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Circulation. 1996;93:1845-1859

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(Circulation. 1996;93:1845-1859.)
© 1996 American Heart Association, Inc.


Articles

Cycle Length Dynamics and Spatial Stability at the Onset of Postinfarction Monomorphic Ventricular Tachycardias Induced in Patients and Canine Preparations

Presented in part at the 16th Annual Scientific Sessions of the North American Society of Pacing and Electrophysiology, Boston, Mass, May 5, 1995, and published in abstract form (Pacing Clin Electrophysiol. 1995;18:899).

Alain Vinet, PhD; René Cardinal, PhD; Pierre LeFranc, MD; François Hélie, MSc; Pierre Rocque, BSc; Teresa Kus, MD, PhD; Pierre Pagé, MD

From the Research Centre, Hôpital du Sacré-Coeur de Montréal, the Departments of Pharmacology and Surgery, and the Institut de Génie Biomédical, Faculty of Medicine, Université de Montréal, Montréal, Québec, Canada.

Correspondence to René Cardinal, PhD, Centre de Recherche, Hôpital du Sacré-Coeur de Montréal, 5400 Gouin Blvd W, Montréal, Québec, Canada H4J 1C5.


*    Abstract
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*Abstract
down arrowIntroduction
down arrowMethods
down arrowResults
down arrowDiscussion
down arrowAppendix A
down arrowAppendix B
down arrowReferences
 
Background The aim of this study was to determine whether cycle length (CL) variations at the onset of monomorphic ventricular tachycardias follow distinctive patterns.

Methods and Results We retrospectively analyzed 59 monomorphic ventricular tachycardias induced in 40 patients in whom intraoperative mapping was performed with 63 epicardial and 64 endocardial electrograms recorded simultaneously. Activation times and CL were determined at each electrode site over several beats (36±10 beats, mean±SD) starting with the first after programmed stimulation. In the majority of the tachycardias, CL variations were accounted for by fitting to an exponential function: CL=CLs+Ae-b/{tau}, where CLs is the stable CL, b is beat number, {tau} is the time constant (in beat number), and A is the magnitude of CL relaxation. A decelerating trend (with reference to rate) (negative A) accounted for 21 tachycardias, an accelerating trend in rate (positive A) accounted for 12 tachycardias, and 4 others displayed a double dynamic behavior, with an initial acceleration followed by a decelerating trend in rate. Among the ventricular tachycardias that were not fitted to exponential models, 12 showed a constant trend and 10 others showed irregular CL fluctuations. The monomorphic character of the tachycardias was established by principal-component analysis, which also indicated that CL dynamics associated with the accelerating and decelerating trends may be related to shortening or prolongation of activation times, respectively, occurring in equal proportion at all recording sites. In canine preparations in which reentry circuits could be mapped with high resolution, CL showed an accelerating trend in rate when circus movement of excitation occurred around a transmural scar in muscle generating unipolar electrograms with relatively high -dV/dtmax, and a decelerating trend in rate occurred when functional reentry occurred in muscle generating unipolar electrograms with depressed -dV/dtmax.

Conclusions Beat-to-beat CL variations may occur at the onset of sustained monomorphic ventricular tachycardia as a result of uniform acceleration or deceleration of activation times while the overall activation pattern remains constant. The associated initial trends in the rate of sustained monomorphic ventricular tachycardia follow typical patterns that might provide "signatures" corresponding to reentry substrates with distinctive functional properties.


Key Words: tachycardia • reentry • myocardial infarction


*    Introduction
up arrowTop
up arrowAbstract
*Introduction
down arrowMethods
down arrowResults
down arrowDiscussion
down arrowAppendix A
down arrowAppendix B
down arrowReferences
 
Cycle length variations occur in the initial beats of sustained monomorphic ventricular tachycardias induced by programmed stimulation in patients with coronary artery disease and prior myocardial infarction.1 2 It is not known, however, whether such cycle length variations and the associated trends in rate follow distinctive temporal patterns and whether they may occur independently of changes in the activation sequence. Induction of a sustained monomorphic ventricular tachycardia by programmed stimulation (S1, S2 through S4) may be regarded as a transition from a relatively slow rate (sinus rhythm and basic train of S1 pulses) to a relatively faster rate (ventricular tachycardia). Since postinfarction ventricular tachycardias are thought to be caused by reentry,3 the transition from a slow to a fast rate may call into play the rate-dependent conduction and repolarization properties of muscle fibers involved in the reentry circuit, causing beat-to-beat variations in the tachycardia cycle length in the initial beats before the properties of the muscle have settled and a steady state is achieved. Accordingly, Volosin et al1 reported that cycle length variations decreased significantly over time, being greatest in the first 10 to 30 beats after induction by programmed stimulation.

