Extraction of Periodic Multivariate Signals: Mapping of Voltage-Dependent Dye Fluorescence in the Mouse Heart

Andrew Sornborger, Lawrence Sirovich, Gregory Morley

Research output: Contribution to journalArticlepeer-review

9 Scopus citations

Abstract

In many experimental circumstances, heart dynamics are, to a good approximation, periodic. For this reason, it makes sense to use high-resolution methods in the frequency domain to visualize the spectrum of imaging data of the heart and to estimate the deterministic signal content and extract the periodic signal from background noise in experimental data. In this paper, we describe the first application of a new method that we call cardiac rhythm analysis which uses a combination of principal component analysis and multitaper harmonic analysis to extract periodic, deterministic signals from high-resolution imaging data of cardiac electrical activity. We show that this method significantly increases the signal-to-noise ratio of our recordings, allowing for better visualization of signal dynamics and more accurate quantification of the properties of electrical conduction. We visualize the spectra of three cardiac data sets of mouse hearts exhibiting sinus rhythm, paced rhythm and monomorphic tachycardia. Then, for pedagogical purposes, we investigate the tachycardia more closely, demonstrating the presence of two distinct periodicities in the re-entrant tachycardia. Analysis of the tachycardia shows that cardiac rhythm analysis not only allows for better visualization of electrical activity, but also provides new opportunities to study multiple periodicities in signal dynamics.

Original languageEnglish
Pages (from-to)1537-1549
Number of pages13
JournalIEEE Transactions on Medical Imaging
Volume22
Issue number12
DOIs
StatePublished - Dec 2003

Keywords

  • Harmonic analysis
  • Optical mapping
  • Period averaging
  • Signal processing

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