System and method for classifying cardiac depolarization complexes with multi-dimensional correlation

• US 7,610,084 B2
• Filed: 06/07/2006
• Issued: 10/27/2009
• Est. Priority Date: 06/05/2001
• Status: Expired due to Fees

• Current Assignee: Cardiac Pacemakers Incorporated (Boston Scientific Corporation)
• Original Assignee: Cardiac Pacemakers Incorporated (Boston Scientific Corporation)
• Inventors: Sweeney, Robert J., Hsu, William
• Primary Examiner(s): SCHAETZLE, KENNEDY
• Application Number:
  US11/422,772
• Publication Number:
  US 20060211949A1
• Time in Patent Office: 1,238 Days
• Field of Search: None
• US Class Current: 600/512
• CPC Class Codes: A61B 5/283 Invasive
• CPC Class Codes: A61B 5/35 by template matching
• CPC Class Codes: A61B 5/7264 Classification of physiological signals or data, e.g. using neural networks, statistical classifiers, expert systems or fuzzy systems neural networks per se G06N3/00; expert systems per se G06N5/00
• CPC Class Codes: A61N 1/39622 Pacing therapy
• CPC Class Codes: G16H 50/20 for computer-aided diagnosis, e.g. based on medical expert systems

Abstract

A system and method for classifying cardiac depolarization complexes in which waveforms of a depolarization complex are sensed by separate electrodes and correlated with template waveforms of a template depolarization complex. The system is particularly suitable for incorporation into a cardiac rhythm management device such as an implantable cardioverter/defibrillator or pacemaker in order to facilitate arrhythmia prediction and/or prevention.

Claims

1. A method for classifying a sensed cardiac depolarization complex, comprising:

sensing a plurality of depolarization waveforms resulting from a cardiac depolarization complex, wherein each of the plurality of sensed waveforms is sensed with a sensing channel having a different electrode configuration, and generating digital samples of the sensed waveforms over a defined period of time to result in a sample set for each sensed waveform;

storing the sample set of each sensed waveform in a sensed sample array and a sample set of each corresponding waveform of a template depolarization complex in a template sample array;

computing a multi-dimensional correlation between the sensed sample arrays and the corresponding template sample arrays;

classifying the sensed depolarization complex is as being equivalent to the template complex if the multi-dimensional correlation indicates a specified degree of similarity;

grouping samples of the sensed and template waveforms at a particular sampling time into a sensed complex vector and template complex vector, respectively; and

,

adding one or more parameter features to the sensed and template complex vectors, wherein a parameter feature is defined as the deviation from a mean value of a measurable parameter related to a cardiac depolarization complex.

2. The method of claim 1 further comprising subtracting a mean waveform value from each array member of the sensed sample and template arrays.

3. The method of claim 2 further comprising averaging samples of a sensed waveform to compute a mean value for that waveform.

4. The method of claim 1 wherein a parameter feature added to the sensed complex vector and the template complex vector is a signal amplitude associated with a depolarization complex.

5. The method of claim 1 wherein a parameter feature added to the sensed complex vector and the template complex vector is a time interval associated with a depolarization complex.

6. The method of claim 5 wherein a parameter feature added to the sensed complex vector and the template complex vector is a QRS duration.

7. The method of claim 5 wherein a parameter feature added to the sensed complex vector and the template complex vector is a QT interval.

8. The method of claim 5 wherein a parameter feature added to the sensed complex vector and the template complex vector is an ST segment duration.

9. A cardiac rhythm management device having incorporated therein a system for classifying sensed cardiac depolarization complexes, comprising:

a plurality of sensing channels for sensing waveforms of a cardiac depolarization complex and for converting the sensed waveforms into digitized samples, wherein each of the plurality of sensing channels has a different electrode configuration;

a processor and associated memory interfaced to the sensing channels; and

,

wherein the processor is programmed to;

store digital samples of the sensed waveforms from each of the plurality of sensed channels over a defined period of time to result in a sample set of each sensed waveform;

store the sample set of each sensed waveform in a sensed sample array;

store a sample set of each corresponding waveform of a template depolarization complex in a template sample array;

compute a multi-dimensional correlation between the sensed sample arrays and the corresponding template sample arrays;

classify the sensed depolarization complex is as being equivalent to the template complex if the multi-dimensional correlation indicates a specified degree of similarity;

group samples of the sensed and template waveforms at a particular sampling time into a sensed complex vector and template complex vector, respectively; and

,

add one or more parameter features to the sensed and template complex vectors, wherein a parameter feature is defined as the deviation from a mean value of a measurable parameter related to a cardiac depolarization complex.

10. The device of claim 9 wherein the processor is programmed to subtract a mean waveform value from each array member of the sensed sample and template arrays.

11. The device of claim 10 wherein the processor is programmed to average samples of the sensed waveforms to compute a mean value.

12. The device of claim 9 wherein a parameter feature added to the sensed complex vector and the template complex vector is a signal amplitude associated with a depolarization complex.

13. The device of claim 9 wherein a parameter feature added to the sensed complex vector and the template complex vector is a time interval associated with a depolarization complex.

14. The device of claim 13 wherein a parameter feature added to the sensed complex vector and the template complex vector is a QRS duration.

15. The device of claim 13 wherein a parameter feature added to the sensed complex vector and the template complex vector is a QT interval.

16. The device of claim 13 wherein a parameter feature added to the sensed complex vector and the template complex vector is an ST segment duration.