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Published in: BMC Cardiovascular Disorders 1/2010

Open Access 01-12-2010 | Research article

Accuracy of advanced versus strictly conventional 12-lead ECG for detection and screening of coronary artery disease, left ventricular hypertrophy and left ventricular systolic dysfunction

Authors: Todd T Schlegel, Walter B Kulecz, Alan H Feiveson, E Carl Greco, Jude L DePalma, Vito Starc, Bojan Vrtovec, M Atiar Rahman, Michael W Bungo, Matthew J Hayat, Terry Bauch, Reynolds Delgado, Stafford G Warren, Tulio Núñez-Medina, Rubén Medina, Diego Jugo, Håkan Arheden, Olle Pahlm

Published in: BMC Cardiovascular Disorders | Issue 1/2010

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Abstract

Background

Resting conventional 12-lead ECG has low sensitivity for detection of coronary artery disease (CAD) and left ventricular hypertrophy (LVH) and low positive predictive value (PPV) for prediction of left ventricular systolic dysfunction (LVSD). We hypothesized that a ~5-min resting 12-lead advanced ECG test ("A-ECG") that combined results from both the advanced and conventional ECG could more accurately screen for these conditions than strictly conventional ECG.

Methods

Results from nearly every conventional and advanced resting ECG parameter known from the literature to have diagnostic or predictive value were first retrospectively evaluated in 418 healthy controls and 290 patients with imaging-proven CAD, LVH and/or LVSD. Each ECG parameter was examined for potential inclusion within multi-parameter A-ECG scores derived from multivariate regression models that were designed to optimally screen for disease in general or LVSD in particular. The performance of the best retrospectively-validated A-ECG scores was then compared against that of optimized pooled criteria from the strictly conventional ECG in a test set of 315 additional individuals.

Results

Compared to optimized pooled criteria from the strictly conventional ECG, a 7-parameter A-ECG score validated in the training set increased the sensitivity of resting ECG for identifying disease in the test set from 78% (72-84%) to 92% (88-96%) (P < 0.0001) while also increasing specificity from 85% (77-91%) to 94% (88-98%) (P < 0.05). In diseased patients, another 5-parameter A-ECG score increased the PPV of ECG for LVSD from 53% (41-65%) to 92% (78-98%) (P < 0.0001) without compromising related negative predictive value.

Conclusion

Resting 12-lead A-ECG scoring is more accurate than strictly conventional ECG in screening for CAD, LVH and LVSD.
Appendix
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Literature
1.
go back to reference Sox HC, Garber AM, Littenberg B: The resting electrocardiogram as a screening test. A clinical analysis. Ann Intern Med. 1989, 111 (6): 489-502.CrossRefPubMed Sox HC, Garber AM, Littenberg B: The resting electrocardiogram as a screening test. A clinical analysis. Ann Intern Med. 1989, 111 (6): 489-502.CrossRefPubMed
2.
go back to reference Ashley EA, Raxwal V, Froelicher V: An evidence-based review of the resting electrocardiogram as a screening technique for heart disease. Prog Cardiovasc Dis. 2001, 44 (1): 55-67. 10.1053/pcad.2001.24683.CrossRefPubMed Ashley EA, Raxwal V, Froelicher V: An evidence-based review of the resting electrocardiogram as a screening technique for heart disease. Prog Cardiovasc Dis. 2001, 44 (1): 55-67. 10.1053/pcad.2001.24683.CrossRefPubMed
3.
go back to reference Levy D, Labib SB, Anderson KM, Christiansen JC, Kannel WB, Castelli WP: Determinants of sensitivity and specificity of electrocardiographic criteria for left ventricular hypertrophy. Circulation. 1990, 81 (3): 815-820.CrossRefPubMed Levy D, Labib SB, Anderson KM, Christiansen JC, Kannel WB, Castelli WP: Determinants of sensitivity and specificity of electrocardiographic criteria for left ventricular hypertrophy. Circulation. 1990, 81 (3): 815-820.CrossRefPubMed
4.
go back to reference Davie AP, Francis CM, Love MP, Caruana L, Starkey IR, Shaw TR, Sutherland GR, McMurray JJ: Value of the electrocardiogram in identifying heart failure due to left ventricular systolic dysfunction. Br Med J. 1996, 312 (7025): 222-CrossRef Davie AP, Francis CM, Love MP, Caruana L, Starkey IR, Shaw TR, Sutherland GR, McMurray JJ: Value of the electrocardiogram in identifying heart failure due to left ventricular systolic dysfunction. Br Med J. 1996, 312 (7025): 222-CrossRef
5.
