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ECG-derived spatial QRS-T angle is associated with ICD implantation, mortality and heart failure admissions in patients with LV systolic dysfunction
BACKGROUND: Increased spatial QRS-T angle has been shown to predict appropriate implantable cardioverter defibrilIator (ICD) therapy in patients with left ventricular systolic dysfunction (LVSD). We performed a retrospective cohort study in patients with left ventricular ejection fraction (LVEF) 31–...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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Public Library of Science
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5373522/ https://www.ncbi.nlm.nih.gov/pubmed/28358801 http://dx.doi.org/10.1371/journal.pone.0171069 |
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author | Gleeson, Sarah Liao, Yi-Wen Dugo, Clementina Cave, Andrew Zhou, Lifeng Ayar, Zina Christiansen, Jonathan Scott, Tony Dawson, Liane Gavin, Andrew Schlegel, Todd T. Gladding, Patrick |
author_facet | Gleeson, Sarah Liao, Yi-Wen Dugo, Clementina Cave, Andrew Zhou, Lifeng Ayar, Zina Christiansen, Jonathan Scott, Tony Dawson, Liane Gavin, Andrew Schlegel, Todd T. Gladding, Patrick |
author_sort | Gleeson, Sarah |
collection | PubMed |
description | BACKGROUND: Increased spatial QRS-T angle has been shown to predict appropriate implantable cardioverter defibrilIator (ICD) therapy in patients with left ventricular systolic dysfunction (LVSD). We performed a retrospective cohort study in patients with left ventricular ejection fraction (LVEF) 31–40% to assess the relationship between the spatial QRS-T angle and other advanced ECG (A-ECG) as well as echocardiographic metadata, with all-cause mortality or ICD implantation for secondary prevention. METHODS: 534 patients ≤75 years of age with LVEF 31–40% were identified through an echocardiography reporting database. Digital 12-lead ECGs were retrospectively matched to 295 of these patients, for whom echocardiographic and A-ECG metadata were then generated. Data mining was applied to discover novel ECG and echocardiographic markers of risk. Machine learning was used to develop a model to predict possible outcomes. RESULTS: 49 patients (17%) had events, defined as either mortality (n = 16) or ICD implantation for secondary prevention (n = 33). 72 parameters (58 A-ECG, 14 echocardiographic) were univariately different (p<0.05) in those with vs. without events. After adjustment for multiplicity, 24 A-ECG parameters and 3 echocardiographic parameters remained different (p<2x10(-3)). These included the posterior-to-leftward QRS loop ratio from the derived vectorcardiographic horizontal plane (previously associated with pulmonary artery pressure, p = 2x10(-6)); spatial mean QRS-T angle (134 vs. 112°, p = 1.6x10(-4)); various repolarisation vectors; and a previously described 5-parameter A-ECG score for LVSD (p = 4x10(-6)) that also correlated with echocardiographic global longitudinal strain (R(2) = - 0.51, P < 0.0001). A spatial QRS-T angle >110° had an adjusted HR of 3.4 (95% CI 1.6 to 7.4) for secondary ICD implantation or all-cause death and adjusted HR of 4.1 (95% CI 1.2 to 13.9) for future heart failure admission. There was a loss of complexity between A-ECG and echocardiographic variables with an increasing degree of disease. CONCLUSION: Spatial QRS-T angle >110° was strongly associated with arrhythmic events and all-cause death. Deep analysis of global ECG and echocardiographic metadata revealed underlying relationships, which otherwise would not have been appreciated. Delivered at scale such techniques may prove useful in clinical decision making in the future. |
format | Online Article Text |
