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...
Gespeichert in:
Veröffentlicht in: | IEEE journal of biomedical and health informatics 2022-11, Vol.26 (11), p.5372-5383 |
---|---|
Hauptverfasser: | , , , |
Format: | Artikel |
Sprache: | eng |
Schlagworte: | |
Online-Zugang: | Volltext |
Tags: |
Tag hinzufügen
Keine Tags, Fügen Sie den ersten Tag hinzu!
|
container_end_page | 5383 |
---|---|
container_issue | 11 |
container_start_page | 5372 |
container_title | IEEE journal of biomedical and health informatics |
container_volume | 26 |
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. |
doi_str_mv | 10.1109/JBHI.2022.3195060 |
format | Article |
fullrecord | <record><control><sourceid>proquest_cross</sourceid><recordid>TN_cdi_crossref_primary_10_1109_JBHI_2022_3195060</recordid><sourceformat>XML</sourceformat><sourcesystem>PC</sourcesystem><ieee_id>9844752</ieee_id><sourcerecordid>2696864380</sourcerecordid><originalsourceid>FETCH-LOGICAL-c369t-67206a2ff9ed7bad840782f778ce388f0859ea12b14bbc2ddc1b1a7c3d30c0423</originalsourceid><addsrcrecordid>eNpdkU1PwkAQhjdGIwT5AcbLJh70UtyPdrt7BETAaEwU47HZbqehpLSwWzD4610CGuNcZjLzvJPJvAhdUtKjlKi7x8Fk2mOEsR6nKiKCnKA2o0IGjBF5-lNTFbZQ17kF8SF9S4lz1OKRIl7C2mj9ttJNoUs8rK2F0td1hQfQfAJU-HlXm10DNw6_wqoutS2-DsCsWILDusrwbA6Fxf2yAVvpyuF7W2z9aBZ86C386XtRMwc8Go4v0FmuSwfdY-6g94fRbDgJnl7G02H_KTBcqCYQMSNCszxXkMWpzmRIYsnyOJYGuJQ5kZECTVlKwzQ1LMsMTamODc84MSRkvINuD3tXtl5vwDXJsnAGylJXUG9cwoQSUoRcEo9e_0MX9cbfXXoq5pFH_Os8RQ-UsbVzFvJkZYultruEkmRvSbK3JNlbkhwt8Zqrg6YAgF9eyTCMI8a_Aej0hQw</addsrcrecordid><sourcetype>Aggregation Database</sourcetype><iscdi>true</iscdi><recordtype>article</recordtype><pqid>2735380081</pqid></control><display><type>article</type><title>Spatial Correlation Between Myocyte's Repolarization Times and Their Alternans Drives T-Wave Alternans on the ECG</title><source>IEEE</source><creator>Rivolta, Massimo W. ; Martinez, Juan Pablo ; Sassi, Roberto ; Laguna, Pablo</creator><creatorcontrib>Rivolta, Massimo W. ; Martinez, Juan Pablo ; Sassi, Roberto ; Laguna, Pablo</creatorcontrib><description><![CDATA[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, <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. (IEEE) 2022</rights><lds50>peer_reviewed</lds50><oa>free_for_read</oa><woscitedreferencessubscribed>false</woscitedreferencessubscribed><citedby>FETCH-LOGICAL-c369t-67206a2ff9ed7bad840782f778ce388f0859ea12b14bbc2ddc1b1a7c3d30c0423</citedby><cites>FETCH-LOGICAL-c369t-67206a2ff9ed7bad840782f778ce388f0859ea12b14bbc2ddc1b1a7c3d30c0423</cites><orcidid>0000-0001-9729-2641 ; 0000-0002-8553-2414 ; 0000-0002-7503-3339 ; 0000-0003-3434-9254</orcidid></display><links><openurl>$$Topenurl_article</openurl><openurlfulltext>$$Topenurlfull_article</openurlfulltext><thumbnail>$$Tsyndetics_thumb_exl</thumbnail><linktohtml>$$Uhttps://ieeexplore.ieee.org/document/9844752$$EHTML$$P50$$Gieee$$Hfree_for_read</linktohtml><link.rule.ids>314,776,780,792,27901,27902,54733</link.rule.ids></links><search><creatorcontrib>Rivolta, Massimo W.</creatorcontrib><creatorcontrib>Martinez, Juan Pablo</creatorcontrib><creatorcontrib>Sassi, Roberto</creatorcontrib><creatorcontrib>Laguna, Pablo</creatorcontrib><title>Spatial Correlation Between Myocyte's Repolarization Times and Their Alternans Drives T-Wave Alternans on the ECG</title><title>IEEE journal of biomedical and health informatics</title><addtitle>JBHI</addtitle><description><![CDATA[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, <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><subject>Action potential duration alternans</subject><subject>Alternan</subject><subject>Angioplasty</subject><subject>Computational