In response to transition from a slow to a fast rhythm, the time course of changes in action potential duration shows an initial abrupt shortening over the first few beats, which is followed by more progressive shortening over the next few minutes.4 5 If reentry occurred around a fixed obstacle (either anatomic or pathological) and the length of the circuit were small enough for the action potential upstroke to encroach on the repolarization phase of the preceding action potential, the rate of tachycardia might accelerate initially, as the action potential duration shortened and the head of the reentrant impulse withdrew from the refractory tail in the wake of the preceding impulse. In contrast, an initial phase showing a decelerating trend in the tachycardia rate might occur if the reentry circuit (whether or not it occurred around a fixed obstacle) involved tissue displaying rate-dependent depression of action potential upstroke and conduction velocity, as shown to occur in ischemically damaged ventricular muscle of canine preparations of myocardial infarction.6 Third, the dynamic behavior of the tachycardia might be flat (constant cycle length) if the length of the circuit were long enough for complete recovery to occur between action potentials or if the tachycardia rate were slow enough for rate-dependent properties to remain latent. Thus, at least three patterns of dynamic behavior may be expected to occur in the early beats of reentrant ventricular tachycardias: (1) an accelerating trend in rate (ie, decreasing tachycardia cycle length), (2) a decelerating trend in rate (ie, increasing cycle length), and (3) a constant trend.

We retrospectively studied series of many beats at the onset of 59 monomorphic tachycardias induced in 40 patients undergoing map-directed surgery for ventricular tachycardia. The activation times determined at each of 127 epicardial and endocardial sites were subjected to principal-component analysis7 to establish the stability of their activation sequences while cycle length variations occurred. Cycle lengths were computed in successive beats, and a quantitative description of their dynamics was sought by fitting to exponential functions.

The hypothesis that the functional properties of the tissue involved in reentry might bear a specific dynamic "signature" shaping the initial course of the tachycardia cycle length was investigated in canine preparations of myocardial infarction,3 8 9 in which reentrant activity can be recorded with a degree of spatial resolution higher than can be achieved during intraoperative studies.3 10 11


*    Methods
up arrowTop
up arrowAbstract
up arrowIntroduction
*Methods
down arrowResults
down arrowDiscussion
down arrowAppendix A
down arrowAppendix B
down arrowReferences
 
Intraoperative Mapping in Patients
Surgical treatment of refractory ventricular tachycardias associated with myocardial infarction is conducted at our institution under the guidance of intraoperative mapping.10 12 Mapping data were analyzed retrospectively from a group of 40 patients (35 men and 5 women) 36 to 76 years old (57±10 years, mean±SD) who were operated on 1 to 216 months after myocardial infarction (70±61 months). Twenty-five patients had an anterior infarction, and 15 had an inferior infarction. The primary indications for surgery were refractory ventricular tachycardias in 25 patients and other complications of coronary artery disease in 15. Coronary artery bypass graft surgery was performed in 29 patients (one to three grafts). Before surgical treatment, one to four antiarrhythmic drugs were tried in all patients (2.1±1.1 drugs). Treatment with class 1 drugs or sotalol was interrupted at least 5 half-lives before surgery. Amiodarone was interrupted at least 3 weeks before surgery in the 8 patients reported here in whom this drug was used. In the operating room, sustained monomorphic ventricular tachycardias were induced by programmed stimulation consisting of eight basic bipolar stimuli (S1-S1=400 to 600 ms) followed by single (S2) (2 tachycardias), double (S2, S3) (17 tachycardias), or triple (S2, S3, S4) (25 tachycardias) premature stimuli delivered at progressively shorter S1-S2, S2-S3, or S3-S4 intervals. Eleven tachycardias were induced by burst pacing. Details regarding the induction of 4 tachycardias were unavailable. When only polymorphic ventricular tachycardias were induced during surgery, procainamide was injected intravenously at a relatively low dose of 500 mg to facilitate the induction of sustained monomorphic tachycardia, a well-known practice in intraoperative studies.13 14 This was done in 8 of the patients reported here (10 tachycardias) and will be given special consideration in the "Results" and "Discussion" sections. ECG leads I, II, III, and V6 were monitored on a VR-16 (Honeywell) analog recorder. Correspondence between monomorphic ventricular tachycardias induced during surgery and those occurring spontaneously (emergency room ECG, when available) or induced during preoperative investigation in the electrophysiology laboratory was established on the basis of the ECG morphology. Under normothermic cardiopulmonary bypass, 63 right and left ventricular unipolar electrograms were recorded with an epicardial sock electrode array and 64 unipolar electrograms were recorded from the left ventricular endocardial surface with an inflatable balloon electrode array introduced in the intact left ventricle from the left atrium.10 Anatomic landmarks indicating the course of the left anterior descending and posterior descending coronary arteries and the location of visible scar tissue were provided by the surgeon. The mapping system used a micro-VAX host computer (Digital Equipment Corp) and custom-made software (CARDIOMAP, Institut de Génie Biomédical, Ecole Polytechnique et Université de Montréal). Signals were amplified by programmable-gain analog amplifiers with a 0.05- to 200-Hz bandwidth, sampled at 500 to 1000 Hz, and converted to a 12-bit digital format. It has been standard practice to store files containing up to 26 seconds of continuous data, which included responses to programmed stimulation and several subsequent beats of monomorphic ventricular tachycardia. This report is based on the retrospective analysis of files from a database that was systematically collected in all patients undergoing arrhythmia surgery.

