Spatial Correlation Between Myocyte's Repolarization Times and Their Alternans Drives T-Wave Alternans on the ECG

Objective: T-wave alternans (TWA) manifests as beat-to-beat fluctuations of T-wave morphology on the electrocardiogram (ECG), with physiological bases not fully understood. Using a biophysical model of the ECG, we demonstrate and give explicit relations that TWA depends on the i) spatial covariance...

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Veröffentlicht in:IEEE journal of biomedical and health informatics 2022-11, Vol.26 (11), p.5372-5383
Hauptverfasser: Rivolta, Massimo W., Martinez, Juan Pablo, Sassi, Roberto, Laguna, Pablo
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container_issue 11
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container_title IEEE journal of biomedical and health informatics
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creator Rivolta, Massimo W.
Martinez, Juan Pablo
Sassi, Roberto
Laguna, Pablo
description Objective: T-wave alternans (TWA) manifests as beat-to-beat fluctuations of T-wave morphology on the electrocardiogram (ECG), with physiological bases not fully understood. Using a biophysical model of the ECG, we demonstrate and give explicit relations that TWA depends on the i) spatial covariance between myocytes' repolarization time and alternans; and ii) global alternans (common to every myocyte). Methods: We quantified the spatial covariance and global alternans by means of two new metrics, \mathcal {R} index and \bar{\delta }, respectively. They were validated on both synthetic and real signals. Computerized simulations were generated using a biophysical model linking the action potentials with the surface ECG. Then, the metrics were computed in STAFF-III dataset, containing ECGs from patients who underwent coronary angioplasty with prolonged balloon inflations, and the time courses of the metrics were analyzed together with TWA measured on the surface ECG. Results: The metrics properly estimated the spatial covariance and global alternans in the synthetic data. In the STAFF-III dataset, the \mathcal {R} index progressively increased from baseline to the fourth minute of inflation (median \Delta \mathcal {R}=0.81 ms; p< 0.05), whereas \bar{\delta } was mostly unaltered during the intervention (\bar{\delta }=0 ms). Conclusion: We reported, for the first time, that TWA is significantly driven by the myocyte's spatial covariance between their repolarization times and alternans, and not by global alternans, when TWA is generated by regional ischemia. Significance: The metrics may reveal new complementary insights into the mechanisms underlying TWA.
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Using a biophysical model of the ECG, we demonstrate and give explicit relations that TWA depends on the i) spatial covariance between myocytes' repolarization time and alternans; and ii) global alternans (common to every myocyte). Methods: We quantified the spatial covariance and global alternans by means of two new metrics, <inline-formula><tex-math notation="LaTeX">\mathcal {R}</tex-math></inline-formula> index and <inline-formula><tex-math notation="LaTeX">\bar{\delta }</tex-math></inline-formula>, respectively. They were validated on both synthetic and real signals. Computerized simulations were generated using a biophysical model linking the action potentials with the surface ECG. Then, the metrics were computed in STAFF-III dataset, containing ECGs from patients who underwent coronary angioplasty with prolonged balloon inflations, and the time courses of the metrics were analyzed together with TWA measured on the surface ECG. Results: The metrics properly estimated the spatial covariance and global alternans in the synthetic data. In the STAFF-III dataset, the <inline-formula><tex-math notation="LaTeX">\mathcal {R}</tex-math></inline-formula> index progressively increased from baseline to the fourth minute of inflation (median <inline-formula><tex-math notation="LaTeX">\Delta \mathcal {R}=0.81</tex-math></inline-formula> ms; p<inline-formula><tex-math notation="LaTeX">< </tex-math></inline-formula>0.05), whereas <inline-formula><tex-math notation="LaTeX">\bar{\delta }</tex-math></inline-formula> was mostly unaltered during the intervention (<inline-formula><tex-math notation="LaTeX">\bar{\delta }=0</tex-math></inline-formula> ms). Conclusion: We reported, for the first time, that TWA is significantly driven by the myocyte's spatial covariance between their repolarization times and alternans, and not by global alternans, when TWA is generated by regional ischemia. Significance: The metrics may reveal new complementary insights into the mechanisms underlying TWA.]]></description><identifier>ISSN: 2168-2194</identifier><identifier>EISSN: 2168-2208</identifier><identifier>DOI: 10.1109/JBHI.2022.3195060</identifier><identifier>PMID: 35905062</identifier><identifier>CODEN: IJBHA9</identifier><language>eng</language><publisher>Piscataway: IEEE</publisher><subject>Action potential duration alternans ; Alternan ; Angioplasty ; Computational modeling ; Covariance ; Datasets ; ECG ; EKG ; Electrocardiography ; Indexes ; Ischemia ; Measurement ; Myocardium ; Myocytes ; Oscillators ; STAFF-III ; Surface morphology ; T-wave alternans ; ventricular repolarization</subject><ispartof>IEEE journal of biomedical and health informatics, 2022-11, Vol.26 (11), p.5372-5383</ispartof><rights>Copyright The Institute of Electrical and Electronics Engineers, Inc. 