go back to reference Hedberg P, Lonnberg I, Jonason T, Nilsson G, Pehrsson K, Ringqvist I: Electrocardiogram and B-type natriuretic peptide as screening tools for left ventricular systolic dysfunction in a population-based sample of 75-year-old men and women. Am Heart J. 2004, 148 (3): 524-529. 10.1016/j.ahj.2004.03.034.CrossRefPubMed Hedberg P, Lonnberg I, Jonason T, Nilsson G, Pehrsson K, Ringqvist I: Electrocardiogram and B-type natriuretic peptide as screening tools for left ventricular systolic dysfunction in a population-based sample of 75-year-old men and women. Am Heart J. 2004, 148 (3): 524-529. 10.1016/j.ahj.2004.03.034.CrossRefPubMed
6.
go back to reference Kardys I, Kors JA, van der Meer IM, Hofman A, van der Kuip DA, Witteman JC: Spatial QRS-T angle predicts cardiac death in a general population. Eur Heart J. 2003, 24 (14): 1357-1364. 10.1016/S0195-668X(03)00203-3.CrossRefPubMed Kardys I, Kors JA, van der Meer IM, Hofman A, van der Kuip DA, Witteman JC: Spatial QRS-T angle predicts cardiac death in a general population. Eur Heart J. 2003, 24 (14): 1357-1364. 10.1016/S0195-668X(03)00203-3.CrossRefPubMed
7.
go back to reference Fayn J, Rubel P, Pahlm O, Wagner GS: Improvement of the detection of myocardial ischemia thanks to information technologies. Int J Cardiol. 2007, 120 (2): 172-180. 10.1016/j.ijcard.2006.09.025.CrossRefPubMed Fayn J, Rubel P, Pahlm O, Wagner GS: Improvement of the detection of myocardial ischemia thanks to information technologies. Int J Cardiol. 2007, 120 (2): 172-180. 10.1016/j.ijcard.2006.09.025.CrossRefPubMed
8.
go back to reference Rautaharju PM, Kooperberg C, Larson JC, LaCroix A: Electrocardiographic predictors of incident congestive heart failure and all-cause mortality in postmenopausal women: the Women's Health Initiative. Circulation. 2006, 113 (4): 481-489. 10.1161/CIRCULATIONAHA.105.537415.CrossRefPubMed Rautaharju PM, Kooperberg C, Larson JC, LaCroix A: Electrocardiographic predictors of incident congestive heart failure and all-cause mortality in postmenopausal women: the Women's Health Initiative. Circulation. 2006, 113 (4): 481-489. 10.1161/CIRCULATIONAHA.105.537415.CrossRefPubMed
9.
go back to reference Yamazaki T, Froelicher VF, Myers J, Chun S, Wang P: Spatial QRS-T angle predicts cardiac death in a clinical population. Heart Rhythm. 2005, 2 (1): 73-78. 10.1016/j.hrthm.2004.10.040.CrossRefPubMed Yamazaki T, Froelicher VF, Myers J, Chun S, Wang P: Spatial QRS-T angle predicts cardiac death in a clinical population. Heart Rhythm. 2005, 2 (1): 73-78. 10.1016/j.hrthm.2004.10.040.CrossRefPubMed
10.
go back to reference Schlegel TT, Kulecz WB, DePalma JL, Feiveson AH, Wilson JS, Rahman MA, Bungo MW: Real-time 12-lead high frequency QRS electrocardiography for enhanced detection of myocardial ischemia and coronary artery disease. Mayo Clin Proc. 2004, 79: 339-350. 10.4065/79.3.339.CrossRefPubMed Schlegel TT, Kulecz WB, DePalma JL, Feiveson AH, Wilson JS, Rahman MA, Bungo MW: Real-time 12-lead high frequency QRS electrocardiography for enhanced detection of myocardial ischemia and coronary artery disease. Mayo Clin Proc. 2004, 79: 339-350. 10.4065/79.3.339.CrossRefPubMed
11.
go back to reference Okin PM, Malik M, Hnatkova K, Lee ET, Galloway JM, Best LG, Howard BV, Devereux RB: Repolarization abnormality for prediction of all-cause and cardiovascular mortality in American Indians: the Strong Heart Study. J Cardiovasc Electrophysiol. 2005, 16 (9): 945-951. 10.1111/j.1540-8167.2005.40808.x.CrossRefPubMed Okin PM, Malik M, Hnatkova K, Lee ET, Galloway JM, Best LG, Howard BV, Devereux RB: Repolarization abnormality for prediction of all-cause and cardiovascular mortality in American Indians: the Strong Heart Study. J Cardiovasc Electrophysiol. 2005, 16 (9): 945-951. 10.1111/j.1540-8167.2005.40808.x.CrossRefPubMed
12.
go back to reference Zabel M, Malik M, Hnatkova K, Papademetriou V, Pittaras A, Fletcher RD, Franz MR: Analysis of T-wave morphology from the 12-lead electrocardiogram for prediction of long-term prognosis in male US veterans. Circulation. 2002, 105 (9): 1066-1070. 10.1161/hc0902.104598.CrossRefPubMed Zabel M, Malik M, Hnatkova K, Papademetriou V, Pittaras A, Fletcher RD, Franz MR: Analysis of T-wave morphology from the 12-lead electrocardiogram for prediction of long-term prognosis in male US veterans. Circulation. 2002, 105 (9): 1066-1070. 10.1161/hc0902.104598.CrossRefPubMed
13.
