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Abu Fanne R, Kleiner Shochat M, Shotan A, Frimerman A, Maraga E, Amsalem N, Levi Y, Meisel SR. Acute diagonal-induced ST-elevation myocardial infarction and electrocardiogram-guidance in the era of primary coronary intervention: New insights into an old tool. EUROPEAN HEART JOURNAL-ACUTE CARDIOVASCULAR CARE 2019; 9:827-835. [PMID: 30706721 DOI: 10.1177/2048872619828291] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
BACKGROUND Previous studies, published before the advent of primary reperfusion, described the electrocardiographic features of ST-segment elevation myocardial infarction (STEMI) caused by total diagonal artery occlusion, as demonstrated at pre-discharge coronary angiography. We aimed to assess the electrocardiographic and echocardiographic features in STEMI unequivocally attributed to a diagonal lesion in the era of primary coronary intervention. METHODS The electrocardiograms and echocardiograms of patients sustaining STEMI caused by diagonal artery involvement were compared with those of patients with STEMI attributed to proximal or mid left anterior descending artery (LAD) lesions. ST-segment deviations were measured at four different points in each lead and analyzed against TIMI flow and SNuH score. The electrocardiographic and echocardiographic features of each group were mapped. RESULTS In contrast to previous studies claiming an ever-present incidence of at least 1-mm ST-segment elevation in leads I and aVL with diagonal STEMI, we report 86% of any ST-elevation in leads I, aVL and V2 (64-71% for ST-elevation >1 mm). Both higher SNuH score and pre-intervention TIMI flow were associated with larger lateral ST-elevations (85.7% and 86.4-95.5%, respectively). Higher prevalence of ST-depression in the inferior leads reflecting reciprocal changes was observed in patients with diagonal-induced STEMI (57-76% vs. 24-51% in LAD obstructions, p <0.05). CONCLUSION The most sensitive and predictive sign for acute ischemia was any degree of ST-deviation measured 1 mm beyond the J point. ST-elevations in I, aVL and V2, sparing V3-V5, strongly favor isolated diagonal lesion. Proximal LAD lesion lacking ST-segment elevations in leads I and aVL is primarily due to wraparound LAD anatomy.
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Affiliation(s)
- Rami Abu Fanne
- Heart Institute, Hillel Yaffe Medical Center Affiliated with Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Michael Kleiner Shochat
- Heart Institute, Hillel Yaffe Medical Center Affiliated with Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Avraham Shotan
- Heart Institute, Hillel Yaffe Medical Center Affiliated with Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Aharon Frimerman
- Heart Institute, Hillel Yaffe Medical Center Affiliated with Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Emad Maraga
- Heart Institute, Hillel Yaffe Medical Center Affiliated with Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Naama Amsalem
- Heart Institute, Hillel Yaffe Medical Center Affiliated with Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Yaniv Levi
- Heart Institute, Hillel Yaffe Medical Center Affiliated with Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
| | - Simcha R Meisel
- Heart Institute, Hillel Yaffe Medical Center Affiliated with Rappaport Faculty of Medicine, Technion-Israel Institute of Technology, Haifa, Israel
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Wang JJ, Pahlm O, Warren JW, Sapp JL, Horáček BM. Criteria for ECG detection of acute myocardial ischemia: Sensitivity versus specificity. J Electrocardiol 2018; 51:S12-S17. [PMID: 30177366 DOI: 10.1016/j.jelectrocard.2018.08.018] [Citation(s) in RCA: 14] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/15/2018] [Revised: 08/05/2018] [Accepted: 08/12/2018] [Indexed: 11/16/2022]
Abstract
BACKGROUND Criteria for electrocardiographic detection of acute myocardial ischemia recommended by the Consensus Document of ESC/ACCF/AHA/WHF consist of two parts: The ST elevation myocardial infarction (STEMI) criteria based on ST elevation (ST↑) in 10 pairs of contiguous leads and the other on ST depression (ST↓) in the same 10 contiguous pairs. Our aim was to assess sensitivity (SE) and specificity (SP) of these criteria-and to seek their possible improvements-in three databases of 12‑lead ECGs. METHODS We used (1) STAFF III data of controlled ischemic episodes recorded from 99 patients (pts) during percutaneous coronary intervention (PCI) involving either left anterior descending (LAD) coronary artery, right coronary artery (RCA), or left circumflex (LCx) coronary artery. (2) Data from