporating them in the clinical workflow. TYPE OF STUDY Systematic Review LEVEL OF EVIDENCE: Level III.
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Velleca A, Shullo MA, Dhital K, Azeka E, Colvin M, DePasquale E, Farrero M, García-Guereta L, Jamero G, Khush K, Lavee J, Pouch S, Patel J, Michaud CJ, Shullo M, Schubert S, Angelini A, Carlos L, Mirabet S, Patel J, Pham M, Urschel S, Kim KH, Miyamoto S, Chih S, Daly K, Grossi P, Jennings D, Kim IC, Lim HS, Miller T, Potena L, Velleca A, Eisen H, Bellumkonda L, Danziger-Isakov L, Dobbels F, Harkess M, Kim D, Lyster H, Peled Y, Reinhardt Z. The International Society for Heart and Lung Transplantation (ISHLT) Guidelines for the Care of Heart Transplant Recipients. J Heart Lung Transplant 2022; 42:e1-e141. [PMID: 37080658 DOI: 10.1016/j.healun.2022.10.015] [Citation(s) in RCA: 125] [Impact Index Per Article: 62.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
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Velleca A, Shullo MA, Dhital K, Azeka E, Colvin M, DePasquale E, Farrero M, García-Guereta L, Jamero G, Khush K, Lavee J, Pouch S, Patel J, Michaud CJ, Shullo M, Schubert S, Angelini A, Carlos L, Mirabet S, Patel J, Pham M, Urschel S, Kim KH, Miyamoto S, Chih S, Daly K, Grossi P, Jennings D, Kim IC, Lim HS, Miller T, Potena L, Velleca A, Eisen H, Bellumkonda L, Danziger-Isakov L, Dobbels F, Harkess M, Kim D, Lyster H, Peled Y, Reinhardt Z. The International Society for Heart and Lung Transplantation (ISHLT) Guidelines for the Care of Heart Transplant Recipients. J Heart Lung Transplant 2022. [DOI: 10.1016/j.healun.2022.09.023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022] Open
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