go back to reference Batdorf BH, Feiveson AH, Schlegel TT: The effect of signal averaging on the reproducibility and reliability of measures of T-wave morphology. J Electrocardiol. 2006, 39 (3): 266-270. 10.1016/j.jelectrocard.2005.11.004.CrossRefPubMed Batdorf BH, Feiveson AH, Schlegel TT: The effect of signal averaging on the reproducibility and reliability of measures of T-wave morphology. J Electrocardiol. 2006, 39 (3): 266-270. 10.1016/j.jelectrocard.2005.11.004.CrossRefPubMed
14.
go back to reference Berger RD, Kasper EK, Baughman KL, Marban E, Calkins H, Tomaselli GF: Beat-to-beat QT interval variability: novel evidence for repolarization lability in ischemic and nonischemic dilated cardiomyopathy. Circulation. 1997, 96 (5): 1557-1565.CrossRefPubMed Berger RD, Kasper EK, Baughman KL, Marban E, Calkins H, Tomaselli GF: Beat-to-beat QT interval variability: novel evidence for repolarization lability in ischemic and nonischemic dilated cardiomyopathy. Circulation. 1997, 96 (5): 1557-1565.CrossRefPubMed
15.
go back to reference Piccirillo G, Magri D, Matera S, Magnanti M, Torrini A, Pasquazzi E, Schifano E, Velitti S, Marigliano V, Quaglione R, Barilla F: QT variability strongly predicts sudden cardiac death in asymptomatic subjects with mild or moderate left ventricular systolic dysfunction: a prospective study. Eur Heart J. 2007, 28 (11): 1344-1350. 10.1093/eurheartj/ehl367.CrossRefPubMed Piccirillo G, Magri D, Matera S, Magnanti M, Torrini A, Pasquazzi E, Schifano E, Velitti S, Marigliano V, Quaglione R, Barilla F: QT variability strongly predicts sudden cardiac death in asymptomatic subjects with mild or moderate left ventricular systolic dysfunction: a prospective study. Eur Heart J. 2007, 28 (11): 1344-1350. 10.1093/eurheartj/ehl367.CrossRefPubMed
16.
go back to reference Vrtovec B, Sinkovec M, Starc V, Radovancevic B, Schlegel TT: Coronary artery disease alters ventricular repolarization dynamics in type 2 diabetes. Pacing Clin Electrophysiol. 2005, 28 (Suppl 1): S178-181. 10.1111/j.1540-8159.2005.00076.x.CrossRefPubMed Vrtovec B, Sinkovec M, Starc V, Radovancevic B, Schlegel TT: Coronary artery disease alters ventricular repolarization dynamics in type 2 diabetes. Pacing Clin Electrophysiol. 2005, 28 (Suppl 1): S178-181. 10.1111/j.1540-8159.2005.00076.x.CrossRefPubMed
17.
go back to reference Starc V, Schlegel TT: Real-time multichannel system for beat-to-beat QT interval variability. J Electrocardiol. 2006, 39 (4): 358-367. 10.1016/j.jelectrocard.2006.03.004.CrossRefPubMed Starc V, Schlegel TT: Real-time multichannel system for beat-to-beat QT interval variability. J Electrocardiol. 2006, 39 (4): 358-367. 10.1016/j.jelectrocard.2006.03.004.CrossRefPubMed
18.
go back to reference Camm AJ, Malik M, Bigger JT, Breithardt G, Cerutti S, Cohen RJ, Coumel P, Fallen EL, Kennedy HL, Kleiger RE, Lombardi F, Malliani A, Moss AJ, Rottman JN, Schmidt G, Schwartz PJ, Singer DH: Heart rate variability. Standards of measurement, physiological interpretation, and clinical use. Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology. Eur Heart J. 1996, 17 (3): 354-381.CrossRef Camm AJ, Malik M, Bigger JT, Breithardt G, Cerutti S, Cohen RJ, Coumel P, Fallen EL, Kennedy HL, Kleiger RE, Lombardi F, Malliani A, Moss AJ, Rottman JN, Schmidt G, Schwartz PJ, Singer DH: Heart rate variability. Standards of measurement, physiological interpretation, and clinical use. Task Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology. Eur Heart J. 1996, 17 (3): 354-381.CrossRef
19.
go back to reference Goldberger AL, Amaral LA, Hausdorff JM, Ivanov P, Peng CK, Stanley HE: Fractal dynamics in physiology: alterations with disease and aging. Proc Natl Acad Sci USA. 2002, 99 (Suppl 1): 2466-2472. 10.1073/pnas.012579499.CrossRefPubMedPubMedCentral Goldberger AL, Amaral LA, Hausdorff JM, Ivanov P, Peng CK, Stanley HE: Fractal dynamics in physiology: alterations with disease and aging. Proc Natl Acad Sci USA. 2002, 99 (Suppl 1): 2466-2472. 10.1073/pnas.012579499.CrossRefPubMedPubMedCentral
20.