the University of Glasgow for 58 pts with acute myocardial infarction (AMI) and 58 pts without AMI, as confirmed by MRI. (3) Data from Lund University retrieved from a centralized ECG management system for 100 pts with various pathological ST changes-other than acute coronary occlusion-including ventricular pre-excitation, acute pericarditis, early repolarization syndrome, left ventricular hypertrophy, and left bundle branch block. ST measurements at J-point in ECGs of all 315 pts were obtained automatically on the averaged beat with manual review and the recommended criteria as well as their proposed modifications, were applied. Performance measures included SE, SP, positive predictive value (PPV), and benefit-to-harm ratio (BHR), defined as the ratio of true-positive vs. false-positive detections. RESULTS We found that the SE of widely-used STEMI criteria can be indeed improved by the additional ST↓ criteria, but at the cost of markedly decreased SP. In contrast, using ST↑ in only 3 additional contiguous pairs of leads (STEMI13) can boost SE without any loss of SP. In the STAFF III database, SE/SP/PPV were 56/98/97% for the STEMI, 79/79/79% for the STEMI with added ST↓ and 67/97/96% for the STEMI13. In the Glasgow database, corresponding SE/SP/PPV were 43/98/96%, 84/90/89%, and 55/98/97%. For the Lund database, SP was 56% for the STEMI, 24% for the STEMI with ST↓, and 56% for the STEMI13. CONCLUSION Current recommended criteria for detecting acute myocardial ischemia, involving ST↓, boost SE of widely-used STEMI criteria, at the cost of SP. To keep the SP high, we propose either the adjustment of threshold for the added ST↓ criteria or a selective use of ST↓ only in contiguous leads V2 and V3 plus ST↑ in lead pairs (aVL, -III) and (III, -aVL).
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Affiliation(s)
| | - Olle Pahlm
- Department of Clinical Sciences, Lund University, Lund, Sweden
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3
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Swenne CA, Pahlm O, Atwater BD, Bacharova L. Galen Wagner, M.D., Ph.D. (1939–2016) as international mentor of young investigators in electrocardiology. J Electrocardiol 2017; 50:21-46. [DOI: 10.1016/j.jelectrocard.2016.11.006] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/07/2023]
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4
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Man S, ter Haar CC, de Jongh MC, Maan AC, Schalij MJ, Swenne CA. Position of ST-deviation measurements relative to the J-point: Impact for ischemia detection. J Electrocardiol 2017; 50:82-89. [DOI: 10.1016/j.jelectrocard.2016.10.012] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/21/2015] [Indexed: 11/17/2022]
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5
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Dr. Galen Wagner (1939-2016) as an Academic Writer: An Overview of his Peer-reviewed Scientific Publications. J Electrocardiol 2017; 50:47-73. [DOI: 10.1016/j.jelectrocard.2016.11.008] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
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6
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ter Haar CC, Man SC, Maan AC, Schalij MJ, Swenne CA. Subtraction electrocardiography: Detection of ischemia-induced ST displacement without the need to identify the J point. J Electrocardiol 2016; 49:316-22. [DOI: 10.1016/j.jelectrocard.2016.01.004] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2015] [Indexed: 02/03/2023]
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7
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Scientific STAFF and MALT meetings — past, present, and future. J Electrocardiol 2016; 49:259-62. [DOI: 10.1016/j.jelectrocard.2016.02.010] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2015] [Indexed: 11/18/2022]
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8
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Laguna P, Sörnmo L. The STAFF III ECG database and its significance for methodological development and evaluation. J Electrocardiol 2014; 47:408-17. [DOI: 10.1016/j.jelectrocard.2014.04.018] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2014] [Indexed: 10/25/2022]
Affiliation(s)
- Pablo Laguna
- The BioSignal Interpretation and Computational Simulation Group (BSICoS), Aragón Institute of Engineering Research (I3A), Universidad de Zaragoza, Zaragoza, Spain; The Centro de Investigación Biomédica en Red en Bioingeniería, Biomateriales y Nanomedicina (CIBERBBN), Zaragoza, Spain
| | - Leif Sörnmo
- The Department of Biomedical Engineering and Center for Integrative Electrocardiology, Lund University, Lund, Sweden.