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Using a biophysical model of the ECG, we demonstrate and give explicit relations that TWA depends on the i) spatial covariance between myocytes' repolarization time and alternans; and ii) global alternans (common to every myocyte). Methods: We quantified the spatial covariance and global alternans by means of two new metrics, <inline-formula><tex-math notation="LaTeX">\mathcal {R}</tex-math></inline-formula> index and <inline-formula><tex-math notation="LaTeX">\bar{\delta }</tex-math></inline-formula>, respectively. They were validated on both synthetic and real signals. Computerized simulations were generated using a biophysical model linking the action potentials with the surface ECG. Then, the metrics were computed in STAFF-III dataset, containing ECGs from patients who underwent coronary angioplasty with prolonged balloon inflations, and the time courses of the metrics were analyzed together with TWA measured on the surface ECG. Results: The metrics properly estimated the spatial covariance and global alternans in the synthetic data. In the STAFF-III dataset, the <inline-formula><tex-math notation="LaTeX">\mathcal {R}</tex-math></inline-formula> index progressively increased from baseline to the fourth minute of inflation (median <inline-formula><tex-math notation="LaTeX">\Delta \mathcal {R}=0.81</tex-math></inline-formula> ms; p<inline-formula><tex-math notation="LaTeX">< </tex-math></inline-formula>0.05), whereas <inline-formula><tex-math notation="LaTeX">\bar{\delta }</tex-math></inline-formula> was mostly unaltered during the intervention (<inline-formula><tex-math notation="LaTeX">\bar{\delta }=0</tex-math></inline-formula> ms). Conclusion: We reported, for the first time, that TWA is significantly driven by the myocyte's spatial covariance between their repolarization times and alternans, and not by global alternans, when TWA is generated by regional ischemia. 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Using a biophysical model of the ECG, we demonstrate and give explicit relations that TWA depends on the i) spatial covariance between myocytes' repolarization time and alternans; and ii) global alternans (common to every myocyte). Methods: We quantified the spatial covariance and global alternans by means of two new metrics, <inline-formula><tex-math notation="LaTeX">\mathcal {R}</tex-math></inline-formula> index and <inline-formula><tex-math notation="LaTeX">\bar{\delta }</tex-math></inline-formula>, respectively. They were validated on both synthetic and real signals. Computerized simulations were generated using a biophysical model linking the action potentials with the surface ECG. Then, the metrics were computed in STAFF-III dataset, containing ECGs from patients who underwent coronary angioplasty with prolonged balloon inflations, and the time courses of the metrics were analyzed together with TWA measured on the surface ECG. Results: The metrics properly estimated the spatial covariance and global alternans in the synthetic data. In the STAFF-III dataset, the <inline-formula><tex-math notation="LaTeX">\mathcal {R}</tex-math></inline-formula> index progressively increased from baseline to the fourth minute of inflation (median <inline-formula><tex-math notation="LaTeX">\Delta \mathcal {R}=0.81</tex-math></inline-formula> ms; p<inline-formula><tex-math notation="LaTeX">< </tex-math></inline-formula>0.05), whereas <inline-formula><tex-math notation="LaTeX">\bar{\delta }</tex-math></inline-formula> was mostly unaltered during the intervention (<inline-formula><tex-math notation="LaTeX">\bar{\delta }=0</tex-math></inline-formula> ms). Conclusion: We reported, for the first time, that TWA is significantly driven by the myocyte's spatial covariance between their repolarization times and alternans, and not by global alternans, when TWA is generated by regional ischemia. Significance: The metrics may reveal new complementary insights into the mechanisms underlying TWA.]]></abstract><cop>Piscataway</cop><pub>IEEE</pub><pmid>35905062</pmid><doi>10.1109/JBHI.2022.3195060</doi><tpages>12</tpages><orcidid>https://orcid.org/0000-0001-9729-2641</orcidid><orcidid>https://orcid.org/0000-0002-8553-2414</orcidid><orcidid>https://orcid.org/0000-0002-7503-3339</orcidid><orcidid>https://orcid.org/0000-0003-3434-9254</orcidid><oa>free_for_read</oa></addata></record>
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subjects Action potential duration alternans
Alternan
Angioplasty
Computational modeling
Covariance
Datasets
ECG
EKG
Electrocardiography
Indexes
Ischemia
Measurement
Myocardium
Myocytes
Oscillators
STAFF-III
Surface morphology
T-wave alternans
ventricular repolarization
title Spatial Correlation Between Myocyte's Repolarization Times and Their Alternans Drives T-Wave Alternans on the ECG
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