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A Validated Model for Sudden Cardiac Death Risk Prediction in Pediatric Hypertrophic Cardiomyopathy
BACKGROUND: Hypertrophic cardiomyopathy is the leading cause of sudden cardiac death (SCD) in children and young adults. Our objective was to develop and validate a SCD risk prediction model in pediatric hypertrophic cardiomyopathy to guide SCD prevention strategies. METHODS: In an international mul...
Autores principales: | , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Lippincott Williams & Wilkins
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7365676/ https://www.ncbi.nlm.nih.gov/pubmed/32418493 http://dx.doi.org/10.1161/CIRCULATIONAHA.120.047235 |
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author | Miron, Anastasia Lafreniere-Roula, Myriam Steve Fan, Chun-Po Armstrong, Katey R. Dragulescu, Andreea Papaz, Tanya Manlhiot, Cedric Kaufman, Beth Butts, Ryan J. Gardin, Letizia Stephenson, Elizabeth A. Howard, Taylor S. Aziz, Pete F. Balaji, Seshadri Ladouceur, Virginie Beauséjour Benson, Lee N. Colan, Steven D. Godown, Justin Henderson, Heather T. Ingles, Jodie Jeewa, Aamir Jefferies, John L. Lal, Ashwin K. Mathew, Jacob Jean-St-Michel, Emilie Michels, Michelle Nakano, Stephanie J. Olivotto, Iacopo Parent, John J. Pereira, Alexandre C. Semsarian, Christopher Whitehill, Robert D. Wittekind, Samuel G. Russell, Mark W. Conway, Jennifer Richmond, Marc E. Villa, Chet Weintraub, Robert G. Rossano, Joseph W. Kantor, Paul F. Ho, Carolyn Y. Mital, Seema |
author_facet | Miron, Anastasia Lafreniere-Roula, Myriam Steve Fan, Chun-Po Armstrong, Katey R. Dragulescu, Andreea Papaz, Tanya Manlhiot, Cedric Kaufman, Beth Butts, Ryan J. Gardin, Letizia Stephenson, Elizabeth A. Howard, Taylor S. Aziz, Pete F. Balaji, Seshadri Ladouceur, Virginie Beauséjour Benson, Lee N. Colan, Steven D. Godown, Justin Henderson, Heather T. Ingles, Jodie Jeewa, Aamir Jefferies, John L. Lal, Ashwin K. Mathew, Jacob Jean-St-Michel, Emilie Michels, Michelle Nakano, Stephanie J. Olivotto, Iacopo Parent, John J. Pereira, Alexandre C. Semsarian, Christopher Whitehill, Robert D. Wittekind, Samuel G. Russell, Mark W. Conway, Jennifer Richmond, Marc E. Villa, Chet Weintraub, Robert G. Rossano, Joseph W. Kantor, Paul F. Ho, Carolyn Y. Mital, Seema |
author_sort | Miron, Anastasia |
collection | PubMed |
description | BACKGROUND: Hypertrophic cardiomyopathy is the leading cause of sudden cardiac death (SCD) in children and young adults. Our objective was to develop and validate a SCD risk prediction model in pediatric hypertrophic cardiomyopathy to guide SCD prevention strategies. METHODS: In an international multicenter observational cohort study, phenotype-positive patients with isolated hypertrophic cardiomyopathy <18 years of age at diagnosis were eligible. The primary outcome variable was the time from diagnosis to a composite of SCD events at 5-year follow-up: SCD, resuscitated sudden cardiac arrest, and aborted SCD, that is, appropriate shock following primary prevention implantable cardioverter defibrillators. Competing risk models with cause-specific hazard regression were used to identify and quantify clinical and genetic factors associated with SCD. The cause-specific regression model was implemented using boosting, and tuned with 10 repeated 4-fold cross-validations. The final model was fitted using all data with the tuned hyperparameter value that maximizes the c-statistic, and its performance was characterized by using the c-statistic for competing risk models. The final model was validated in an independent external cohort (SHaRe [Sarcomeric Human Cardiomyopathy Registry], n=285). RESULTS: Overall, 572 patients met eligibility criteria with 2855 patient-years of follow-up. The 5-year cumulative proportion of SCD events was 9.1% (14 SCD, 25 resuscitated sudden