Experimental Procedures in Canine Preparations of Myocardial Infarction
Anesthetized dogs were subjected to left thoracotomy and occlusion of the left anterior descending coronary artery to induce infarction of the anterior left ventricular wall. The dogs recovered for 3 days with postoperative care, after which time they were anesthetized and their hearts exposed via bilateral thoracotomy.9 15 Among 32 canine 3-day-old infarct preparations that were used recently to conduct electropharmacological studies (as reported separately16 ), sustained monomorphic ventricular tachycardias were induced in the drug-free (control) state in 12 preparations and were analyzed for the present study. The tachycardias were induced by programmed stimulation consisting of 8 basic stimuli (S1) followed by single (S2: 5 tachycardias), double (S2, S3: 6 tachycardias), or 4 (S2, S3, S4, S5: 1 tachycardia) extrastimuli. Unipolar electrograms were recorded with reference to Wilson's central terminal by use of the 256-channel computerized system described above and silicone plaque electrode arrays carrying 127 or 192 unipolar recording contacts with 4.5- and 2.7-mm interelectrode spacing, respectively (see below, Fig 7Down). The procedures were done in accordance with the guidelines of the Canadian Council for Animal Care and monitored by an Institutional Animal Care Committee.



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Figure 7. Reentry substrates with distinctive functional properties in canine preparations of myocardial infarction. Inset (center) shows a representation of the anterior face of the right (RV) and left (LV) ventricles and the position of the plaque electrode on the anterolateral wall of the LV. By convention, one edge of the plaque electrode (thick edge) was aligned along the nearby segment of the left anterior descending (LAD) coronary artery. In each panel (A and B), upper map shows the activation sequence in ischemically damaged subepicardial muscle, as determined from epicardial electrograms recorded with the plaque electrode. Activation times are indicated at each of 192 (A) or 127 (B) electrode sites. Isochronal lines are drawn at 10-ms intervals. In each panel, lower map shows slope of the most rapid downward deflection of unipolar electrograms (-dV/dtmax in mV/ms) recorded at each electrode site. A, Upper map: Circus movement reentry occurred around an obstacle created by inexcitable tissue (gray). Beginning of cycle (0 time) was arbitrarily taken to occur in the lateral part of the ischemically damaged region (lower portion of map). The impulse propagated in a clockwise direction along the apical portion (0 to 30 ms), the right ventricular margin (30 to 100 ms), and the basal (100 to 130 ms) and lateral (130 to 192 ms) portions of the ischemically damaged region, back to the site where the next cycle began. The tachycardia was induced during infusion of d-sotalol (4 mg·kg-1·h-1). Although a similar reentrant tachycardia was induced under control conditions, the circuit was clearer during the tachycardia induced during infusion of the class 3 drug. Lower map: The muscle sustaining reentry displayed fairly good action potential upstroke properties, as indicated by the fact that -dV/dtmax values were >=1.0 mV/ms along most of the reentrant pathway. B, Upper map: In another preparation, functional reentry (ie, without central obstacle) occurred according to a figure-eight activation pattern (arrows) in which the tachycardia cycle (time 0) was initiated in the center of the ischemically damaged region, divided at the 40-ms isochronal line into two wave fronts (downward arrows) that were conducted in the apical (left) and basal (right) parts of the ischemically damaged region, respectively, around arcs of functional dissociation (thick lines). At the 170-ms point, the wave fronts merged again into a single wave front that was conducted back along a common reentrant pathway (from 170 to 244 ms) and initiated the next tachycardia cycle (time 0). Lower map: Conduction occurred in muscle generating unipolar electrograms displaying depressed -dV/dtmax values (<1.0 mV/ms).

Time Course of Mean Cycle Length
Files retrieved from the disk were transferred to an Iris-4D computer (Silicon Graphics, Inc). Since activation times were detected at 127 to 191 sites for 27 to 81 tachycardia beats (requiring several thousand detections), we used an automatic method (see "Appendix A") based on the principle that, in unipolar electrograms, activation occurs at the point of maximum negative slope (-dV/dtmax).17 18 Automatic detections could be displayed and edited, ie, moved or deleted manually, since in electrograms recorded from infarcted tissue, QS cavity potentials can display relatively high -dV/dtmax values overtaking rs deflections, which indicate true activation of surviving muscle.17 19 Cycle lengths CLb,e from beat b to the next (b+1) were calculated from activation times at each individual electrode site e as

(1)
where Tbe is the activation time of electrode e in beat b. Mean cycle length from beats b to b+1 is given by the usual formula:

(2)
which is also equal to the difference between the mean activation times of consecutive beats:

(3)
The dynamic course of CLbs over a series of beats was fitted to the exponential equation

(4)
where CLs is the stable CL, A is the amplitude of relaxation from the initial value to CLs (A may be either positive or negative), b0 is the index of the first beat considered, {tau} is the exponential time constant, and {varepsilon}b expresses the deviation of CLb from the exponential trend. Least-squares estimates of the parameters20 were obtained by the minimization procedure of a commercial mathematical package (Matlab, MathWorks Inc). The interbeat cycle length SD {varsigma}CL was defined as

(5)
where nCL is the number of cycle lengths.

