Noise processing in exercise ECG stress test for the analysis and the clinical characterization of QRS and T wave alternans. (April 2015)
- Record Type:
- Journal Article
- Title:
- Noise processing in exercise ECG stress test for the analysis and the clinical characterization of QRS and T wave alternans. (April 2015)
- Main Title:
- Noise processing in exercise ECG stress test for the analysis and the clinical characterization of QRS and T wave alternans
- Authors:
- Bortolan, G.
Christov, I.
Simova, I.
Dotsinsky, I. - Abstract:
- Highlights: We analyze different sources of noise in ECG recordings from exercise stress tests. We analyze the quantitative assessment of the filtering efficiency. We consider the analysis of T-wave and QRS-complex alternans with PCA analysis. We analyze and filter a database of 106 ECG records during stress testing. Discussion about the clinical significance of the alternans in diagnostic groups. Abstract: The aim of this study is to analyze different sources of noise in ECG recordings from stress tests in order to obtain reliable parameters and measurements for the analysis of T-wave and QRS-complex alternans (TWA & QRSA). Simple methods for eliminating common sources of noise like power-line interference, baseline drift and electromyographic noise were used. The pre-processing phase considered the detection of steep slope/spike, low amplitude signal, and flat line or missing lead artefacts. The detection of TWA and QRSA was based on Principal Component Analysis indices and wave amplitudes considering all the leads. A particular database of 106 ECG records during stress testing was considered. The signal quality analysis performed in this study has permitted to obtain reliable and noise-tolerant measurements of TWA and QRSA indices. The different diagnostic groups were used for the evaluation of the clinical significance of the alternans. Men have significantly higher values of QRSA than women. Smokers have significantly higher TWA values as compared with non-smokers.Highlights: We analyze different sources of noise in ECG recordings from exercise stress tests. We analyze the quantitative assessment of the filtering efficiency. We consider the analysis of T-wave and QRS-complex alternans with PCA analysis. We analyze and filter a database of 106 ECG records during stress testing. Discussion about the clinical significance of the alternans in diagnostic groups. Abstract: The aim of this study is to analyze different sources of noise in ECG recordings from stress tests in order to obtain reliable parameters and measurements for the analysis of T-wave and QRS-complex alternans (TWA & QRSA). Simple methods for eliminating common sources of noise like power-line interference, baseline drift and electromyographic noise were used. The pre-processing phase considered the detection of steep slope/spike, low amplitude signal, and flat line or missing lead artefacts. The detection of TWA and QRSA was based on Principal Component Analysis indices and wave amplitudes considering all the leads. A particular database of 106 ECG records during stress testing was considered. The signal quality analysis performed in this study has permitted to obtain reliable and noise-tolerant measurements of TWA and QRSA indices. The different diagnostic groups were used for the evaluation of the clinical significance of the alternans. Men have significantly higher values of QRSA than women. Smokers have significantly higher TWA values as compared with non-smokers. Significant negative correlation was obtained between age and both TWA and QRSA. Correlations between TWA and QRSA and the double product of arterial hypertension and the maximal heart rate during the stress test were statistically significant, positive and relatively strong. … (more)
- Is Part Of:
- Biomedical signal processing and control. Volume 18(2015)
- Journal:
- Biomedical signal processing and control
- Issue:
- Volume 18(2015)
- Issue Display:
- Volume 18, Issue 2015 (2015)
- Year:
- 2015
- Volume:
- 18
- Issue:
- 2015
- Issue Sort Value:
- 2015-0018-2015-0000
- Page Start:
- 378
- Page End:
- 385
- Publication Date:
- 2015-04
- Subjects:
- Signal filtering -- Noise suppression -- Principal Component Analysis -- ECG stress test -- Alternans
Signal processing -- Periodicals
Biomedical engineering -- Periodicals
Signal Processing, Computer-Assisted -- Periodicals
Image Processing, Computer-Assisted -- Periodicals
Biomedical Engineering -- Periodicals
610.28 - Journal URLs:
- http://www.sciencedirect.com/science/journal/17468094 ↗
http://www.elsevier.com/journals ↗
http://www.sciencedirect.com/science?_ob=PublicationURL&_tockey=%23TOC%2329675%232006%23999989998%23626449%23FLA%23&_cdi=29675&_pubType=J&_auth=y&_acct=C000045259&_version=1&_urlVersion=0&_userid=836873&md5=664b5cf9a57fc91971a17faf20c32ec1 ↗ - DOI:
- 10.1016/j.bspc.2015.02.003 ↗
- Languages:
- English
- ISSNs:
- 1746-8094
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 2087.880400
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