cardiac arrests, and 14 aborted SCD). Risk predictors included age at diagnosis, documented nonsustained ventricular tachycardia, unexplained syncope, septal diameter z-score, left ventricular posterior wall diameter z score, left atrial diameter z score, peak left ventricular outflow tract gradient, and presence of a pathogenic variant. Unlike in adults, left ventricular outflow tract gradient had an inverse association, and family history of SCD had no association with SCD. Clinical and clinical/genetic models were developed to predict 5-year freedom from SCD. Both models adequately discriminated between patients with and without SCD events with a c-statistic of 0.75 and 0.76, respectively, and demonstrated good agreement between predicted and observed events in the primary and validation cohorts (validation c-statistic 0.71 and 0.72, respectively). CONCLUSION: Our study provides a validated SCD risk prediction model with >70% prediction accuracy and incorporates risk factors that are unique to pediatric hypertrophic cardiomyopathy. An individualized risk prediction model has the potential to improve the application of clinical practice guidelines and shared decision making for implantable cardioverter defibrillator insertion. REGISTRATION: URL: https://www.clinicaltrials.gov; Unique identifier: NCT0403679. |
format | Online Article Text |
id | pubmed-7365676 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | Lippincott Williams & Wilkins |
record_format | MEDLINE/PubMed |
spelling | pubmed-73656762020-08-05 A Validated Model for Sudden Cardiac Death Risk Prediction in Pediatric Hypertrophic Cardiomyopathy Miron, Anastasia Lafreniere-Roula, Myriam Steve Fan, Chun-Po Armstrong, Katey R. Dragulescu, Andreea Papaz, Tanya Manlhiot, Cedric Kaufman, Beth Butts, Ryan J. Gardin, Letizia Stephenson, Elizabeth A. Howard, Taylor S. Aziz, Pete F. Balaji, Seshadri Ladouceur, Virginie Beauséjour Benson, Lee N. Colan, Steven D. Godown, Justin Henderson, Heather T. Ingles, Jodie Jeewa, Aamir Jefferies, John L. Lal, Ashwin K. Mathew, Jacob Jean-St-Michel, Emilie Michels, Michelle Nakano, Stephanie J. Olivotto, Iacopo Parent, John J. Pereira, Alexandre C. Semsarian, Christopher Whitehill, Robert D. Wittekind, Samuel G. Russell, Mark W. Conway, Jennifer Richmond, Marc E. Villa, Chet Weintraub, Robert G. Rossano, Joseph W. Kantor, Paul F. Ho, Carolyn Y. Mital, Seema Circulation Original Research Articles BACKGROUND: Hypertrophic cardiomyopathy is the leading cause of sudden cardiac death (SCD) in children and young adults. Our objective was to develop and validate a SCD risk prediction model in pediatric hypertrophic cardiomyopathy to guide SCD prevention strategies. METHODS: In an international multicenter observational cohort study, phenotype-positive patients with isolated hypertrophic cardiomyopathy <18 years of age at diagnosis were eligible. The primary outcome variable was the time from diagnosis to a composite of SCD events at 5-year follow-up: SCD, resuscitated sudden cardiac arrest, and aborted SCD, that is, appropriate shock following primary prevention implantable cardioverter defibrillators. Competing risk models with cause-specific hazard regression were used to identify and quantify clinical and genetic factors associated with SCD. The cause-specific regression model was implemented using boosting, and tuned with 10 repeated 4-fold cross-validations. The final model was fitted using all data with the tuned hyperparameter value that maximizes the c-statistic, and its performance was characterized by using the c-statistic for competing risk models. The final model was validated in an independent external cohort (SHaRe [Sarcomeric Human Cardiomyopathy Registry], n=285). RESULTS: Overall, 572 patients met eligibility criteria with 2855 patient-years of follow-up. The 5-year cumulative proportion of SCD