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Atrial septal defect: a diagnostic approach
Authors:Milad El-Segaier  Erkki Pesonen  Sakari Lukkarinen  Kristoffer Peters  Johan Ingemansson  Leif Sörnmo  Raimo Sepponen
Affiliation:(1) Department of Paediatrics, Division of Paediatric Cardiology, Lund University Hospital, 221 85 Lund, Sweden;(2) Department of Applied Electronics, Helsinki University of Technology, Espoo, Finland;(3) Department of Electroscience, Lund University, Lund, Sweden;(4) Department of Statistics, Lund University, Lund, Sweden
Abstract:A simple objective screening method for diagnosis of the atrial septal defect (ASD) is needed. Acoustic signals were collected from 61 children with ASD and 60 with a physiological murmur. The second heart sound (S2) and the spectrum of systolic murmur were analysed. A statistical model was designed using stepwise logistic regression analysis. Significant variables distinguishing pathological form normal findings were the interval between the first heart sound and the beginning of systolic murmur or the respiratory variation of S2, and the frequency of the murmur at its maximum intensity. The area under the ROC curve was 0.922; indicating very good fit of the model and the confidence interval was 0.872–0.971. The sensitivity of the model was 91% and the specificity 73%. The analysis of acoustic findings from the heart is a valuable tool in diagnosing ASD. The next step will be automating this process.
Keywords:Heart sounds  Respiratory variation  Heart murmur  Signal processing  Stepwise logistic regression analysis  Receiver operating characteristic (ROC) curve
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