Literature DB >> 22864647

A predictive model for neurodevelopmental outcome after the Norwood procedure.

William T Mahle1, Minmin Lu, Richard G Ohye, J William Gaynor, Caren S Goldberg, Lynn A Sleeper, Victoria L Pemberton, Kathleen A Mussatto, Ismee A Williams, Erica Sood, Catherine Dent Krawczeski, Alan Lewis, Nicole Mirarchi, Mark Scheurer, Sara K Pasquali, Nelangi Pinto, Jeffrey P Jacobs, Brian W McCrindle, Jane W Newburger.   

Abstract

Neurodevelopmental outcomes after the Norwood procedure for single right ventricular lesions are worse than those in the normal population. It would be valuable to identify which patients at the time of Norwood discharge are at greatest risk for neurodevelopmental impairment later in childhood. As such, this study sought to construct and validate a model to predict poor neurodevelopmental outcome using variables readily available to the clinician. Using data from the 14 month neurodevelopmental outcome of the Single-Ventricle Reconstruction (SVR) trial, a classification and regression tree (CART) analysis model was developed to predict severe neurodevelopmental impairment, defined as a Psychomotor Development Index (PDI) score lower than 70 on the Bayley Scales of Infant Development-II. The model then was validated using data from subjects enrolled in the Infant Single Ventricle (ISV) trial. The PDI scores were lower than 70 for 138 (44 %) of 313 subjects. Predictors of a PDI lower than 70 were post-Norwood intensive care unit (ICU) stay longer than 46 days, genetic syndrome or other anomalies, birth weight less than 2.7 kg, additional cardiac surgical procedures, and use of five or more medications at hospital discharge. Using these risk factors, the CART model correctly identified 75 % of SVR subjects with a PDI lower than 70. When the CART model was applied to 70 subjects from the ISV trial, the correct classification rate was 67 %. This model of variables from the Norwood hospitalization can help to identify infants at risk for neurodevelopmental impairment. However, given the overall high prevalence of neurodevelopmental impairment and the fact that nearly one third of severely affected children would not have been identified by these risk factors, close surveillance and assessment for early intervention services are warranted for all infants after the Norwood procedure.

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Year:  2012        PMID: 22864647      PMCID: PMC3505274          DOI: 10.1007/s00246-012-0450-1

Source DB:  PubMed          Journal:  Pediatr Cardiol        ISSN: 0172-0643            Impact factor:   1.655


  23 in total

1.  Models to predict cardiovascular risk: comparison of CART, multilayer perceptron and logistic regression.

Authors:  I Colombet; A Ruelland; G Chatellier; F Gueyffier; P Degoulet; M C Jaulent
Journal:  Proc AMIA Symp       Date:  2000

2.  Relationship of surgical approach to neurodevelopmental outcomes in hypoplastic left heart syndrome.

Authors:  William T Mahle; Karen J Visconti; M Catherin Freier; Stephen M Kanne; William G Hamilton; Angela M Sharkey; Richard E Chinnock; Kathy J Jenkins; Peter K Isquith; Thomas G Burns; Pamela C Jenkins
Journal:  Pediatrics       Date:  2005-12-15       Impact factor: 7.124

3.  Neurodevelopmental outcome and lifestyle assessment in school-aged and adolescent children with hypoplastic left heart syndrome.

Authors:  W T Mahle; R R Clancy; E M Moss; M Gerdes; D R Jobes; G Wernovsky
Journal:  Pediatrics       Date:  2000-05       Impact factor: 7.124

4.  A randomized clinical trial of regional cerebral perfusion versus deep hypothermic circulatory arrest: outcomes for infants with functional single ventricle.

Authors:  Caren S Goldberg; Edward L Bove; Eric J Devaney; Eileen Mollen; Edward Schwartz; Shauna Tindall; Cheryl Nowak; John Charpie; Morton B Brown; Tom J Kulik; Richard G Ohye
Journal:  J Thorac Cardiovasc Surg       Date:  2007-02-22       Impact factor: 5.209

5.  Apolipoprotein E genotype and neurodevelopmental sequelae of infant cardiac surgery.

Authors:  J William Gaynor; Marsha Gerdes; Elaine H Zackai; Judy Bernbaum; Gil Wernovsky; Robert R Clancy; Mark F Newman; Ann M Saunders; Patrick J Heagerty; Jo Ann D'Agostino; Donna McDonald-McGinn; Susan C Nicolson; Thomas L Spray; Gail P Jarvik
Journal:  J Thorac Cardiovasc Surg       Date:  2003-12       Impact factor: 5.209

6.  Early developmental outcome after the Norwood procedure for hypoplastic left heart syndrome.

Authors:  J H Kern; V J Hinton; N E Nereo; C J Hayes; W M Gersony
Journal:  Pediatrics       Date:  1998-11       Impact factor: 7.124

7.  Length of stay after infant heart surgery is related to cognitive outcome at age 8 years.

Authors:  Jane W Newburger; David Wypij; David C Bellinger; Adre J du Plessis; Karl C K Kuban; Leonard A Rappaport; Daniel Almirall; David L Wessel; Richard A Jonas; Gil Wernovsky
Journal:  J Pediatr       Date:  2003-07       Impact factor: 4.406

8.  Congenital brain anomalies associated with the hypoplastic left heart syndrome.

Authors:  T A Glauser; L B Rorke; P M Weinberg; R R Clancy
Journal:  Pediatrics       Date:  1990-06       Impact factor: 7.124

9.  Relationship of patient and medical characteristics to health status in children and adolescents after the Fontan procedure.