events was 9.1% (14 SCD, 25 resuscitated sudden cardiac arrests, and 14 aborted SCD). Risk predictors included age at diagnosis, documented nonsustained ventricular tachycardia, unexplained syncope, septal diameter z-score, left ventricular posterior wall diameter z score, left atrial diameter z score, peak left ventricular outflow tract gradient, and presence of a pathogenic variant. Unlike in adults, left ventricular outflow tract gradient had an inverse association, and family history of SCD had no association with SCD. Clinical and clinical/genetic models were developed to predict 5-year freedom from SCD. Both models adequately discriminated between patients with and without SCD events with a c-statistic of 0.75 and 0.76, respectively, and demonstrated good agreement between predicted and observed events in the primary and validation cohorts (validation c-statistic 0.71 and 0.72, respectively). CONCLUSION: Our study provides a validated SCD risk prediction model with >70% prediction accuracy and incorporates risk factors that are unique to pediatric hypertrophic cardiomyopathy. An individualized risk prediction model has the potential to improve the application of clinical practice guidelines and shared decision making for implantable cardioverter defibrillator insertion. REGISTRATION: URL: https://www.clinicaltrials.gov; Unique identifier: NCT0403679. Lippincott Williams & Wilkins 2020-05-18 2020-07-21 /pmc/articles/PMC7365676/ /pubmed/32418493 http://dx.doi.org/10.1161/CIRCULATIONAHA.120.047235 Text en © 2020 The Authors. Circulation is published on behalf of the American Heart Association, Inc., by Wolters Kluwer Health, Inc. This is an open access article under the terms of the Creative Commons Attribution Non-Commercial-NoDerivs (https://creativecommons.org/licenses/by-nc-nd/4.0/) License, which permits use, distribution, and reproduction in any medium, provided that the original work is properly cited, the use is noncommercial, and no modifications or adaptations are made. |
spellingShingle | Original Research Articles Miron, Anastasia Lafreniere-Roula, Myriam Steve Fan, Chun-Po Armstrong, Katey R. Dragulescu, Andreea Papaz, Tanya Manlhiot, Cedric Kaufman, Beth Butts, Ryan J. Gardin, Letizia Stephenson, Elizabeth A. Howard, Taylor S. Aziz, Pete F. Balaji, Seshadri Ladouceur, Virginie Beauséjour Benson, Lee N. Colan, Steven D. Godown, Justin Henderson, Heather T. Ingles, Jodie Jeewa, Aamir Jefferies, John L. Lal, Ashwin K. Mathew, Jacob Jean-St-Michel, Emilie Michels, Michelle Nakano, Stephanie J. Olivotto, Iacopo Parent, John J. Pereira, Alexandre C. Semsarian, Christopher Whitehill, Robert D. Wittekind, Samuel G. Russell, Mark W. Conway, Jennifer Richmond, Marc E. Villa, Chet Weintraub, Robert G. Rossano, Joseph W. Kantor, Paul F. Ho, Carolyn Y. Mital, Seema A Validated Model for Sudden Cardiac Death Risk Prediction in Pediatric Hypertrophic Cardiomyopathy |
title | A Validated Model for Sudden Cardiac Death Risk Prediction in Pediatric Hypertrophic Cardiomyopathy |
title_full | A Validated Model for Sudden Cardiac Death Risk Prediction in Pediatric Hypertrophic Cardiomyopathy |
title_fullStr | A Validated Model for Sudden Cardiac Death Risk Prediction in Pediatric Hypertrophic Cardiomyopathy |
title_full_unstemmed | A Validated Model for Sudden Cardiac Death Risk Prediction in Pediatric Hypertrophic Cardiomyopathy |
title_short | A Validated Model for Sudden Cardiac Death Risk Prediction in Pediatric Hypertrophic Cardiomyopathy |
title_sort | validated model for sudden cardiac death risk prediction in pediatric hypertrophic cardiomyopathy |
topic | Original Research Articles |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7365676/ https://www.ncbi.nlm.nih.gov/pubmed/32418493 http://dx.doi.org/10.1161/CIRCULATIONAHA.120.047235 |
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