modeling</subject><subject>Covariance</subject><subject>Datasets</subject><subject>ECG</subject><subject>EKG</subject><subject>Electrocardiography</subject><subject>Indexes</subject><subject>Ischemia</subject><subject>Measurement</subject><subject>Myocardium</subject><subject>Myocytes</subject><subject>Oscillators</subject><subject>STAFF-III</subject><subject>Surface morphology</subject><subject>T-wave alternans</subject><subject>ventricular repolarization</subject><issn>2168-2194</issn><issn>2168-2208</issn><fulltext>true</fulltext><rsrctype>article</rsrctype><creationdate>2022</creationdate><recordtype>article</recordtype><sourceid>ESBDL</sourceid><sourceid>RIE</sourceid><recordid>eNpdkU1PwkAQhjdGIwT5AcbLJh70UtyPdrt7BETAaEwU47HZbqehpLSwWzD4610CGuNcZjLzvJPJvAhdUtKjlKi7x8Fk2mOEsR6nKiKCnKA2o0IGjBF5-lNTFbZQ17kF8SF9S4lz1OKRIl7C2mj9ttJNoUs8rK2F0td1hQfQfAJU-HlXm10DNw6_wqoutS2-DsCsWILDusrwbA6Fxf2yAVvpyuF7W2z9aBZ86C386XtRMwc8Go4v0FmuSwfdY-6g94fRbDgJnl7G02H_KTBcqCYQMSNCszxXkMWpzmRIYsnyOJYGuJQ5kZECTVlKwzQ1LMsMTamODc84MSRkvINuD3tXtl5vwDXJsnAGylJXUG9cwoQSUoRcEo9e_0MX9cbfXXoq5pFH_Os8RQ-UsbVzFvJkZYultruEkmRvSbK3JNlbkhwt8Zqrg6YAgF9eyTCMI8a_Aej0hQw</recordid><startdate>20221101</startdate><enddate>20221101</enddate><creator>Rivolta, Massimo W.</creator><creator>Martinez, Juan Pablo</creator><creator>Sassi, Roberto</creator><creator>Laguna, Pablo</creator><general>IEEE</general><general>The Institute of Electrical and Electronics Engineers, Inc. (IEEE)</general><scope>97E</scope><scope>ESBDL</scope><scope>RIA</scope><scope>RIE</scope><scope>AAYXX</scope><scope>CITATION</scope><scope>7QF</scope><scope>7QO</scope><scope>7QQ</scope><scope>7SC</scope><scope>7SE</scope><scope>7SP</scope><scope>7SR</scope><scope>7TA</scope><scope>7TB</scope><scope>7U5</scope><scope>8BQ</scope><scope>8FD</scope><scope>F28</scope><scope>FR3</scope><scope>H8D</scope><scope>JG9</scope><scope>JQ2</scope><scope>K9.</scope><scope>KR7</scope><scope>L7M</scope><scope>L~C</scope><scope>L~D</scope><scope>NAPCQ</scope><scope>P64</scope><scope>7X8</scope><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></search><sort><creationdate>20221101</creationdate><title>Spatial Correlation Between Myocyte's Repolarization Times and Their Alternans Drives T-Wave Alternans on the ECG</title><author>Rivolta, Massimo W. ; Martinez, Juan Pablo ; Sassi, Roberto ; Laguna, Pablo</author></sort><facets><frbrtype>5</frbrtype><frbrgroupid>cdi_FETCH-LOGICAL-c369t-67206a2ff9ed7bad840782f778ce388f0859ea12b14bbc2ddc1b1a7c3d30c0423</frbrgroupid><rsrctype>articles</rsrctype><prefilter>articles</prefilter><language>eng</language><creationdate>2022</creationdate><topic>Action potential duration alternans</topic><topic>Alternan</topic><topic>Angioplasty</topic><topic>Computational modeling</topic><topic>Covariance</topic><topic>Datasets</topic><topic>ECG</topic><topic>EKG</topic><topic>Electrocardiography</topic><topic>Indexes</topic><topic>Ischemia</topic><topic>Measurement</topic><topic>Myocardium</topic><topic>Myocytes</topic><topic>Oscillators</topic><topic>STAFF-III</topic><topic>Surface morphology</topic><topic>T-wave alternans</topic><topic>ventricular repolarization</topic><toplevel>peer_reviewed</toplevel><toplevel>online_resources</toplevel><creatorcontrib>Rivolta, Massimo W.