go back to reference Jain AK, Duin RPW, Mao J: Statistical pattern recognition: a review. IEEE transactions on pattern analysis and machine intelligence. 2000, 22 (1): 4-37. 10.1109/34.824819.CrossRef Jain AK, Duin RPW, Mao J: Statistical pattern recognition: a review. IEEE transactions on pattern analysis and machine intelligence. 2000, 22 (1): 4-37. 10.1109/34.824819.CrossRef
21.
go back to reference Persson E, Carlsson M, Palmer J, Pahlm O, Arheden H: Evaluation of left ventricular volumes and ejection fraction by automated gated myocardial SPECT versus cardiovascular magnetic resonance. Clin Physiol Funct Imaging. 2005, 25 (3): 135-141. 10.1111/j.1475-097X.2005.00599.x.CrossRefPubMed Persson E, Carlsson M, Palmer J, Pahlm O, Arheden H: Evaluation of left ventricular volumes and ejection fraction by automated gated myocardial SPECT versus cardiovascular magnetic resonance. Clin Physiol Funct Imaging. 2005, 25 (3): 135-141. 10.1111/j.1475-097X.2005.00599.x.CrossRefPubMed
22.
go back to reference Cain PA, Ahl R, Hedstrom E, Ugander M, Allansdotter-Johnsson A, Friberg P, Arheden H: Age and gender specific normal values of left ventricular mass, volume and function for gradient echo magnetic resonance imaging: a cross sectional study. BMC Med Imaging. 2009, 9: 2-10.1186/1471-2342-9-2.CrossRefPubMedPubMedCentral Cain PA, Ahl R, Hedstrom E, Ugander M, Allansdotter-Johnsson A, Friberg P, Arheden H: Age and gender specific normal values of left ventricular mass, volume and function for gradient echo magnetic resonance imaging: a cross sectional study. BMC Med Imaging. 2009, 9: 2-10.1186/1471-2342-9-2.CrossRefPubMedPubMedCentral
23.
go back to reference Tragardh E, Schlegel TT, Carlsson M, Pettersson J, Nilsson K, Pahlm O: High-frequency electrocardiogram analysis in the ability to predict reversible perfusion defects during adenosine myocardial perfusion imaging. J Electrocardiol. 2007, 40 (6): 510-514. 10.1016/j.jelectrocard.2007.03.242.CrossRefPubMed Tragardh E, Schlegel TT, Carlsson M, Pettersson J, Nilsson K, Pahlm O: High-frequency electrocardiogram analysis in the ability to predict reversible perfusion defects during adenosine myocardial perfusion imaging. J Electrocardiol. 2007, 40 (6): 510-514. 10.1016/j.jelectrocard.2007.03.242.CrossRefPubMed
24.
go back to reference Lang RM, Bierig M, Devereux RB, Flachskampf FA, Foster E, Pellikka PA, Picard MH, Roman MJ, Seward J, Shanewise JS, Solomon SD, Spencer KT, Sutton MS, Stewart WJ: Recommendations for chamber quantification: a report from the American Society of Echocardiography's Guidelines and Standards Committee and the Chamber Quantification Writing Group, developed in conjunction with the European Association of Echocardiography, a branch of the European Society of Cardiology. J Am Soc Echocardiogr. 2005, 18 (12): 1440-1463. 10.1016/j.echo.2005.10.005.CrossRefPubMed Lang RM, Bierig M, Devereux RB, Flachskampf FA, Foster E, Pellikka PA, Picard MH, Roman MJ, Seward J, Shanewise JS, Solomon SD, Spencer KT, Sutton MS, Stewart WJ: Recommendations for chamber quantification: a report from the American Society of Echocardiography's Guidelines and Standards Committee and the Chamber Quantification Writing Group, developed in conjunction with the European Association of Echocardiography, a branch of the European Society of Cardiology. J Am Soc Echocardiogr. 2005, 18 (12): 1440-1463. 10.1016/j.echo.2005.10.005.CrossRefPubMed
25.
go back to reference Okin PM, Devereux RB, Jern S, Kjeldsen SE, Julius S, Dahlof B: Baseline characteristics in relation to electrocardiographic left ventricular hypertrophy in hypertensive patients: the Losartan intervention for endpoint reduction (LIFE) in hypertension study. The Life Study Investigators. Hypertension. 2000, 36 (5): 766-773.CrossRefPubMed Okin PM, Devereux RB, Jern S, Kjeldsen SE, Julius S, Dahlof B: Baseline characteristics in relation to electrocardiographic left ventricular hypertrophy in hypertensive patients: the Losartan intervention for endpoint reduction (LIFE) in hypertension study. The Life Study Investigators. Hypertension. 2000, 36 (5): 766-773.CrossRefPubMed
26.