Authors:  Brian W McCrindle; Richard V Williams; Paul D Mitchell; Daphne T Hsu; Stephen M Paridon; Andrew M Atz; Jennifer S Li; Jane W Newburger
Journal:  Circulation       Date:  2006-02-20       Impact factor: 29.690

10.  An MRI study of neurological injury before and after congenital heart surgery.

Authors:  William T Mahle; Federica Tavani; Robert A Zimmerman; Susan C Nicolson; Kristin K Galli; J William Gaynor; Robert R Clancy; Lisa M Montenegro; Thomas L Spray; Rosetta M Chiavacci; Gil Wernovsky; C Dean Kurth
Journal:  Circulation       Date:  2002-09-24       Impact factor: 29.690

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  16 in total

1.  Factors associated with neurodevelopment for children with single ventricle lesions.

Authors:  Caren S Goldberg; Minmin Lu; Lynn A Sleeper; William T Mahle; J William Gaynor; Ismee A Williams; Kathleen A Mussatto; Richard G Ohye; Eric M Graham; Deborah U Frank; Jeffrey P Jacobs; Catherine Krawczeski; Linda Lambert; Alan Lewis; Victoria L Pemberton; Renee Sananes; Erica Sood; Stephanie B Wechsler; David C Bellinger; Jane W Newburger
Journal:  J Pediatr       Date:  2014-06-19       Impact factor: 4.406

Review 2.  Cognitive Development of School-Age Hypoplastic Left Heart Syndrome Survivors: A Single Center Study.

Authors:  Raphael D Oberhuber; Sonja Huemer; Rudolf Mair; Eva Sames-Dolzer; Michaela Kreuzer; Gerald Tulzer
Journal:  Pediatr Cardiol       Date:  2017-05-16       Impact factor: 1.655

3.  Early Neurodevelopmental Outcomes in Children with Hypoplastic Left Heart Syndrome and Related Anomalies After Hybrid Procedure.

Authors:  O M Khalid; T M Harrison
Journal:  Pediatr Cardiol       Date:  2019-08-30       Impact factor: 1.655

4.  Early results of neurodevelopment following hybrid stage I for hypoplastic left heart syndrome.

Authors:  Sharon L Cheatham; Helen Carey; Joanne L Chisolm; Jill C Heathcock; Deborah Steward
Journal:  Pediatr Cardiol       Date:  2014-11-08       Impact factor: 1.655

5.  Changes in Sedation Practices in Association with Delirium Screening in Infants After Cardiopulmonary Bypass.

Authors:  Michael R Chomat; Ahmed S Said; Jessica L Mann; Michael Wallendorf; Alexandra Bickhaus; Mayte Figueroa
Journal:  Pediatr Cardiol       Date:  2021-04-23       Impact factor: 1.655

6.  Academic Outcomes in Children With Congenital Heart Defects: A Population-Based Cohort Study.

Authors:  Matthew E Oster; Stephanie Watkins; Kevin D Hill; Jessica H Knight; Robert E Meyer
Journal:  Circ Cardiovasc Qual Outcomes       Date:  2017-02-22

7.  Executive Function in Children and Adolescents with Critical Cyanotic Congenital Heart Disease.

Authors:  Adam R Cassidy; Matthew T White; David R DeMaso; Jane W Newburger; David C Bellinger
Journal:  J Int Neuropsychol Soc       Date:  2014-12-09       Impact factor: 2.892

8.  Technical performance score is associated with outcomes after the Norwood procedure.

Authors:  Meena Nathan; Lynn A Sleeper; Richard G Ohye; Peter C Frommelt; Christopher A Caldarone; James S Tweddell; Minmin Lu; Gail D Pearson; J William Gaynor; Christian Pizarro; Ismee A Williams; Steven D Colan; Carolyn Dunbar-Masterson; Peter J Gruber; Kevin Hill; Jennifer Hirsch-Romano; Jeffrey P Jacobs; Jonathan R Kaltman; S Ram Kumar; David Morales; Scott M Bradley; Kirk Kanter; Jane W Newburger
Journal:  J Thorac Cardiovasc Surg       Date:  2014-06-19       Impact factor: 5.209

9.  Neurodevelopmental outcomes for children with hypoplastic left heart syndrome at the age of 5 years.

Authors:  Cheryl Brosig; Kathleen Mussatto; George Hoffman; Raymond G Hoffmann; Mahua Dasgupta; James Tweddell; Nancy Ghanayem
Journal:  Pediatr Cardiol       Date:  2013-03-16       Impact factor: 1.655

10.  Feasibility of a Team Approach to Complex Congenital Heart Defect Neurodevelopmental Follow-Up: Early Experience of a Combined Cardiology/Neonatal Intensive Care Unit Follow-Up Program.

Authors:  Olena Chorna; H Scott Baldwin; Jamie Neumaier; Shirley Gogliotti; Deborah Powers; Amanda Mouvery; David Bichell; Nathalie L Maitre
Journal:  Circ Cardiovasc Qual Outcomes       Date:  2016-05-24
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