Interelectrode Cycle Length Variations
In the previous section, mean cycle lengths CLb were fitted to an exponential model. To take into account interelectrode cycle length variations, the quantity Dbe was defined:

(6)
which represents the activation time of site e relative to the mean activation time of beat b. The set of Dbes for a given beat b expresses interelectrode differences in activation time, which can be used to construct the activation sequence (isochronal map) of the beat. Substituting in Equation 1Up the expression of Tbe derived from Equation 6Up and using Equation 3Up, CLbe can then be reexpressed as

(7)
If the activation sequences were identical, ie, Dbe=constant for all beats, CLbe would be the same for all electrodes and the SD of CLb would be null. Interelectrode CLbe variations (which can be expressed as an SD) may reflect two types of changes: (1) regional beat-to-beat changes in the activation sequences (Db+1,e!=Db,e for a subset of electrodes e) or (2) uniform acceleration or deceleration of all activation times while the overall activation sequence remains constant (uniform scaling). In uniform scaling, there is a reference activation sequence V={Vi, i=1, ne}, where ne is the number of electrode sites, for which the activation time at each electrode site in a beat can be expressed as

(8)
where wb is the weight (scaling factor) associated with beat b and acting uniformly on all electrode sites. In this case, CLbe of Equation 7Up becomes

(9)

which shows that cycle length values may differ between sites (e) when beats share a common activation pattern but have varying scaling factors, indicating homogeneous temporal contraction or expansion (negative or positive scaling factor, respectively) of a common pattern. Weights are scaling factors through which, by multiplication, the activation sequence of each beat can be derived from the reference activation sequence V, but they are also reduced in beats that are better represented by including contributions from a second component.

Spatial Stability of Ventricular Activation Sequences
For each beat of a ventricular tachycardia, an isochronal map can be constructed from activation times at all electrode sites, providing a spatial representation of the activation sequence. Even when the ventricular tachycardia is designated as "monomorphic," some degree of variability in the activation sequence may occur between beats. Therefore, principal-component analysis7 (see "Appendix B") was used to define a reference activation sequence V1={V1,i, i=1, ne} from which the activation sequence of any beat b can be expressed as Db={Dbe, e=1, ne}=wb V1. When more than one principal component is needed, a set of reference activation sequences Vc={Vce, e=1, ne} is defined from which the activation sequence of any beat b can be expressed as Db={Sigma} wcb Vc, where wcb is the scaling factor associated with Vc in the reconstruction of beat b. The concordance between the activation times in the vector Db of any selected beat b and those in each principal component Vc was estimated with a standard correlation coefficient (r). The set of reference maps generated by principal-component analysis is ranked in order of importance, ie, decreasing percent contribution to the total intrabeat variance (see "Appendix B"). By analogy (albeit an imperfect one) to vector analysis, principal-component analysis may be regarded as providing a set of base vectors (ie, the activation sequence corresponding to each principal component) that can be used to generate, by weighted summation, the particular activation sequence of any individual beat of the tachycardia under consideration. The analogy breaks down, however, because contrary to the i,j,k vector base of the three-dimensional vector space, there is no universal set of principal components applicable to all ventricular tachycardias but only a set of specific principal components that need to be determined for each ventricular tachycardia. Thus, principal-component analysis was used to investigate to what extent beat-to-beat changes in activation might be related to uniform scaling (weights) of a single activation sequence (primary component only) or to modifications of the primary activation sequence with contributions from secondary, tertiary, etc, components. The advantage of principal-component analysis for the purpose of this study is to provide separate descriptions of the intrabeat variance (activation sequences, see "Appendix B") and interbeat variance (cycle length), thereby enabling us to investigate the spatial stability of activation sequences along with the dynamic behaviors of the tachycardias.

Statistical Comparisons
Stable cycle lengths (CLs), time constants ({tau}), and amplitudes of relaxation (A) were compared between groups by standard ANOVA and Student's t test (Statistical Package for Social Sciences, SPSS Inc). The effects of programmed stimulation and intraoperative procainamide injection, when it was used, were investigated by Pearson's {chi}2 test.


*    Results
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up arrowAbstract
up arrowIntroduction
up arrowMethods
*Results
down arrowDiscussion
down arrowAppendix A
down arrowAppendix B
down arrowReferences
 
Most of the monomorphic ventricular tachycardias induced in patients displayed monotonic trends of either the decelerating, accelerating, or constant type (with reference to rate) after their induction by programmed stimulation.

Decelerating Trend in Rate
Fig 1Down illustrates a monomorphic ventricular tachycardia in which the cycle length increased from an initial value of 266 ms toward a value of 274 ms, where it stabilized. Fitting mean cycle length values to an exponential model (see above, "Methods," Equation 4Up) yielded a time constant {tau} of 10.0 beats and a relaxation (negative A) of 7.7 ms from the initial to the steady-state value. The exponential increase in cycle length (ie, decelerating rate) accounted for 89% of the interbeat SD of cycle length values ({varsigma}CL; see "Methods," Equation 5Up), and therefore, there was little departure ({varepsilon}b) of the data from the exponential model (Fig 1BDown). The activation sequence was highly correlated with a single component (Fig 1CDown) that accounted for virtually all (99.93%) of the intrabeat variability summed over the entire series of beats ({varsigma}t2; see below, "Appendix B," Equation 14Down). With the appropriate scaling, the primary component accounted for the exponential increase in cycle length, and therefore the weight presented a similar exponential trend (Fig 1DDown).