go back to reference Anderson WD, Wagner NB, Lee KL, White RD, Yuschak J, Behar VS, Selvester RH, Ideker RE, Wagner GS: Evaluation of a QRS scoring system for estimating myocardial infarct size. VI: Identification of screening criteria for non-acute myocardial infarcts. Am J Cardiol. 1988, 61 (10): 729-733. 10.1016/0002-9149(88)91056-9.CrossRefPubMed Anderson WD, Wagner NB, Lee KL, White RD, Yuschak J, Behar VS, Selvester RH, Ideker RE, Wagner GS: Evaluation of a QRS scoring system for estimating myocardial infarct size. VI: Identification of screening criteria for non-acute myocardial infarcts. Am J Cardiol. 1988, 61 (10): 729-733. 10.1016/0002-9149(88)91056-9.CrossRefPubMed
27.
go back to reference Kors JA, van Herpen G, Sittig AC, van Bemmel JH: Reconstruction of the Frank vectorcardiogram from standard electrocardiographic leads: diagnostic comparison of different methods. Eur Heart J. 1990, 11 (12): 1083-1092.PubMed Kors JA, van Herpen G, Sittig AC, van Bemmel JH: Reconstruction of the Frank vectorcardiogram from standard electrocardiographic leads: diagnostic comparison of different methods. Eur Heart J. 1990, 11 (12): 1083-1092.PubMed
28.
go back to reference Draper HW, Peffer CJ, Stallmann FW, Littmann D, Pipberger HV: The Corrected Orthogonal Electrocardiogram and Vectorcardiogram in 510 Normal Men (Frank Lead System). Circulation. 1964, 30: 853-864.CrossRefPubMed Draper HW, Peffer CJ, Stallmann FW, Littmann D, Pipberger HV: The Corrected Orthogonal Electrocardiogram and Vectorcardiogram in 510 Normal Men (Frank Lead System). Circulation. 1964, 30: 853-864.CrossRefPubMed
29.
go back to reference Horinaka S, Yamamoto H, Tabuchi T, Takada M, Akabane T, Onoda M, Yagi S: Ventricular gradient variability. New ECG method for detection of ischemic heart disease. J Electrocardiol. 1995, 28 (3): 177-183. 10.1016/S0022-0736(05)80255-9.CrossRefPubMed Horinaka S, Yamamoto H, Tabuchi T, Takada M, Akabane T, Onoda M, Yagi S: Ventricular gradient variability. New ECG method for detection of ischemic heart disease. J Electrocardiol. 1995, 28 (3): 177-183. 10.1016/S0022-0736(05)80255-9.CrossRefPubMed
30.
go back to reference Priori SG, Mortara DW, Napolitano C, Diehl L, Paganini V, Cantu F, Cantu G, Schwartz PJ: Evaluation of the spatial aspects of T-wave complexity in the long-QT syndrome. Circulation. 1997, 96 (9): 3006-3012.CrossRefPubMed Priori SG, Mortara DW, Napolitano C, Diehl L, Paganini V, Cantu F, Cantu G, Schwartz PJ: Evaluation of the spatial aspects of T-wave complexity in the long-QT syndrome. Circulation. 1997, 96 (9): 3006-3012.CrossRefPubMed
31.
go back to reference Solaimanzadeh I, Schlegel TT, Feiveson AH, Greco EC, DePalma JL, Starc V, Marthol H, Tutaj M, Buechner S, Axelrod FB, Hilz MJ: Advanced electrocardiographic predictors of mortality in familial dysautonomia. Auton Neurosci. 2008, 144 (1-2): 76-82. 10.1016/j.autneu.2008.08.016.CrossRefPubMed Solaimanzadeh I, Schlegel TT, Feiveson AH, Greco EC, DePalma JL, Starc V, Marthol H, Tutaj M, Buechner S, Axelrod FB, Hilz MJ: Advanced electrocardiographic predictors of mortality in familial dysautonomia. Auton Neurosci. 2008, 144 (1-2): 76-82. 10.1016/j.autneu.2008.08.016.CrossRefPubMed
32.
go back to reference Ishizawa K, Motomura M, Konishi T, Wakabayashi A: High reliability rates of spatial pattern analysis by vectorcardiogram in assessing the severity of eccentric left ventricular hypertrophy. Am Heart J. 1976, 91 (1): 50-57. 10.1016/S0002-8703(76)80434-6.CrossRefPubMed Ishizawa K, Motomura M, Konishi T, Wakabayashi A: High reliability rates of spatial pattern analysis by vectorcardiogram in assessing the severity of eccentric left ventricular hypertrophy. Am Heart J. 1976, 91 (1): 50-57. 10.1016/S0002-8703(76)80434-6.CrossRefPubMed
33.
go back to reference Vacek JL, Wilson DB, Botteron GW, Dobbins J: Techniques for the determination of left ventricular mass by signal-averaged electrocardiography. Am Heart J. 1990, 120 (4): 958-963. 10.1016/0002-8703(90)90215-J.CrossRefPubMed Vacek JL, Wilson DB, Botteron GW, Dobbins J: Techniques for the determination of left ventricular mass by signal-averaged electrocardiography. Am Heart J. 1990, 120 (4): 958-963. 10.1016/0002-8703(90)90215-J.CrossRefPubMed
34.