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9
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Romero D, Ringborn M, Laguna P, Pueyo E. Detection and quantification of acute myocardial ischemia by morphologic evaluation of QRS changes by an angle-based method. J Electrocardiol 2013; 46:204-14. [DOI: 10.1016/j.jelectrocard.2013.02.014] [Citation(s) in RCA: 21] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/23/2012] [Indexed: 11/26/2022]
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10
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Monasterio V, Laguna P, Martínez JP. Multilead analysis of T-wave alternans in the ECG using principal component analysis. IEEE Trans Biomed Eng 2009; 56:1880-90. [PMID: 19272977 DOI: 10.1109/tbme.2009.2015935] [Citation(s) in RCA: 51] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
T-wave alternans (TWA) is a cardiac phenomenon associated with the mechanisms leading to sudden cardiac death. Several methods exist to automatically detect and estimate TWA in the ECG on a single-lead basis, and their main drawback is their poor sensitivity to low-amplitude TWA. In this paper, we propose a multilead analysis scheme to improve the detection and estimation of TWA. It combines principal component analysis with a single-lead method based on the generalized likelihood ratio test. The proposed scheme is evaluated and compared to a single-lead scheme by means of a simulation study, in which different types of simulated and physiological noise are considered under realistic conditions. Simulation results show that the multilead scheme can detect TWA with an SNR 30 dB lower and allows the estimation of TWA with an SNR 25 dB lower than the single-lead scheme. The two analysis schemes are also applied to stress test ECG records. Results show that the multilead scheme provides a higher detection power and that TWA detections obtained with this scheme are significantly different in healthy volunteers and ischemic patients, whereas they are not with the single-lead scheme.
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Affiliation(s)
- Violeta Monasterio
- Centro de Investigación Biomédica en Red de Bioingeniería, Biomateriales y Nanomedicina, Communications Technology Group, Aragón Institute of Engineering Research, University of Zaragoza, Zaragoza 50018, Spain.
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11
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Benitez R, Alvarez-Lacalle E, Echebarria B, Gomis P, Vallverdu M, Caminal P. Characterization of the nonlinear content of the heart rate dynamics during myocardial ischemia. Med Eng Phys 2009; 31:660-7. [PMID: 19208494 DOI: 10.1016/j.medengphy.2008.12.006] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/09/2008] [Revised: 12/09/2008] [Accepted: 12/24/2008] [Indexed: 11/18/2022]
Abstract
We develop a method to quantify the changes in heart rate dynamics during local myocardial ischemia induced by a percutaneous transluminal coronary angioplasty procedure (PTCA). The method introduces an index measuring the nonlinear content of the beat-to-beat (RR) time series by using nonlinear time series techniques such as surrogate data analysis and average mutual information. The index is applied to RR data from 67 subjects obtained before, during, and after the ischemic period and shows an increase in the nonlinearity of the cardiac control dynamics during ischemic and reperfusion stages. The nonlinear index is also used to characterize the effects of performing the coronary occlusion at different arteries and distances. We observe that the effect of ischemia becomes larger as the occlusion distance is reduced, and that most of the changes in the nonlinear content of the dynamics occur at long time scales typically related to sympathetic modulation of the cardiac rhythm (6-25 s).
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Affiliation(s)
- Raul Benitez
- Automatic Control Department, Universitat Politècnica de Catalunya, C/Compte d'Urgell 187, 08036 Barcelona, Spain.