id | pubmed-5373522 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-53735222017-04-07 ECG-derived spatial QRS-T angle is associated with ICD implantation, mortality and heart failure admissions in patients with LV systolic dysfunction Gleeson, Sarah Liao, Yi-Wen Dugo, Clementina Cave, Andrew Zhou, Lifeng Ayar, Zina Christiansen, Jonathan Scott, Tony Dawson, Liane Gavin, Andrew Schlegel, Todd T. Gladding, Patrick PLoS One Research Article BACKGROUND: Increased spatial QRS-T angle has been shown to predict appropriate implantable cardioverter defibrilIator (ICD) therapy in patients with left ventricular systolic dysfunction (LVSD). We performed a retrospective cohort study in patients with left ventricular ejection fraction (LVEF) 31–40% to assess the relationship between the spatial QRS-T angle and other advanced ECG (A-ECG) as well as echocardiographic metadata, with all-cause mortality or ICD implantation for secondary prevention. METHODS: 534 patients ≤75 years of age with LVEF 31–40% were identified through an echocardiography reporting database. Digital 12-lead ECGs were retrospectively matched to 295 of these patients, for whom echocardiographic and A-ECG metadata were then generated. Data mining was applied to discover novel ECG and echocardiographic markers of risk. Machine learning was used to develop a model to predict possible outcomes. RESULTS: 49 patients (17%) had events, defined as either mortality (n = 16) or ICD implantation for secondary prevention (n = 33). 72 parameters (58 A-ECG, 14 echocardiographic) were univariately different (p<0.05) in those with vs. without events. After adjustment for multiplicity, 24 A-ECG parameters and 3 echocardiographic parameters remained different (p<2x10(-3)). These included the posterior-to-leftward QRS loop ratio from the derived vectorcardiographic horizontal plane (previously associated with pulmonary artery pressure, p = 2x10(-6)); spatial mean QRS-T angle (134 vs. 112°, p = 1.6x10(-4)); various repolarisation vectors; and a previously described 5-parameter A-ECG score for LVSD (p = 4x10(-6)) that also correlated with echocardiographic global longitudinal strain (R(2) = - 0.51, P < 0.0001). A spatial QRS-T angle >110° had an adjusted HR of 3.4 (95% CI 1.6 to 7.4) for secondary ICD implantation or all-cause death and adjusted HR of 4.1 (95% CI 1.2 to 13.9) for future heart failure admission. There was a loss of complexity between A-ECG and echocardiographic variables with an increasing degree of disease. CONCLUSION: Spatial QRS-T angle >110° was strongly associated with arrhythmic events and all-cause death. Deep analysis of global ECG and echocardiographic metadata revealed underlying relationships, which otherwise would not have been appreciated. Delivered at scale such techniques may prove useful in clinical decision making in the future. Public Library of Science 2017-03-30 /pmc/articles/PMC5373522/ /pubmed/28358801 http://dx.doi.org/10.1371/journal.pone.0171069 Text en © 2017 Gleeson et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Gleeson, Sarah Liao, Yi-Wen Dugo, Clementina Cave, Andrew Zhou, Lifeng Ayar, Zina Christiansen, Jonathan Scott, Tony Dawson, Liane Gavin, Andrew Schlegel, Todd T. Gladding, Patrick ECG-derived spatial QRS-T angle is associated with ICD implantation, mortality and heart failure admissions in patients with LV systolic dysfunction |
title | ECG-derived spatial QRS-T angle is associated with ICD implantation, mortality and heart failure admissions in patients with LV systolic dysfunction |
title_full | ECG-derived spatial QRS-T angle is associated with ICD implantation, mortality and heart failure admissions in patients with LV systolic dysfunction |
title_fullStr | ECG-derived spatial QRS-T angle is associated with ICD implantation, mortality and heart failure admissions in patients with LV systolic dysfunction |
title_full_unstemmed | ECG-derived spatial QRS-T angle is associated with ICD implantation, mortality and heart failure admissions in patients with LV systolic dysfunction |
title_short | ECG-derived spatial QRS-T angle is associated with ICD implantation, mortality and heart failure admissions in patients with LV systolic dysfunction |
title_sort | ecg-derived spatial qrs-t angle is associated with icd implantation, mortality and heart failure admissions in patients with lv systolic dysfunction |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5373522/ https://www.ncbi.nlm.nih.gov/pubmed/28358801 http://dx.doi.org/10.1371/journal.pone.0171069 |
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