go back to reference Starc V, Schlegel TT: The effect of aging and cardiac disease on that portion of QT interval variability that is independent of heart rate variability. Computers in Cardiology. 2008, 315-317. 35 Starc V, Schlegel TT: The effect of aging and cardiac disease on that portion of QT interval variability that is independent of heart rate variability. Computers in Cardiology. 2008, 315-317. 35
35.
go back to reference Efron B: The Jackknife, the Bootstrap and Other Resampling Models. 1985, Bristol: Arrowsmith Ltd. (for Society for Industrial and Applied Mathematics (SIAM)), 2 Efron B: The Jackknife, the Bootstrap and Other Resampling Models. 1985, Bristol: Arrowsmith Ltd. (for Society for Industrial and Applied Mathematics (SIAM)), 2
36.
go back to reference Fleiss JL: Statistical Methods for Rates and Proportions. 1981, New York: John Wiley & Sons, 2 Fleiss JL: Statistical Methods for Rates and Proportions. 1981, New York: John Wiley & Sons, 2
37.
go back to reference Wang W, Davis CS, Soong SJ: Comparison of predictive values of two diagnostic tests from the same sample of subjects using weighted least squares. Statistics in medicine. 2006, 25 (13): 2215-2229. 10.1002/sim.2332.CrossRefPubMed Wang W, Davis CS, Soong SJ: Comparison of predictive values of two diagnostic tests from the same sample of subjects using weighted least squares. Statistics in medicine. 2006, 25 (13): 2215-2229. 10.1002/sim.2332.CrossRefPubMed
38.
go back to reference Kyle MC, Klingeman JD, Conrad JD, Freis ED, Pipberger HV: A new microcomputer-based ECG analysis system. Clin Cardiol. 1983, 6 (9): 447-455. 10.1002/clc.4960060906.CrossRefPubMed Kyle MC, Klingeman JD, Conrad JD, Freis ED, Pipberger HV: A new microcomputer-based ECG analysis system. Clin Cardiol. 1983, 6 (9): 447-455. 10.1002/clc.4960060906.CrossRefPubMed
39.
go back to reference Pipberger HV, McCaughan D, Littmann D, Pipberger HA, Cornfield J, Dunn RA, Batchlor CD, Berson AS: Clinical application of a second generation electrocardiographic computer program. Am J Cardiol. 1975, 35 (5): 597-608. 10.1016/0002-9149(75)90044-2.CrossRefPubMed Pipberger HV, McCaughan D, Littmann D, Pipberger HA, Cornfield J, Dunn RA, Batchlor CD, Berson AS: Clinical application of a second generation electrocardiographic computer program. Am J Cardiol. 1975, 35 (5): 597-608. 10.1016/0002-9149(75)90044-2.CrossRefPubMed
40.
go back to reference Gibbons RJ, Balady GJ, Bricker JT, Chaitman BR, Fletcher GF, Froelicher VF, Mark DB, McCallister BD, Mooss AN, O'Reilly MG, Winters WL, Gibbons RJ, Antman EM, Alpert JS, Faxon DP, Fuster V, Gregoratos G, Hiratzka LF, Jacobs AK, Russell RO, Smith SC: ACC/AHA 2002 guideline update for exercise testing: summary article. A report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines (Committee to Update the 1997 Exercise Testing Guidelines). J Am Coll Cardiol. 2002, 40 (8): 1531-1540. 10.1016/S0735-1097(02)02164-2.CrossRefPubMed Gibbons RJ, Balady GJ, Bricker JT, Chaitman BR, Fletcher GF, Froelicher VF, Mark DB, McCallister BD, Mooss AN, O'Reilly MG, Winters WL, Gibbons RJ, Antman EM, Alpert JS, Faxon DP, Fuster V, Gregoratos G, Hiratzka LF, Jacobs AK, Russell RO, Smith SC: ACC/AHA 2002 guideline update for exercise testing: summary article. A report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines (Committee to Update the 1997 Exercise Testing Guidelines). J Am Coll Cardiol. 2002, 40 (8): 1531-1540. 10.1016/S0735-1097(02)02164-2.CrossRefPubMed
41.