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12
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Horáček BM, Mirmoghisi M, Warren JW, Wagner GS, Wang JJ. Detection of myocardial ischemia by vessel-specific leads derived from the 12-lead electrocardiogram and its subsets. J Electrocardiol 2008; 41:508-17. [DOI: 10.1016/j.jelectrocard.2008.07.017] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2008] [Revised: 07/31/2008] [Accepted: 07/31/2008] [Indexed: 10/21/2022]
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13
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Martínez JP, Olmos S, Wagner G, Laguna P. Characterization of repolarization alternans during ischemia: time-course and spatial analysis. IEEE Trans Biomed Eng 2006; 53:701-11. [PMID: 16602577 DOI: 10.1109/tbme.2006.870233] [Citation(s) in RCA: 67] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
T-wave alternans (TWA) has been linked to increased vulnerability to ventricular fibrillation in different settings including myocardial ischemia. In this study, we propose a methodology for the characterization of TWA induced by transient, regional ischemia. We studied the prevalence, magnitude and spatio-temporal relationship between TWA and ischemia in 95 patients undergoing percutaneous transluminal coronary angioplasty (PTCA). Two electrocardiogram records of each patient, a control recording before PTCA and the PTCA record, were analyzed using a robust, recently proposed method for TWA analysis. The detected episodes were characterized in terms of their time-course, lead distribution and alternans waveform. One third of the patients (33.7%) showed TWA episodes during PTCA. The highest prevalence (51.7%) and amplitude were found in patients with left anterior descendent artery occlusion. The onset of TWA was detected after the first 1-2 min of occlusion, suggesting that some level of ischemia must be attained before TWA arises, while disappearance of TWA following reperfusion was much more rapid. The TWA lead distributions and waveforms showed distinct distributions according to the occluded artery reflecting the regional nature of the TWA phenomenon.
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Affiliation(s)
- Juan Pablo Martínez
- Communications Technology Group, Aragon Institute of Engineering Research, University of Zaragoza, María de Luna 1, 50018 Zaragoza, Spain.
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14
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Triola B, Olson MB, Reis SE, Rautaharju P, Merz CNB, Kelsey SF, Shaw LJ, Sharaf BL, Sopko G, Saba S. Electrocardiographic predictors of cardiovascular outcome in women: the National Heart, Lung, and Blood Institute-sponsored Women's Ischemia Syndrome Evaluation (WISE) study. J Am Coll Cardiol 2005; 46:51-6. [PMID: 15992635 DOI: 10.1016/j.jacc.2004.09.082] [Citation(s) in RCA: 54] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 08/03/2004] [Revised: 09/24/2004] [Accepted: 09/28/2004] [Indexed: 11/19/2022]
Abstract
OBJECTIVES We sought to analyze the value of infrequently measured parameters of the 12-lead electrocardiogram (ECG) in predicting cardiovascular events in women with suspected myocardial ischemia who were referred for cardiac catheterization. BACKGROUND Routinely analyzed ECG parameters have low predictive value for cardiovascular events in women with preserved left ventricular function and suspected myocardial ischemia. The predictive value of ECG parameters for cardiovascular disease has not been fully determined. METHODS Women enrolled in the National Heart, Lung, and Blood Institute-sponsored Women's Ischemia Syndrome Evaluation (WISE) study who had complete digital 12-lead ECG and quantitative angiography data were studied. Clinical and ECG predictors of cardiovascular disease events, defined as death, congestive heart failure, and non-fatal myocardial infarction, were determined. RESULTS Of 143 women with ECG and angiographic data (mean age 59 +/- 13 years, left ventricular ejection fraction 64.1 +/- 8.6%), 13% had events during a mean follow-up period of 3.3 +/- 1.6 years. Independent predictors of event occurrences included a wider QRS-T angle (i.e., the spatial electrical angle between the QRS complex and the T-wave; p = 0.0005), wider QRS complex (p = 0.004), longer QTrr (i.e., age- and gender-adjusted QT interval; p = 0.0004), a more depressed ST-segment in precordial lead V5 (p = 0.0002), and a higher coronary artery disease severity score (p = 0.02). CONCLUSIONS Several 12-lead ECG parameters, such as the QRS-T angle and the QRS and QTrr duration, are predictive of future cardiovascular events in women with suspected myocardial ischemia.