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Figure 1. Decelerating trend in rate at the onset of a sustained monomorphic ventricular tachycardia induced in a patient with anterior infarction. Upper trace shows the induction (S2) of the sustained monomorphic ventricular tachycardia. A, Graph showing cycle length derived from beat-to-beat intervals measured at all electrode sites (mean±SD) for each beat after induction by programmed stimulation (CLb, b=1 to 46; see "Methods," Equation 2Up). CLb was an increasing function of the sequence of beat numbers, ie, the tachycardia rate decelerated. B, Graph showing the variations left unaccounted for after fitting the curve joining mean CLb to an exponential function ({varepsilon}b, see "Methods," Equation 4Up): in this case, the residual variation was minimal. C, Graph showing high correlation between the activation sequence of the primary component (see Fig 2AUp) and the activation sequences of individual beats. D, Graph showing scaling factor (weight, wb) multiplying the principal component to generate the activation sequence of individual beats (see "Methods," Equation 8Up). The time course of weights paralleled the exponential decrease in cycle length.

The isochronal maps shown in Fig 2ADown were not generated by conventional analysis of activation times in a single beat but rather corresponded to the primary principal component (Fig 2ADown). These maps suggest that the tachycardia was caused by reentry in subepicardial muscle surviving in the region of infarction. The association between delayed activation in the anterior wall and tachycardia was supported by the fact that the tachycardia was interrupted when pressure (surgeon's finger) was applied in the area in which delayed activation occurred (Fig 2BDown: 192 ms). This tachycardia could be repeatedly induced and terminated by either pressure (two trials) or reversible cooling (application of the cryosurgical probe at 0°C for a few seconds). After cryoablation (-65°C for 2 minutes) in this area, the tachycardia was no longer inducible. The portion of the cycle over which activations were detected at the subepicardial and subendocardial levels (active) encompassed most of the tachycardia cycle length, the portion of the cycle length during which activations failed to be detected being termed "silent" (Fig 2CDown and 2DDown). The progressive relaxation in the tachycardia cycle length corresponded to a trend developing in the "active" portion of the cycle (Fig 2DDown).



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Figure 2. Reentrant activation sequence associated with a decelerating trend in rate at the onset of a monomorphic ventricular tachycardia induced in a patient with anterior infarction. A, Epicardial (epi) map (upper map) is presented according to a polar representation of the ventricular surface in which the apex is at the center of the circle and the base of the ventricles along its circumference. The courses of the left anterior descending (LAD) and posterior descending (PDA) coronary arteries are indicated. LV indicates left ventricle. The endocardial (endo) map (lower map) also is presented according to a polar representation in which the apex of the left ventricular cavity is at the center of the circle and its base is along the circumference; the anterior (ant.), lateral (lat.), posterior (post.), and septal (sep.) endocardial aspects of the left ventricle correspond to the upper, right, lower, and left quadrants, respectively. B, Enlargement of the anterior paraseptal part of the epicardial map at which the return pathway of the reentry circuit (broken line: from 192 to 274 ms) was localized in surviving muscle associated with the anterior scar. Unipolar electrograms at selected sites along the reentrant pathway (activation times are indicated). C, Upper trace: first four beats of the tachycardia. Lower diagram: activation times at each of the 127 electrode sites (circles) for each of the four beats shown on the horizontal time base. D, When the cycle length was divided into intervals during which activation was detected (active) or failed to be detected (silent), it was apparent that, in this tachycardia, the active interval accounted for most of the dynamic behavior of the tachycardia cycle length.

Accelerating Trend in Rate
In another patient, who had been resuscitated from cardiac arrest after spontaneous occurrence of a fast ventricular tachycardia, it was possible to induce, during surgery, a fast monomorphic ventricular tachycardia of the type designated as ventricular flutter.21 The dynamic course of the cycle length (Fig 3ADown) showed an exponential decrease ({tau} of 5.6 beats and relaxation of 22.6 ms). However, the exponential model explained only 49% of cycle length SD ({varsigma}CL, see "Methods," Equation 5Up) because of marked cycle length fluctuations superimposed on the exponential trend in the earliest 10 beats of the tachycardia (Fig 3BDown). The correlation between the activation sequences of individual beats and the first principal component was lower in the first 3 beats (first beat: .849) but increased to .94 in the fourth and fluctuated between .94 and .98 thereafter (Fig 3CDown), and this component accounted for 92% of the total intrabeat variability ({varsigma}t2, see "Appendix B," Equation 14Down). Therefore, a second principal component contributed to the activation sequences of the early beats (correlation of .39, .37, and .32 with the activation sequences of beats 1 through 3), but its contribution fell rapidly thereafter (Fig 3CDown). Weights are scaling factors through which, by multiplication, the activation sequence of each beat can be derived from the first principal component, but they are also reduced in beats that are better represented by including contributions from a second component (Fig 3DDown).



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Figure 3. Accelerating trend in rate at the onset of a fast monomorphic ventricular tachycardia induced during surgery. The ECG (upper trace) showed regular continuous waves occurring without distinction between QRS complexes and T waves. Same format as in Fig 1Up.

The activation sequence corresponding to the first (primary) principal component of the tachycardia illustrated in Fig 3Up shows that the earliest detected activity occurred epicardially at the apical margin of an inferobasal scar, from which it propagated to the rest of the ventricles (Fig 4ADown). The endocardial breakthrough occurred 12 ms later. The second component (Fig 4BDown) described a modulation, in the first few beats, of a pattern that was set primarily by the first component. In contrast to the first, the second component did not represent a distinct activation sequence, since, even when its contribution was maximum (first few beats), it accounted for <15% of the variability (ie, information on activation sequence) contained in these beats. When it contributed positively (positive weight) to a given beat, the second component indicated the regions in which propagation was either accelerated (negative numbers) or slowed (positive numbers) in relation to the main activation pattern described by component 1.