go back to reference Greenland P, Bonow RO, Brundage BH, Budoff MJ, Eisenberg MJ, Grundy SM, Lauer MS, Post WS, Raggi P, Redberg RF, Rodgers GP, Shaw LJ, Taylor AJ, Weintraub WS, Harrington RA, Abrams J, Anderson JL, Bates ER, Grines CL, Hlatky MA, Lichtenberg RC, Lindner JR, Pohost GM, Schofield RS, Shubrooks SJ, Stein JH, Tracy CM, Vogel RA, Wesley DJ: ACCF/AHA 2007 clinical expert consensus document on coronary artery calcium scoring by computed tomography in global cardiovascular risk assessment and in evaluation of patients with chest pain. Circulation. 2007, 115 (3): 402-426. 10.1161/CIRCULATIONAHA..107.181425.CrossRefPubMed Greenland P, Bonow RO, Brundage BH, Budoff MJ, Eisenberg MJ, Grundy SM, Lauer MS, Post WS, Raggi P, Redberg RF, Rodgers GP, Shaw LJ, Taylor AJ, Weintraub WS, Harrington RA, Abrams J, Anderson JL, Bates ER, Grines CL, Hlatky MA, Lichtenberg RC, Lindner JR, Pohost GM, Schofield RS, Shubrooks SJ, Stein JH, Tracy CM, Vogel RA, Wesley DJ: ACCF/AHA 2007 clinical expert consensus document on coronary artery calcium scoring by computed tomography in global cardiovascular risk assessment and in evaluation of patients with chest pain. Circulation. 2007, 115 (3): 402-426. 10.1161/CIRCULATIONAHA..107.181425.CrossRefPubMed
42.
go back to reference Naghavi M, Falk E, Hecht HS, Jamieson MJ, Kaul S, Berman D, Fayad Z, Budoff MJ, Rumberger J, Naqvi TZ, Shaw LJ, Faergeman O, Cohn J, Bahr R, Koenig W, Demirovic J, Arking D, Herrera VL, Badimon J, Goldstein JA, Rudy Y, Airaksinen J, Schwartz RS, Riley WA, Mendes RA, Douglas P, Shah PK: From vulnerable plaque to vulnerable patient--Part III: Executive summary of the Screening for Heart Attack Prevention and Education (SHAPE) Task Force report. Am J Cardiol. 2006, 98 (2A): 2H-15H. 10.1016/j.amjcard.2006.03.002.CrossRefPubMed Naghavi M, Falk E, Hecht HS, Jamieson MJ, Kaul S, Berman D, Fayad Z, Budoff MJ, Rumberger J, Naqvi TZ, Shaw LJ, Faergeman O, Cohn J, Bahr R, Koenig W, Demirovic J, Arking D, Herrera VL, Badimon J, Goldstein JA, Rudy Y, Airaksinen J, Schwartz RS, Riley WA, Mendes RA, Douglas P, Shah PK: From vulnerable plaque to vulnerable patient--Part III: Executive summary of the Screening for Heart Attack Prevention and Education (SHAPE) Task Force report. Am J Cardiol. 2006, 98 (2A): 2H-15H. 10.1016/j.amjcard.2006.03.002.CrossRefPubMed
43.
go back to reference Peacock WF: Acute Emergency Department management of heart failure. Heart Fail Rev. 2003, 8 (4): 335-338. 10.1023/A:1026187013370.CrossRefPubMed Peacock WF: Acute Emergency Department management of heart failure. Heart Fail Rev. 2003, 8 (4): 335-338. 10.1023/A:1026187013370.CrossRefPubMed
44.
go back to reference Pfeffer MA, Braunwald E, Moye LA, Basta L, Brown EJ, Cuddy TE, Davis BR, Geltman EM, Goldman S, Flaker GC, Klein M, Lamas GA, Packer M, Rouleau J, Rouleau JL, Rutherford J, Wertheimer JH, Hawkins CM: Effect of captopril on mortality and morbidity in patients with left ventricular dysfunction after myocardial infarction. Results of the survival and ventricular enlargement trial. The SAVE Investigators. N Engl J Med. 1992, 327 (10): 669-677.CrossRefPubMed Pfeffer MA, Braunwald E, Moye LA, Basta L, Brown EJ, Cuddy TE, Davis BR, Geltman EM, Goldman S, Flaker GC, Klein M, Lamas GA, Packer M, Rouleau J, Rouleau JL, Rutherford J, Wertheimer JH, Hawkins CM: Effect of captopril on mortality and morbidity in patients with left ventricular dysfunction after myocardial infarction. Results of the survival and ventricular enlargement trial. The SAVE Investigators. N Engl J Med. 1992, 327 (10): 669-677.CrossRefPubMed
45.
go back to reference Pipberger HV, Goldman MJ, Littmann D, Murphy GP, Cosma J, Snyder JR: Correlations of the orthogonal electrocardiogram and vectorcardiogram with consitutional variables in 518 normal men. Circulation. 1967, 35 (3): 536-551.CrossRefPubMed Pipberger HV, Goldman MJ, Littmann D, Murphy GP, Cosma J, Snyder JR: Correlations of the orthogonal electrocardiogram and vectorcardiogram with consitutional variables in 518 normal men. Circulation. 1967, 35 (3): 536-551.CrossRefPubMed
46.