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Affiliation(s)
- Brian Triola
- Department of Medicine, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
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15
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Dori G, Denekamp Y, Fishman S, Rosenthal A, Frajewicki V, Lewis BS, Bitterman H. Non-invasive computerised detection of acute coronary occlusion. Med Biol Eng Comput 2004; 42:294-302. [PMID: 15191073 DOI: 10.1007/bf02344703] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/24/2022]
Abstract
The goal of this study was to evaluate the role of a computerised, non-invasive ECG method for detecting acute coronary occlusion (ACO). Ninety-five standard ECG leads were recorded, before and during ACO, from 18 patients undergoing balloon angioplasty. ECG amplitude and derivative parameters were calculated for the ORS, ST and T components of the ECG signal, before and during ACO. Results were obtained for each lead. Sensitivity of the standard visual ECG analysis for detecting ACO was 48%, whereas the percentage of conventional ECG changes during baseline was 14%. For the best ECG parameter, the amplitude parameter of the ORS component, sensitivity was 82%, and the percentage of parameter changes during baseline was 20%. The sensitivity for detecting ACO with five of the six ECG parameters studied was greater than that of the standard visual analysis. Ischaemic changes were detected in 4.3 +/- 1.6 leads per patient using the amplitude parameter of the ORS component, whereas, with the standard visual analysis, 2.5 +/- 2.1 leads demonstrated such changes (p<0.001). Results were then summarized per patient. The standard visual ECG analysis detected ACO in 15 of 18 patients (83%), if at least one lead showed ischaemic changes. The computerised analysis detected ACO in all 18 patients using the same criterion. The sensitivity of the computerised method for detecting ACO in the clinical setting of angioplasty was greater than that of the standard visual analysis. It is suggested that the computerised method may be useful for detecting myocardial ischaemia in other clinical settings of acute myocardial ischaemia.
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Affiliation(s)
- G Dori
- Department of Internal Medicine, Carmel Medical Center, Haifa, Israel.
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16
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García J, Martínez I, Sörnmo L, Olmos S, Mur A, Laguna P. Remote processing server for ECG-based clinical diagnosis support. ACTA ACUST UNITED AC 2002; 6:277-84. [PMID: 15224842 DOI: 10.1109/titb.2002.806087] [Citation(s) in RCA: 20] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Abstract
In this paper, we present the development of a remote server that provides a user-friendly access to advanced electrocardiographic (ECG) signal processing techniques. The prototype supplies telemedicine facilities to doctors for clinical indexes remote computation to support diagnosis through the Internet. The user-friendly interface is based on the selection of the desired ECG signal processing tools on a Web browser window. The centralized structure of the system permits unique and user-independent update and management of the software and, therefore, is especially suitable for remote or rural regions to have access to the new ECG information techniques.
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Affiliation(s)
- José García
- Communications Technology Group, Department of Electronics Engineering and Communications, University of Zaragoza, 500015 Zaragoza, Spain
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17
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Clariá F, Vallverdú M, Caminal P. The effects of coronary occlusion location on the RR signal. IEEE ENGINEERING IN MEDICINE AND BIOLOGY MAGAZINE : THE QUARTERLY MAGAZINE OF THE ENGINEERING IN MEDICINE & BIOLOGY SOCIETY 2002; 21:59-64. [PMID: 12222118 DOI: 10.1109/memb.2002.1032640] [Citation(s) in RCA: 9] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- F Clariá
- ESAII Department, Biomedical Engineering Research Centre, Technical University of Catalonia, Spain
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18
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Schwartzman A, Wolf T, Gepstein L, Hayam G, Lessick J, Reisfeld D, Schwartz Y, Uretzky G, Ben-Haim SA. Characterisation of acute myocardial ischaemia in a canine model based on principal component analysis of unipolar endocardial electrograms. Med Biol Eng Comput 2001; 39:571-8. [PMID: 11712654 DOI: 10.1007/bf02345148] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/25/2022]
Abstract
The study presents a method for identifying endocardial electrical features relevant to local ischaemia detection at rest. The method consists of, first, normalisation of electrograms to a uniform representation; secondly, the use of principal component analysis to reduce the dimensionality of the electrogram vector space; and, thirdly, a search for a classification axis that matches the degree of ischaemia present in the tissue. Left ventricular myocardial states were assessed by echocardiography and NOGA mapping in eight dogs at baseline and then immediately after, 5h after and 3 days after occlusion of the left anterior descending coronary artery. Five principal components were required to approximate electrograms with an average error of less than 10% of the peak-to-peak amplitude. Correlations of 0.77, 0.80 and 0.84 were obtained between the principal component-based parameters and the echocardiography scores at the three ischaemic stages, respectively. Expression of these parameters in the time domain showed that the major changes occurred in the depolarisation segment of the endocardial electrogram as well as in the ST-segment. In conclusion, the proposed method provides a suitable alternative co-ordinate system for the classification of ischaemic regions and highlights signal segments that change as a result of pathology.