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Figure 4. Modulation of the activation sequence corresponding to the first principal component by a second component in the early beats of a monomorphic ventricular tachycardia. A, Activation sequence corresponding to the first principal component. Epicardial (epi) maps are presented according to a polar representation of the ventricular surface in which the apex is at the center of the circle and the base of the ventricles along its circumference. The courses of the left anterior descending (LAD) and posterior descending (PDA) coronary arteries are indicated. The earliest epicardial activation (0) occurred at the apical margin of an inferior scar from which it was conducted in the lateral and anterior regions of the left ventricle, in the right ventricle, and back to the inferior wall of the left ventricle after an interval of 186 ms, which corresponds to the steady-state value of the tachycardia cycle length. The epicardial map showed double wave fronts circulating around an apical scar, but the total endocardial (endo) activation interval was shorter than the epicardial activation interval. B, Second principal component. The 0 line separates the regions of the map in which the modulatory effect of the second component produces an increase in delay (positive numbers) or a reduction of activation times (negative numbers). C, Upper trace: first five beats of the tachycardia. Lower diagram: activation times at each of 61 electrode sites (circles) for each of the five beats shown on the horizontal time base. D, Although the active interval accounted for most of the tachycardia cycle length, it did not account for the dynamic behavior of the tachycardia rate, indicating that the reentrant activity bridging from one beat to the next was probably located intramurally (outside of the epicardial and endocardial recording fields). Other abbreviations as in Fig 2Up.

Although activation times were detected throughout the tachycardia cycle length (since it was equal to the active phase beyond beat 10, see Fig 4CUp and 4DUp), the isochronal maps shown in Fig 4AUp suggest that critical portions of the reentry circuit were missed in areas in which bridging activity from one beat to the next occurred. Moreover, in the initial beats, the portion of the cycle length accounted for by actual detections (active) displayed an increasing course, whereas the accelerating trend (decreasing cycle length) was entirely localized in the silent phase. This situation is representative of most activation maps, in which the critical part of the reentry circuit, governing the dynamic behavior of the tachycardia cycle length, occurred outside the recording field (thereby excluding parallelism between the dynamic behavior of the tachycardia and weights of the first or any other principal component).

Constant Cycle Length
In the ventricular tachycardia displaying the longest cycle length (464 ms) among those that were analyzed for this study, the time course of the cycle length (Fig 5ADown) was found to be represented by a flat curve (constant). The activation sequence also was stable, as shown by an almost perfect correlation with a single principal component that accounted for most (99.7%) of the intrabeat variance (Fig 5BDown through 5D).



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Figure 5. Constant cycle length from the onset of a monomorphic ventricular tachycardia induced in a patient with an inferior scar. Format similar to that of Fig 1Up. Isochronal maps corresponding to the principal component show that the earliest endocardial activation occurred at the posteroseptal margin of the scar (time 0) and was followed by epicardial breakthrough at an overlying site (11 ms). The latest activation times were detected next to the lateral margin of the scar. Activation times detected with the epicardial sock and left ventricular balloon electrode arrays encompassed only 40% of the tachycardia cycle length. Abbreviations as in previous figures.

Summary of Ventricular Tachycardias Induced in Patients
Among the 59 monomorphic ventricular tachycardias induced in 40 patients, a decelerating trend in rate of the type illustrated in Fig 1Up was the most frequently encountered trend, accounting for 21 tachycardias (Table 1ADown). An accelerating trend similar to that illustrated in Fig 3Up occurred in 12 tachycardias (Table 1BDown). On the whole, the decelerating trends developed over a more progressive time course than the accelerating trends, which tended to be more abrupt, as reflected by longer time constants in the former than in the latter (Student's t=2.7, 31 df, P<.05). There were significant differences in the cycle length at steady state (CLs) between the types of trend (ANOVA: 5 types; F=6.03; 4 and 54 df; P<.0003). In particular, CLs of the tachycardias displaying an accelerating trend was shorter than that of tachycardias with a decelerating trend (P<.001) or, for that matter, any other of the other dynamic patterns.


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Table 1. Temporal and Spatial Characteristics of Monomorphic Ventricular Tachycardias in Patients

Four tachycardias displayed a double trend, as illustrated in Fig 6ADown. An accelerating trend was manifest in the first 3 or 4 beats and was followed by a slower decelerating trend. Such double trends were fitted by use of a model consisting of a sum of two exponential terms (instead of a single one as used to fit monotonic trends), and a relaxation amplitude (A) and time constant ({tau}) were calculated for each (Table 1CUp, double trend: fast and slow).



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Figure 6. Dynamic patterns displaying a double trend (A), alternans superimposed on a decelerating trend in rate (B), and irregular cycle length variations (C) at the onset of ventricular tachycardias induced in patients.

In 6 tachycardias there was an abrupt reduction in the first cycle length, which was followed by an exponential increase. Since it was statistically meaningless to fit a double exponential (thereby adding two parameters, A and {tau}) on account of a single beat, these beats were rejected and these 6 tachycardias were included in the group of tachycardias displaying a decelerating trend in rate (Table 1AUp). Conversely, 2 tachycardias showed an abrupt increase in the first cycle length, which was followed by an exponential decrease. For the same reason, these beats were disregarded and the 2 tachycardias were included with those displaying an accelerating trend in rate (Table 1BUp).

