Skip to main content
Top
Published in: The International Journal of Cardiovascular Imaging 11/2019

Open Access 01-11-2019 | CT Angiography | Original Paper

Coronary artery disease risk reclassification by a new acoustic-based score

Authors: S. E. Schmidt, S. Winther, B. S. Larsen, M. H. Groenhoej, L. Nissen, J. Westra, L. Frost, N. R. Holm, H. Mickley, F. H. Steffensen, J. Lambrechtsen, M. S. Nørskov, J. J. Struijk, A. C. P. Diederichsen, M. Boettcher

Published in: The International Journal of Cardiovascular Imaging | Issue 11/2019

Login to get access

Abstract

To determine the potential of a non-invasive acoustic device (CADScor®System) to reclassify patients with intermediate pre-test probability (PTP) and clinically suspected stable coronary artery disease (CAD) into a low probability group thereby ruling out significant CAD. Audio recordings and clinical data from three studies were collected in a single database. In all studies, patients with a coronary CT angiography indicating CAD were referred to coronary angiography. Audio recordings of heart sounds were processed to construct a CAD-score. PTP was calculated using the updated Diamond-Forrester score and patients were classified according to the current ESC guidelines for stable CAD: low < 15%, intermediate 15–85% and high > 85% PTP. Intermediate PTP patients were re-classified to low probability if the CAD-score was ≤ 20. Of 2245 patients, 212 (9.4%) had significant CAD confirmed by coronary angiography ( ≥ 50% diameter stenosis). The average CAD-score was higher in patients with significant CAD (38.4 ± 13.9) compared to the remaining patients (25.1 ± 13.8; p < 0.001). The reclassification increased the proportion of low PTP patients from 13.6% to 41.8%, reducing the proportion of intermediate PTP patients from 83.4% to 55.2%. Before reclassification 7 (3.1%) low PTP patients had CAD, whereas post-reclassification this number increased to 28 (4.0%) (p = 0.52). The net reclassification index was 0.209. Utilization of a low-cost acoustic device in patients with intermediate PTP could potentially reduce the number of patients referred for further testing, without a significant increase in the false negative rate, and thus improve the cost-effectiveness for patients with suspected stable CAD.
Appendix
Available only for authorised users
Literature
1.
go back to reference Montalescot G et al (2013) 2013 ESC guidelines on the management of stable coronary artery disease. Eur Heart J 34:2949–3003CrossRef Montalescot G et al (2013) 2013 ESC guidelines on the management of stable coronary artery disease. Eur Heart J 34:2949–3003CrossRef
2.
go back to reference Winther S et al (2018) Diagnostic performance of an acoustic-based system for coronary artery disease risk stratification. Heart 104:928–935CrossRef Winther S et al (2018) Diagnostic performance of an acoustic-based system for coronary artery disease risk stratification. Heart 104:928–935CrossRef
3.
go back to reference Therming C et al (2018) Low diagnostic yield of non-invasive testing in patients with suspected coronary artery disease: results from a large unselected hospital-based sample. Eur Heart J - Qual Care Clin Outcomes 4:301–308CrossRef Therming C et al (2018) Low diagnostic yield of non-invasive testing in patients with suspected coronary artery disease: results from a large unselected hospital-based sample. Eur Heart J - Qual Care Clin Outcomes 4:301–308CrossRef
4.
go back to reference Douglas PS et al (2015) Outcomes of anatomical versus functional testing for coronary artery disease. N Engl J Med 372:1291–1300CrossRef Douglas PS et al (2015) Outcomes of anatomical versus functional testing for coronary artery disease. N Engl J Med 372:1291–1300CrossRef
5.
go back to reference Dragomir A et al (2016) Acoustic detection of coronary occlusions before and after stent placement using an electronic stethoscope. Entropy 18:281CrossRef Dragomir A et al (2016) Acoustic detection of coronary occlusions before and after stent placement using an electronic stethoscope. Entropy 18:281CrossRef
6.
go back to reference Cohn PF, Vokonas PS, Williams RA, Herman MV, Gorlin R (1971) Diastolic heart sounds and filling waves in coronary artery disease. Circulation 44:196–202CrossRef Cohn PF, Vokonas PS, Williams RA, Herman MV, Gorlin R (1971) Diastolic heart sounds and filling waves in coronary artery disease. Circulation 44:196–202CrossRef
7.
go back to reference Schmidt SE et al (2011) Coronary artery disease and low frequency heart sound signatures. Comput Cardiol 38:481–484 Schmidt SE et al (2011) Coronary artery disease and low frequency heart sound signatures. Comput Cardiol 38:481–484
8.
go back to reference Dock W, Zoneraich S (1967) A diastolic murmur arising in a stenosed coronary artery. Am J Med 42:617–619CrossRef Dock W, Zoneraich S (1967) A diastolic murmur arising in a stenosed coronary artery. Am J Med 42:617–619CrossRef
