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Published on: September 16, 2009
Automated cardiac auscultation for detection of pathologic heart murmurs
W R Thompson1, C S Hayek, C Tuchinda
1Department of Pediatrics, Division of Pediatric Cardiology, Johns Hopkins University School of Medicine, Baltimore, Maryland 21287, USA. thompson@jhmi.edu
Insights
An automated system accurately detects pathologic heart murmurs, showing 96% sensitivity and specificity for murmurs grade 2 or higher. This technology can aid clinicians in diagnosing cardiac conditions.
Area of Science:
- Cardiology
- Biomedical Engineering
- Medical Diagnostics
Background:
- Distinguishing pathologic heart murmurs from innocent ones can be challenging, especially for less experienced clinicians.
- Certain murmur characteristics, like harsh, pansystolic murmurs at the left upper sternal border (LUSB) with intensity grade ≥3, are often indicative of underlying pathology.
Purpose of the Study:
- To develop and evaluate an automated system for detecting systolic heart murmurs associated with various cardiac conditions.
- To assess the correlation between the relative intensity of murmurs and the likelihood of cardiac pathology.
Main Methods:
- Recorded and digitized cardiac auscultatory examinations from 194 children and young adults.
- Utilized automated spectral analysis with continuous wavelet transforms for murmur detection.
- Compared findings between a control group (no heart disease, n=95) and a patient group with diagnosed cardiac conditions and pathologic murmurs (n=99).
Main Results:
- The automated system achieved 96% sensitivity and specificity for detecting pathologic murmurs with intensity grade ≥2.
- For murmurs with intensity grade ≥3, the system demonstrated 100% sensitivity and specificity.
- Significant correlation found between murmur intensity and the likelihood of pathology.
Conclusions:
- Automated cardiac auscultation shows high accuracy in identifying pathologic systolic murmurs.
- This technology can serve as a valuable diagnostic aid, supporting clinical decision-making in cardiology.
- Potential to improve the accuracy and efficiency of heart murmur assessment.
Abstract:
Experienced cardiologists can usually recognize pathologic heart murmurs with high sensitivity and specificity, although nonspecialists with less clinical experience may have more difficulty. Harsh, pansystolic murmurs of intensity grade > or = 3 at the left upper sternal border (LUSB) are likely to be associated with pathology. In this study, we designed a system for automatically detecting systolic murmurs due to a variety of conditions and examined the correlation between relative murmur intensity and likelihood of pathology. Cardiac auscultatory examinations of 194 children and young adults were recorded, digitized, and stored along with corresponding echocardiographic diagnoses, and automated spectral analysis using continuous wavelet transforms was performed. Patients without heart disease and either no murmur or an innocent murmur (n = 95) were compared to patients with a variety of cardiac diagnoses and a pathologic systolic murmur present at the LUSB (n = 99). The sensitivity and specificity of the automated system for detecting pathologic murmurs with intensity grade > or = 2 were both 96%, and for grade > or = 3 murmurs they were 100%. Automated cardiac auscultation and interpretation may be useful as a diagnostic aid to support clinical decision making.
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