In the three groups of monomorphic ventricular tachycardias in which exponential models were used to fit the time course of cycle length, the percentage of the interbeat SD explained by the model varied, being as low as 10% in some tachycardias. In these cases, organized fluctuations consisting of alternans (period 2) or higher-order periodicity (periods 3 through 6) were superimposed onto the accelerating or decelerating trend, thereby increasing the interbeat cycle length variability unaccounted for by the exponential model. Fig 6BUp illustrates such a case, in which alternans was superimposed on a decelerating trend, which accounted for only 10% of the interbeat SD.

Among the monomorphic ventricular tachycardias that were not fitted to exponential models (Table 1DUp and 1EUp), 12 showed a constant trend (with various degrees of superimposed organized fluctuations) and in 10 others, beat-to-beat cycle length variations were too irregular to be described either as being constant or with any other simple model (Fig 6CUp).

In 36 of the 59 tachycardias, their morphology was set from the very first beat after programmed stimulation. The first beat was rejected in 9 tachycardias on the basis of a different morphology (correlation coefficient <.849), the first 2 beats were rejected in 9 tachycardias, the first 3 beats in 4 tachycardias, and the first 4 beats in 1 tachycardia, for a total of 43 rejected beats (of a total of 2137 beats analyzed). The primary component accounts for most of the total intrabeat variance in each ventricular tachycardia. Once the beats with correlation coefficients <.849 had been rejected, the first principal components were found to account for 90% or more of the intrabeat variance (mean, 98%). In all instances, the second components represented <2% of the total intrabeat variance, and on this basis, they were not considered in the analysis.

No statistically significant association was found between the incidence of each type of dynamic behavior and the mode of induction of the tachycardias (S2, S3, S4, or burst) as assessed by cross-table analysis (5 typesx4 modalities; {chi}2=9.3, 12 df). In general, the observed and predicted incidences corresponded very well. Although it did not reach statistical significance, the only detectable tendency concerned a lower incidence of the decelerating trend in rate among the 11 tachycardias that were induced by burst pacing (the incidence was only 1, whereas 4 would have been expected on the basis of the class distribution), which was compensated by a relatively higher incidence of the decelerating trend among the tachycardias induced by triple extrastimuli (9 were predicted, whereas 12 occurred). Ten sustained monomorphic tachycardias were induced after injection of 500 mg procainamide. These 10 tachycardias were distributed among the groups showing decelerating (5), accelerating (2), and irregular (3) trends in proportions of 5/21, 2/12, and 3/10, respectively. The distribution of tachycardias induced after procainamide injection among the types of dynamic behaviors was not significantly different from that of tachycardias induced without procainamide injection (5 typesx2 modalities; {chi}2=5.17, 4 df, P>.25). Within the accelerating and decelerating types, the tachycardias induced after procainamide injection displayed amplitudes of relaxation (A), time constant ({tau}), and steady-state cycle length (CLs) values that were not statistically different from those of tachycardias induced without procainamide (ANOVA: 2 typesx2 modalities; P>.1). Therefore, all tachycardias are presented together in the TableUp.

Canine Preparations of Myocardial Infarction
Fig 7AUp and 7BUp illustrates 2 sustained monomorphic ventricular tachycardias (induced in different preparations) in which reentrant activity displaying distinctive anatomic and functional characteristics could be mapped completely with a relatively high-resolution plaque electrode applied to the anterior wall of the left ventricle. In one of the tachycardias, the isochronal map (Fig 7AUp: upper map, corresponding to the primary principal component) suggested that circus movement of excitation occurred around a pathological obstacle (gray area in the center) where, at postmortem examination, tissue necrosis was seen to extend transmurally. Circus movement of excitation occurred in areas in which the most rapid downward deflections of unipolar electrograms displayed relatively high -dV/dtmax (>=1.0 mV/ms along most of the reentrant pathway) (Fig 7AUp: lower map, primary principal component). In the other preparation, the isochronal map (Fig 7BUp: upper map) displayed a double-loop reentrant pattern in which functional dissociation occurred in the central part of the ischemically injured region where unipolar electrograms displayed depressed -dV/dtmax values (<1.0 mV/ms) (Fig 7BUp: lower map).

In addition to their distinct configurations and functional properties, the two sustained monomorphic ventricular tachycardias displayed different dynamic behaviors at their onset. Fig 8ADown shows that the cycle length of the tachycardia illustrated in Fig 7AUp decreased toward a minimum value, at which it stabilized at a CLs of 201 ms. Fitting mean cycle length values to an exponential model yielded a time constant {tau} of 7.1 beats and a relaxation (A) of 19 ms from the initial to the steady-state value. At the scale of the tachycardia cycle length, the term {varepsilon}b expressing the distance between the postulated model and the data (Fig 8BDown) showed initial damped oscillations, which became negligible beyond beat 10. The activation sequences of individual beats correlated very highly with the sequence corresponding to the principal component (Fig 8CDown). Scaling of the primary component by the weighting factor (Fig 8DDown) accounted for both the exponential trend and superimposed damped oscillations.