</creatorcontrib><creatorcontrib>Martinez, Juan Pablo</creatorcontrib><creatorcontrib>Sassi, Roberto</creatorcontrib><creatorcontrib>Laguna, Pablo</creatorcontrib><collection>IEEE All-Society Periodicals Package (ASPP) 2005-present</collection><collection>IEEE Xplore Open Access Journals</collection><collection>IEEE All-Society Periodicals Package (ASPP) 1998-Present</collection><collection>IEEE</collection><collection>CrossRef</collection><collection>Aluminium Industry Abstracts</collection><collection>Biotechnology Research Abstracts</collection><collection>Ceramic Abstracts</collection><collection>Computer and Information Systems Abstracts</collection><collection>Corrosion Abstracts</collection><collection>Electronics & Communications Abstracts</collection><collection>Engineered Materials Abstracts</collection><collection>Materials Business File</collection><collection>Mechanical & Transportation Engineering Abstracts</collection><collection>Solid State and Superconductivity Abstracts</collection><collection>METADEX</collection><collection>Technology Research Database</collection><collection>ANTE: Abstracts in New Technology & Engineering</collection><collection>Engineering Research Database</collection><collection>Aerospace Database</collection><collection>Materials Research Database</collection><collection>ProQuest Computer Science Collection</collection><collection>ProQuest Health & Medical Complete (Alumni)</collection><collection>Civil Engineering Abstracts</collection><collection>Advanced Technologies Database with Aerospace</collection><collection>Computer and Information Systems Abstracts Academic</collection><collection>Computer and Information Systems Abstracts Professional</collection><collection>Nursing & Allied Health Premium</collection><collection>Biotechnology and BioEngineering Abstracts</collection><collection>MEDLINE - Academic</collection><jtitle>IEEE journal of biomedical and health informatics</jtitle></facets><delivery><delcategory>Remote Search Resource</delcategory><fulltext>fulltext</fulltext></delivery><addata><au>Rivolta, Massimo W.</au><au>Martinez, Juan Pablo</au><au>Sassi, Roberto</au><au>Laguna, Pablo</au><format>journal</format><genre>article</genre><ristype>JOUR</ristype><atitle>Spatial Correlation Between Myocyte's Repolarization Times and Their Alternans Drives T-Wave Alternans on the ECG</atitle><jtitle>IEEE journal of biomedical and health informatics</jtitle><stitle>JBHI</stitle><date>2022-11-01</date><risdate>2022</risdate><volume>26</volume><issue>11</issue><spage>5372</spage><epage>5383</epage><pages>5372-5383</pages><issn>2168-2194</issn><eissn>2168-2208</eissn><coden>IJBHA9</coden><abstract><![CDATA[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, <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> |
fulltext | fulltext |
identifier | ISSN: 2168-2194 |
ispartof | IEEE journal of biomedical and health informatics, 2022-11, Vol.26 (11), p.5372-5383 |
issn | 2168-2194 2168-2208 |
language | eng |
recordid | cdi_crossref_primary_10_1109_JBHI_2022_3195060 |
source | IEEE |
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 |
url | https://sfx.bib-bvb.de/sfx_tum?ctx_ver=Z39.88-2004&ctx_enc=info:ofi/enc:UTF-8&ctx_tim=2025-01-29T06%3A53%3A42IST&url_ver=Z39.88-2004&url_ctx_fmt=infofi/fmt:kev:mtx:ctx&rfr_id=info:sid/primo.exlibrisgroup.com:primo3-Article-proquest_cross&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.genre=article&rft.atitle=Spatial%20Correlation%20Between%20Myocyte's%20Repolarization%20Times%20and%20Their%20Alternans%20Drives%20T-Wave%20Alternans%20on%20the%20ECG&rft.jtitle=IEEE%20journal%20of%20biomedical%20and%20health%20informatics&rft.au=Rivolta,%20Massimo%20W.&rft.date=2022-11-01&rft.volume=26&rft.issue=11&rft.spage=5372&rft.epage=5383&rft.pages=5372-5383&rft.issn=2168-2194&rft.eissn=2168-2208&rft.coden=IJBHA9&rft_id=info:doi/10.1109/JBHI.2022.3195060&rft_dat=%3Cproquest_cross%3E2696864380%3C/proquest_cross%3E%3Curl%3E%3C/url%3E&disable_directlink=true&sfx.directlink=off&sfx.report_link=0&rft_id=info:oai/&rft_pqid=2735380081&rft_id=info:pmid/35905062&rft_ieee_id=9844752&rfr_iscdi=true |