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García J, Sörnmo L, Olmos S, Laguna P. Automatic detection of ST-T complex changes on the ECG using filtered RMS difference series: application to ambulatory ischemia monitoring. IEEE Trans Biomed Eng 2000; 47:1195-201. [PMID: 11008420 DOI: 10.1109/10.867943] [Citation(s) in RCA: 56] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
A new detector is presented which finds changes in the repolarization phase (ST-T complex) of the cardiac cycle. It operates by applying a detection algorithm to the filtered root mean square (rms) series of differences between the beat segment (ST segment or ST-T complex) and an average pattern segment. The detector has been validated using the European ST-T database, which contains ST-T complex episodes manually annotated by cardiologists, resulting in sensitivity/positive predictivity of 85/86%, and 85/76%, for ST segment deviations and ST-T complex changes, respectively. The proposed detector has a performance similar to those which have a more complicated structure. The detector has the advantage of finding both ST segment deviations and entire ST-T complex changes thereby providing a wider characterization of the potential ischemic events. A post-processing stage, based on a cross-correlation analysis for the episodes in the rms series, is presented. With this stage subclinical events with repetitive pattern were found in around 20% of the recordings and improved the performance to 90/85%, and 89/76%, for ST segment and ST-T complex changes, respectively.
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Affiliation(s)
- J García
- Communications Technologies Group at the Department of Electronic Engineering and Communications, University of Zaragoza, Spain.
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García J, Wagner G, Sörnmo L, Olmos S, Lander P, Laguna P. Temporal evolution of traditional versus transformed ECG-based indexes in patients with induced myocardial ischemia. J Electrocardiol 2000; 33:37-47. [PMID: 10691173 DOI: 10.1016/s0022-0736(00)80099-0] [Citation(s) in RCA: 18] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/15/2022]
Abstract
The time course of changes in the electrocardiogram as a result of myocardial ischemia induced during prolonged coronary angioplasty has been studied. We have analyzed the electrocardiogram evolution during the occlusion in terms of the Ischemic Changes Sensor, which is a parameter that describes the capacity of different indexes to detect induced changes. Traditional indexes at specific time locations (ST level, T wave amplitude and position, and durations of QT interval and QRS complex) and global indexes (based on the Karhunen-Loève transform as applied to the QRS complex, ST-T complex, ST segment and T wave) have been considered. The global indexes better detected ischemic changes than the traditional indexes. The most sensitive were the index for the ST-T complex (89%) in the Karhunen-Loève transform-derived group and for the ST level (61%) in the traditional group. Changes in the ventricular repolarization period usually appeared earlier (77% of patients) than changes in the depolarization period (23% of patients). A similar percentage of patients exhibited the earliest ischemic changes in the T wave (41%) and in the ST segment (36%). The evolution of the Ischemic Changes Sensor parameters showed that the majority (60%) of the total changes occurred during the first minute of occlusion. The results suggest that the use of global electrocardiogram indexes better reflect ischemic changes than do traditional indexes, such as the ST segment deviation.
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Affiliation(s)
- J García
- Department of Electronic Engineering and Communications, University of Zaragoza, Spain.
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