9.
go back to reference Semmlow J, Rahalkar K (2007) Acoustic detection of coronary artery disease. Annu Rev Biomed Eng 9:449–469CrossRef Semmlow J, Rahalkar K (2007) Acoustic detection of coronary artery disease. Annu Rev Biomed Eng 9:449–469CrossRef
10.
go back to reference Akay M, Semmlow JL, Welkowitz W, Bauer MD, Kostis JB (1990) Noninvasive detection of coronary stenoses before and after angioplasty using eigenvector methods. IEEE Trans Biomed Eng 37:1095–1104CrossRef Akay M, Semmlow JL, Welkowitz W, Bauer MD, Kostis JB (1990) Noninvasive detection of coronary stenoses before and after angioplasty using eigenvector methods. IEEE Trans Biomed Eng 37:1095–1104CrossRef
11.
go back to reference Akay M, Akay YM, Welkowitz W, Lewkowicz S (1994) Investigating the effects of vasodilator drugs on the turbulent sound caused by femoral artery stenosis using short-term Fourier and wavelet transform methods. IEEE Trans Biomed Eng 41:921–928CrossRef Akay M, Akay YM, Welkowitz W, Lewkowicz S (1994) Investigating the effects of vasodilator drugs on the turbulent sound caused by femoral artery stenosis using short-term Fourier and wavelet transform methods. IEEE Trans Biomed Eng 41:921–928CrossRef
12.
go back to reference Akay M et al (2009) Dynamics of diastolic sounds caused by partially occluded coronary arteries. IEEE Trans Biomed Eng 56:513–517CrossRef Akay M et al (2009) Dynamics of diastolic sounds caused by partially occluded coronary arteries. IEEE Trans Biomed Eng 56:513–517CrossRef
13.
go back to reference Gauthier D (2007) Spectral analysis of heart sounds associated with coronary occlusions. In: 6th international special topic conference on information technology applications in biomedicine, pp 49–52 Gauthier D (2007) Spectral analysis of heart sounds associated with coronary occlusions. In: 6th international special topic conference on information technology applications in biomedicine, pp 49–52
14.
go back to reference Schmidt SE, Holst-Hansen C, Graff C, Toft E, Straijk JJ (2007) Detection of coronary artery disease with an electronic stethoscope. Comput Cardiol 34:757–760 Schmidt SE, Holst-Hansen C, Graff C, Toft E, Straijk JJ (2007) Detection of coronary artery disease with an electronic stethoscope. Comput Cardiol 34:757–760
15.
go back to reference Akay M (1994) Automated noninvasive detection of coronary artery disease using wavelet-based neural networks. Artif Neural Netw. Eng Proc 4:517–522 Akay M (1994) Automated noninvasive detection of coronary artery disease using wavelet-based neural networks. Artif Neural Netw. Eng Proc 4:517–522
16.
go back to reference Semmlow J, Welkowitz W, Kostis J, Mackenzie JW (1983) Coronary artery disease–correlates between diastolic auditory characteristics and coronary artery stenoses. IEEE Trans Biomed Eng 30:136–139CrossRef Semmlow J, Welkowitz W, Kostis J, Mackenzie JW (1983) Coronary artery disease–correlates between diastolic auditory characteristics and coronary artery stenoses. IEEE Trans Biomed Eng 30:136–139CrossRef
17.
go back to reference Thomas JL, Winther S, Wilson RF, Bøttcher M (2017) A novel approach to diagnosing coronary artery disease: acoustic detection of coronary turbulence. Int J Cardiovasc Imaging 33:129–136CrossRef Thomas JL, Winther S, Wilson RF, Bøttcher M (2017) A novel approach to diagnosing coronary artery disease: acoustic detection of coronary turbulence. Int J Cardiovasc Imaging 33:129–136CrossRef
18.
go back to reference Thomas JL et al (2018) The clinical evaluation of the CADence device in the acoustic detection of coronary artery disease. Int J Cardiovasc Imaging 34:1841–1848CrossRef Thomas JL et al (2018) The clinical evaluation of the CADence device in the acoustic detection of coronary artery disease. Int J Cardiovasc Imaging 34:1841–1848CrossRef
19.
go back to reference Makaryus AN et al (2013) Utility of an advanced digital electronic stethoscope in the diagnosis of coronary artery disease compared with coronary computed tomographic angiography. Am J Cardiol 111:786–792CrossRef Makaryus AN et al (2013) Utility of an advanced digital electronic stethoscope in the diagnosis of coronary artery disease compared with coronary computed tomographic angiography. Am J Cardiol 111:786–792CrossRef
21.
go back to reference Winther S et al (2016) Diagnosing coronary artery disease by sound analysis from coronary stenosis induced turbulent blood flow: diagnostic performance in patients with stable angina pectoris. Int J Cardiovasc Imaging 32:235–245CrossRef Winther S et al (2016) Diagnosing coronary artery disease by sound analysis from coronary stenosis induced turbulent blood flow: diagnostic performance in patients with stable angina pectoris. Int J Cardiovasc Imaging 32:235–245CrossRef
22.