go back to reference Scherptong RW, Henkens IR, Man SC, Le Cessie S, Vliegen HW, Draisma HH, Maan AC, Schalij MJ, Swenne CA: Normal limits of the spatial QRS-T angle and ventricular gradient in 12-lead electrocardiograms of young adults: dependence on sex and heart rate. J Electrocardiol. 2008, 41 (6): 648-655. 10.1016/j.jelectrocard.2008.07.006.CrossRefPubMed Scherptong RW, Henkens IR, Man SC, Le Cessie S, Vliegen HW, Draisma HH, Maan AC, Schalij MJ, Swenne CA: Normal limits of the spatial QRS-T angle and ventricular gradient in 12-lead electrocardiograms of young adults: dependence on sex and heart rate. J Electrocardiol. 2008, 41 (6): 648-655. 10.1016/j.jelectrocard.2008.07.006.CrossRefPubMed
47.
go back to reference Taneja T, Larsen J, Goldberger J, Kadish A: Age, gender, and autonomic tone effects on surface electrocardiographic indices of ventricular repolarization. Ann Noninvasive Electrocardiol. 2001, 6 (4): 290-297. 10.1111/j.1542-474X.2001.tb00121.x.CrossRefPubMed Taneja T, Larsen J, Goldberger J, Kadish A: Age, gender, and autonomic tone effects on surface electrocardiographic indices of ventricular repolarization. Ann Noninvasive Electrocardiol. 2001, 6 (4): 290-297. 10.1111/j.1542-474X.2001.tb00121.x.CrossRefPubMed
48.
go back to reference Reis SE, Holubkov R, Conrad Smith AJ, Kelsey SF, Sharaf BL, Reichek N, Rogers WJ, Merz CN, Sopko G, Pepine CJ: Coronary microvascular dysfunction is highly prevalent in women with chest pain in the absence of coronary artery disease: results from the NHLBI WISE study. Am Heart J. 2001, 141 (5): 735-741. 10.1067/mhj.2001.114198.CrossRefPubMed Reis SE, Holubkov R, Conrad Smith AJ, Kelsey SF, Sharaf BL, Reichek N, Rogers WJ, Merz CN, Sopko G, Pepine CJ: Coronary microvascular dysfunction is highly prevalent in women with chest pain in the absence of coronary artery disease: results from the NHLBI WISE study. Am Heart J. 2001, 141 (5): 735-741. 10.1067/mhj.2001.114198.CrossRefPubMed
49.
go back to reference Kern MJ, Lerman A, Bech JW, De Bruyne B, Eeckhout E, Fearon WF, Higano ST, Lim MJ, Meuwissen M, Piek JJ, Pijls NHJ, Siebes M, Spaan JAE: Physiological assessment of coronary artery disease in the cardiac catheterization laboratory: a scientific statement from the American Heart Association Committee on Diagnostic and Interventional Cardiac Catheterization, Council on Clinical Cardiology. Circulation. 2006, 114 (12): 1321-1341. 10.1161/CIRCULATIONAHA.106.177276.CrossRefPubMed Kern MJ, Lerman A, Bech JW, De Bruyne B, Eeckhout E, Fearon WF, Higano ST, Lim MJ, Meuwissen M, Piek JJ, Pijls NHJ, Siebes M, Spaan JAE: Physiological assessment of coronary artery disease in the cardiac catheterization laboratory: a scientific statement from the American Heart Association Committee on Diagnostic and Interventional Cardiac Catheterization, Council on Clinical Cardiology. Circulation. 2006, 114 (12): 1321-1341. 10.1161/CIRCULATIONAHA.106.177276.CrossRefPubMed
50.
go back to reference Mohlenkamp S, Schmermund A, Lehmann N, Roggenbuck U, Dragano N, Stang A, Moebus S, Beck EM, Schluter C, Sack S, Meinertz T, Taylor A, Jockel KH, Erbel R: Subclinical coronary atherosclerosis and resting ECG abnormalities in an unselected general population. Atherosclerosis. 2008, 196 (2): 786-794. 10.1016/j.atherosclerosis.2007.01.012.CrossRefPubMed Mohlenkamp S, Schmermund A, Lehmann N, Roggenbuck U, Dragano N, Stang A, Moebus S, Beck EM, Schluter C, Sack S, Meinertz T, Taylor A, Jockel KH, Erbel R: Subclinical coronary atherosclerosis and resting ECG abnormalities in an unselected general population. Atherosclerosis. 2008, 196 (2): 786-794. 10.1016/j.atherosclerosis.2007.01.012.CrossRefPubMed
Metadata
Title
Accuracy of advanced versus strictly conventional 12-lead ECG for detection and screening of coronary artery disease, left ventricular hypertrophy and left ventricular systolic dysfunction
Authors
Todd T Schlegel
Walter B Kulecz
Alan H Feiveson
E Carl Greco
Jude L DePalma
Vito Starc
Bojan Vrtovec
M Atiar Rahman
Michael W Bungo
Matthew J Hayat
Terry Bauch
Reynolds Delgado
Stafford G Warren
Tulio Núñez-Medina
Rubén Medina
Diego Jugo
Håkan Arheden
Olle Pahlm
Publication date
01-12-2010
Publisher
BioMed Central
Published in
BMC Cardiovascular Disorders / Issue 1/2010
Electronic ISSN: 1471-2261
DOI
https://doi.org/10.1186/1471-2261-10-28

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