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Algorithm for quantitative 3 dimensional analysis of ECG signals improves myocardial diagnosis over cardiologists in diabetic patients
- Source :
- Scopus-Elsevier, EMBC
- Publication Year :
- 2012
-
Abstract
- Acute myocardial infarction (AMI) diagnosis in type II diabetes (DM2) patients is difficult and ECG findings are often non-diagnostic or inconclusive. We developed computer algorithms to process standard 12-lead ECG input data for quantitative 3-dimensional (3D) analysis (my3KGTM), and hypothesized that use of the my3KGTMs array of over 100 3D-based AMI diagnostic markers may improve diagnostic accuracy for AMI in DM2 patients. Methods: We identified 155 consecutive DM2 patients age GT 25 yrs with chest discomfort or shortness of breath who were evaluated at an urban emergency department (130 patients (pts)) or the cardiac catheterization laboratory (25 pts) for possible AMI. The first digital 12-lead ECG for each patient, obtained within 30 min of presentation, was evaluated by (1) 2 blinded expert cardiologists, and (2) my3KGTM. In each case, the ECG was classified as either likely AMI or likely non-AMI. Gold standard was the final clinical diagnosis. Statistical analysis was McNemars test with continuity correction. Results: The 155 DM2 patients were 50% male, mean age 56.8 +/- 12.0 yrs; 44 pts had a final clinical diagnosis of AMI (17 ST Elevation Myocardial Infarctions (STEMI), 27 Non-ST Elevation Myocardial Infarctions (NSTEMI)) and 111 had no AMI. Conclusions: Relative to standard 12L ECG read by cardiologists, quantitative 3D ECG analysis showed significant and substantial gains in sensitivity for AMI diagnosis in DM2 patients, without loss in specificity. Sensitivity gains were particularly high in patients exhibiting NSTEMI, the most common form of AMI in DM2. IEEE Engineering in Medicine and Biology Society Conference Proceedings, 33rd Annual International Conference of the IEEE Engineering-in-Medicine-and-Biology-Society (EMBS), Aug 30-Sep 03, 2011, Boston, MA
- Subjects :
- Male
medicine.medical_specialty
medicine.medical_treatment
Myocardial Infarction
Acute myocardial infarction
030204 cardiovascular system & hematology
Sensitivity and Specificity
03 medical and health sciences
Electrocardiography
0302 clinical medicine
McNemar's test
Diabetes mellitus
Internal medicine
Diabetes Mellitus
Medicine
Humans
030212 general & internal medicine
Myocardial infarction
cardiovascular diseases
Diagnosis, Computer-Assisted
Cardiac catheterization
Observer Variation
medicine.diagnostic_test
business.industry
ST elevation
Body Surface Potential Mapping
Reproducibility of Results
Emergency department
Gold standard (test)
Middle Aged
medicine.disease
3. Good health
Diabetes Mellitus, Type 2
Cardiology
Female
business
Algorithm
Algorithms
Subjects
Details
- ISSN :
- 26940604
- Volume :
- 2011
- Database :
- OpenAIRE
- Journal :
- Annual International Conference of the IEEE Engineering in Medicine and Biology Society. IEEE Engineering in Medicine and Biology Society. Annual International Conference
- Accession number :
- edsair.doi.dedup.....9248d75a4236ba128245aca79fa1f7a5