go back to reference Grønhøj MH et al (2018) External validity of a cardiovascular screening including a coronary artery calcium examination in middle-aged individuals from the general population. Eur J Prev Cardiol 25:1156–1166CrossRef Grønhøj MH et al (2018) External validity of a cardiovascular screening including a coronary artery calcium examination in middle-aged individuals from the general population. Eur J Prev Cardiol 25:1156–1166CrossRef
23.
go back to reference Diederichsen SZ et al (2017) CT-detected growth of coronary artery calcification in asymptomatic middle-aged subjects and association with 15 biomarkers. JACC Cardiovasc Imaging 10:858–866CrossRef Diederichsen SZ et al (2017) CT-detected growth of coronary artery calcification in asymptomatic middle-aged subjects and association with 15 biomarkers. JACC Cardiovasc Imaging 10:858–866CrossRef
24.
go back to reference Bøttcher M et al (2016) Danish study of non-invasive testing in coronary artery disease (Dan-NICAD): study protocol for a randomised controlled trial. Trials 17:262CrossRef Bøttcher M et al (2016) Danish study of non-invasive testing in coronary artery disease (Dan-NICAD): study protocol for a randomised controlled trial. Trials 17:262CrossRef
25.
go back to reference Schmidt SE, Holst-Hansen C, Graff C, Toft E, Struijk JJ (2010) Segmentation of heart sound recordings by a duration-dependent hidden Markov model. Physiol Meas 31:513–529CrossRef Schmidt SE, Holst-Hansen C, Graff C, Toft E, Struijk JJ (2010) Segmentation of heart sound recordings by a duration-dependent hidden Markov model. Physiol Meas 31:513–529CrossRef
26.
go back to reference Schmidt SE, Holst-Hansen C, Hansen J, Toft E, Struijk JJ (2015) Acoustic features for the identification of coronary artery disease. IEEE Trans Biomed Eng 62:2611–2619CrossRef Schmidt SE, Holst-Hansen C, Hansen J, Toft E, Struijk JJ (2015) Acoustic features for the identification of coronary artery disease. IEEE Trans Biomed Eng 62:2611–2619CrossRef
27.
go back to reference Lewkowicz S, Welkowitz W, Akay M, Palti Y, Akay YM (2006) Dynamics of the sounds caused by partially occluded femoral arteries in dogs. Ann Biomed Eng 22:493–500 Lewkowicz S, Welkowitz W, Akay M, Palti Y, Akay YM (2006) Dynamics of the sounds caused by partially occluded femoral arteries in dogs. Ann Biomed Eng 22:493–500
28.
go back to reference Knuuti J et al (2011) A clinical prediction rule for the diagnosis of coronary artery disease: validation, updating, and extension. Eur Heart J 32:1316–1330CrossRef Knuuti J et al (2011) A clinical prediction rule for the diagnosis of coronary artery disease: validation, updating, and extension. Eur Heart J 32:1316–1330CrossRef
29.
go back to reference Harris PJ et al (1980) The prognostic significance of 50% coronary stenosis in medically treated patients with coronary artery disease. Circulation 62:240–248CrossRef Harris PJ et al (1980) The prognostic significance of 50% coronary stenosis in medically treated patients with coronary artery disease. Circulation 62:240–248CrossRef
30.
go back to reference DeLong ER, DeLong DM, Clarke-Pearson DL (2006) Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics 44:837CrossRef DeLong ER, DeLong DM, Clarke-Pearson DL (2006) Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics 44:837CrossRef
31.
go back to reference Hanley JA, McNeil BJ (1982) The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 143:29–36CrossRef Hanley JA, McNeil BJ (1982) The meaning and use of the area under a receiver operating characteristic (ROC) curve. Radiology 143:29–36CrossRef
32.
go back to reference Taylor JMG, Ankerst DP, Andridge RR (2008) Validation of biomarker-based risk prediction models. Clin Cancer Res 14:5977–5983CrossRef Taylor JMG, Ankerst DP, Andridge RR (2008) Validation of biomarker-based risk prediction models. Clin Cancer Res 14:5977–5983CrossRef
33.
go back to reference National Institute for Health and Care Excellence (2016) Chest pain of recent onset: assessment and diagnosis | Guidance and guidelines | NICE. Clin Guid 95 National Institute for Health and Care Excellence (2016) Chest pain of recent onset: assessment and diagnosis | Guidance and guidelines | NICE. Clin Guid 95
Metadata
Title
Coronary artery disease risk reclassification by a new acoustic-based score
Authors
S. E. Schmidt
S. Winther
B. S. Larsen
M. H. Groenhoej
L. Nissen
J. Westra
L. Frost
N. R. Holm
H. Mickley
F. H. Steffensen
J. Lambrechtsen
M. S. Nørskov
J. J. Struijk
A. C. P. Diederichsen
M. Boettcher
Publication date
01-11-2019
Publisher
Springer Netherlands
Published in
The International Journal of Cardiovascular Imaging / Issue 11/2019
Print ISSN: 1569-5794
Electronic ISSN: 1875-8312
DOI
https://doi.org/10.1007/s10554-019-01662-1

Other articles of this Issue 11/2019

The International Journal of Cardiovascular Imaging 11/2019 Go to the issue