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Minimal T‐wave representation and its use in the assessment of drug arrhythmogenicity

Background Recently, numerous models and techniques have been developed for analyzing and extracting features from the T wave which could be used as biomarkers for drug‐induced abnormalities. The majority of these techniques and algorithms use features that determine readily apparent characteristics...

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Published in:Annals of noninvasive electrocardiology 2017-05, Vol.22 (3), p.e12413-n/a
Main Authors: Shakibfar, Saeed, Graff, Claus, Kanters, Jørgen K., Nielsen, Jimmi, Schmidt, Samuel, Struijk, Johannes J.
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container_title Annals of noninvasive electrocardiology
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Graff, Claus
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Schmidt, Samuel
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description Background Recently, numerous models and techniques have been developed for analyzing and extracting features from the T wave which could be used as biomarkers for drug‐induced abnormalities. The majority of these techniques and algorithms use features that determine readily apparent characteristics of the T wave, such as duration, area, amplitude, and slopes. Methods In the present work the T wave was down‐sampled to a minimal rate, such that a good reconstruction was still possible. The entire T wave was then used as a feature vector to assess drug‐induced repolarization effects. The ability of the samples or combinations of samples obtained from the minimal T‐wave representation to correctly classify a group of subjects before and after receiving d,l‐sotalol 160 mg and 320 mg was evaluated using a linear discriminant analysis (LDA). Results The results showed that a combination of eight samples from the minimal T‐wave representation can be used to identify normal from abnormal repolarization significantly better compared to the heart rate‐corrected QT interval (QTc). It was further indicated that the interval from the peak of the T wave to the end of the T wave (Tpe) becomes relatively shorter after IKr inhibition by d,l‐sotalol and that the most pronounced repolarization changes were present in the ascending segment of the minimal T‐wave representation. Conclusions The minimal T‐wave representation can potentially be used as a new tool to identify normal from abnormal repolarization in drug safety studies.
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The majority of these techniques and algorithms use features that determine readily apparent characteristics of the T wave, such as duration, area, amplitude, and slopes. Methods In the present work the T wave was down‐sampled to a minimal rate, such that a good reconstruction was still possible. The entire T wave was then used as a feature vector to assess drug‐induced repolarization effects. The ability of the samples or combinations of samples obtained from the minimal T‐wave representation to correctly classify a group of subjects before and after receiving d,l‐sotalol 160 mg and 320 mg was evaluated using a linear discriminant analysis (LDA). Results The results showed that a combination of eight samples from the minimal T‐wave representation can be used to identify normal from abnormal repolarization significantly better compared to the heart rate‐corrected QT interval (QTc). It was further indicated that the interval from the peak of the T wave to the end of the T wave (Tpe) becomes relatively shorter after IKr inhibition by d,l‐sotalol and that the most pronounced repolarization changes were present in the ascending segment of the minimal T‐wave representation. 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The majority of these techniques and algorithms use features that determine readily apparent characteristics of the T wave, such as duration, area, amplitude, and slopes. Methods In the present work the T wave was down‐sampled to a minimal rate, such that a good reconstruction was still possible. The entire T wave was then used as a feature vector to assess drug‐induced repolarization effects. The ability of the samples or combinations of samples obtained from the minimal T‐wave representation to correctly classify a group of subjects before and after receiving d,l‐sotalol 160 mg and 320 mg was evaluated using a linear discriminant analysis (LDA). Results The results showed that a combination of eight samples from the minimal T‐wave representation can be used to identify normal from abnormal repolarization significantly better compared to the heart rate‐corrected QT interval (QTc). It was further indicated that the interval from the peak of the T wave to the end of the T wave (Tpe) becomes relatively shorter after IKr inhibition by d,l‐sotalol and that the most pronounced repolarization changes were present in the ascending segment of the minimal T‐wave representation. 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It was further indicated that the interval from the peak of the T wave to the end of the T wave (Tpe) becomes relatively shorter after IKr inhibition by d,l‐sotalol and that the most pronounced repolarization changes were present in the ascending segment of the minimal T‐wave representation. Conclusions The minimal T‐wave representation can potentially be used as a new tool to identify normal from abnormal repolarization in drug safety studies.</abstract><cop>United States</cop><pub>John Wiley &amp; Sons, Inc</pub><pmid>27785856</pmid><doi>10.1111/anec.12413</doi><tpages>6</tpages><oa>free_for_read</oa></addata></record>
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subjects Abnormalities
Adolescent
Adult
Algorithms
Anti-Arrhythmia Agents - pharmacology
Biomarkers
Cardiac arrhythmia
Discriminant analysis
electrocardiogram
Electrocardiography
Electrocardiography - drug effects
Electrocardiography - statistics & numerical data
Feature extraction
Heart - drug effects
Heart rate
Humans
Male
Middle Aged
Original
Pharmacovigilance
QT interval
Reference Values
repolarization
Sotalol - pharmacology
T wave
Tpeak‐Tend
Young Adult
title Minimal T‐wave representation and its use in the assessment of drug arrhythmogenicity
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