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Sengottuvel S, Shenbaga Devi S, Sasikala M, Satheesh S, Selvaraj RJ. An epoch based methodology to denoise magnetocardiogram (MCG) signals and its application to measurements on subjects with implanted devices. Biomed Phys Eng Express 2021; 7. [PMID: 33662938 DOI: 10.1088/2057-1976/abec17] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2020] [Accepted: 03/04/2021] [Indexed: 11/12/2022]
Abstract
Magnetocardiograms (MCG) provide clinically useful diagnostic information in a variety of cardiac dysfunctions. Low frequency baseline drifts and high frequency noise are inevitably present in routine MCG even for those measured inside magnetically shielded rooms. These interferences sometimes exceed subtle cardiac features in MCG recorded on subjects with implanted devices like cardiac pacemakers; this makes interpretation of cardiac magnetic fields difficult. The present study proposes a correlation-based beat-by-beat approach and principal component analysis to eliminate drifts and high frequency noise respectively; the approach is suitable for denoising both single and multi-channel MCG data. The methodology is critically evaluated on simulated noisy measurements using a 37 channel MCG system, when objects such as implantable permanent pacemaker and stainless-steel wire are sequentially kept externally on the chests of five healthy subjects. By characterizing the noise introduced by each of these objects, the deterioration in the quality of MCG and its subsequent restoration by using the proposed method is assessed. The performance of the proposed method is also compared with other conventional denoising techniques namely, bandpass filters, wavelets and ensemble empirical mode decomposition. The proposed method not only exhibits least distortion, but also preserves the beat-by-beat dynamics of cardiac time series. The method has also been illustrated on actual MCG measurements on two subjects with implanted pacemaker which highlight the ability of the proposed method for denoising MCG in general and during extremely noisy measurement situations. Keywords: Magnetocardiography (MCG), pacemaker, baseline correction, PCA.
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Affiliation(s)
- Senthilnathan Sengottuvel
- SQUIDs and Applications Section, Indira Gandhi Centre for Atomic Research, Kalpakkam, Kalpakkam, TAMILNADU, 603102, INDIA
| | - S Shenbaga Devi
- Department of Electronics and Communication Engineering, Anna University, College of Engineering Guindy, College of Engineering, Anna University, Sardar Patel Road, Guindy, Chennai, Tamil Nadu, India, Guindy, Chennai, Tamil Nadu, 600025, INDIA
| | - M Sasikala
- Department of Electronics and Communication Engineering, Anna University, College of Engineering Guindy, College of Engineering, Anna University, Sardar Patel Road, Guindy, Chennai, Tamil Nadu, India, Guindy, Chennai, Tamil Nadu, 600025, INDIA
| | - Santhosh Satheesh
- Department of Cardiology, Jawaharlal Institute of Postgraduate Medical Education, JIPMER, Dhanvantri Nagar, Puducherry, Pondicherry, Puducherry UT, 605006, INDIA
| | - Raja J Selvaraj
- Department of Cardiology, Jawaharlal Institute of Postgraduate Medical Education, JIPMER, Dhanvantri Nagar, Puducherry, Pondicherry, Puducherry, 605006, INDIA
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Kleemann T, Kouraki K, Strauss M, Skarlos A, Zeymer U, Zahn R. Prognostic value of electromagnetic QRS fragmentation in survivors of sustained ventricular tachycardia or ventricular fibrillation compared with healthy controls. J Interv Card Electrophysiol 2012. [PMID: 23179924 DOI: 10.1007/s10840-012-9754-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
Abstract
BACKGROUND Magnet field imaging (MFI) is a noninvasive method to determine cardiac electromagnetic activity. AIM OF THE STUDY This study aims to compare the electromagnetic QRS fragmentation index (eQFI) in survivors of sustained ventricular tachycardia (VT) or ventricular fibrillation (VF) to healthy individuals. METHODS Twenty-five consecutive patients with documented sustained VT or VF who underwent a MFI investigation between December 2009 and October 2011 were compared with 25 age- and sex-matched healthy individuals. RESULTS Patients with documented VT or VF showed a trend to higher eQFI values compared with the control group (p = 0.06). This increase was mainly driven by VT/VF patients with ischemic cardiomyopathy (CMP) which was markedly elevated compared with the healthy controls (1.48 vs. 1.07; p = 0.01). In patients with nonischemic CMP or acute coronary syndrome, eQFI was not different from the healthy group. CONCLUSIONS Electromagnetic QRS fragmentation is increased in VT/VF patients with ischemic CMP but not in patients with ventricular arrhythmias of other origin. Further investigations in prospective cohorts should evaluate the prognostic value of electromagnetic QRS fragmentation in patients with ischemic heart disease to predict the occurrence of VT/VF and to guide therapy.
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Affiliation(s)
- Thomas Kleemann
- Medizinische Klinik B, Klinikum Ludwigshafen, Bremserstraße 79, 67063, Ludwigshafen, Germany.
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