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Figure 8. Accelerating dynamic behavior (accelerating rate) during circus movement reentry induced in a 3-day-old infarct canine preparation. Upper trace shows induction, by programmed stimuli (3xS1, S2, S3, S4, S5), of the sustained monomorphic ventricular tachycardia illustrated in Fig 7AUp. Same format as in Fig 1Up. A, CLb was a decreasing function of the sequence of beat numbers, ie, the tachycardia rate accelerated. B, The residual variation ({varepsilon}b) shows damped oscillations that became negligible beyond beat 10. C, Graph showing the very high correlation between the activation sequence of the primary component (see Fig 7AUp) and the activation sequences of individual beats. D, Time course of weights (wb) paralleled the exponential trend and superimposed oscillations.

The dynamic behavior of the ventricular tachycardia illustrated in Fig 7BUp displayed an exponential increase in cycle length (to a CLs of 252 ms) during the early 87 beats, as shown in Fig 9ADown. Relaxation occurred with a magnitude A of -15 ms and according to a time constant {tau} of 43 beats. Thus, in addition to the fact that relaxation occurred in the opposite direction, it was less marked (lower magnitude) and slower (higher {tau}) in this tachycardia than in the one analyzed in Figs 7AUp and 8Up. There was marked deviation from the exponential trend in the beats indicated by asterisks, and {varepsilon}b was greater in these beats (Fig 9BDown). Fig 9CDown shows that there was a very high correlation between the activation sequence of the primary component (shown in Fig 7BUp: upper map) and the activation sequences of individual beats. Scaling of the primary component with the weighting factor shown in Fig 9DDown accounted for the exponential trend as well as the abrupt fluctuations in cycle length (Fig 9ADown), indicating that the exponential trend was related to homogeneous deceleration and the abrupt fluctuations were related to homogeneous acceleration of the activation process at all recording sites.



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Figure 9. Decelerating dynamic behavior (decelerating rate) during reentry in functionally depressed subepicardial muscle surviving in a 3-day-old infarct canine preparation. Upper trace shows the induction, by programmed stimulation (S2), of the sustained monomorphic ventricular tachycardia illustrated in Fig 7BUp. Same format as in Fig 1Up. A, Graph showing cycle length (CLb, mean±SD) as an increasing function of beat number, ie, a decelerating trend in the rate of tachycardia. Beats marked with asterisks showed abrupt changes in mean CLb and increases in SD. B, Exponential model fitted mean CLb with a high degree of accuracy, as indicated by a minimal error term ({varepsilon}b), except for beats showing abrupt changes in CLb. C, There was a very high correlation between the activation sequence of the primary component and the activation sequences of individual beats. D, Scaling of the primary component accounted for the exponential trend as well as the abrupt changes in CLb.

A decelerating trend in rate similar to that reported in Fig 9Up occurred in 7 of 12 sustained monomorphic ventricular tachycardias and displayed a steady-state cycle length (CLs) of 194±34 ms, a magnitude of the initial relaxation (A) of -11.9±6.0 ms, and a time constant ({tau}) of 18.6±17.1 (in beat number). An accelerating trend in rate was observed in only one preparation other than the one illustrated in Fig 8Up, with the parameters CLs=138 ms, A=14.9 ms, and {tau}=1.1 beat. The three remaining tachycardias were irregular and could not be classified as displaying either a decelerating, an accelerating, or a constant trend.


*    Discussion
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up arrowAbstract
up arrowIntroduction
up arrowMethods
up arrowResults
*Discussion
down arrowAppendix A
down arrowAppendix B
down arrowReferences
 
This study confirms the occurrence of spontaneous cycle length variations at the onset of reentrant monomorphic ventricular tachycardias1 2 and provides mathematical approaches to answer the two following questions: Do cycle length variations occurring at the onset of the tachycardias follow distinctive dynamic patterns? How spatially stable is the activation sequence of a "monomorphic" ventricular tachycardia during cycle length variations? A major finding was that most (49/59) of the tachycardias induced in patients displayed at their onset a distinctive trend with reference to rate, which either decelerated, accelerated, showed a double trend, or remained constant. The remaining tachycardias displayed irregular cycle length dynamics that could not be fitted with such simple exponential or linear trends. Organized fluctuations consisting of alternans or higher-order 3 through 6 periodicities were superimposed onto the accelerating, decelerating, or constant trends and may have been related to fluctuations of the action potential duration and diastolic interval in consecutive beats, thereby modulating the action potential upstroke and conduction velocity in the reentry circuit.22 23

Spatial Stability of Activation Sequences
The accelerating and decelerating trends in rate occurring during the initial beats of the ventricular tachycardias might be related to rate-dependent repolarization or conduction characteristics (see below) on condition that the sequence of excitation in the substrate sustaining the tachycardia remain stable. Otherwise, it is possible that the changes in tachycardia cycle length might be caused by "remodeling" of the reentry circuit. Recording from the reentry circuit with relatively high resolution in canine preparations strongly suggests that the sequence of excitation remained constant for all beats throughout the period of cycle length relaxation, as indicated by a single principal component correlating highly with all individual beats. Although the resolution provided by the recording arrays used in patients was more limited and only a few, if any, of the electrograms were recorded directly from the reentry circuit, it was found that a single principal component accounted for all beats in series of 14 to 81 beats (r=.98, on average). In the clinical tachycardias, stability of the reentry circuit configuration is inferred on the basis of the stability of the overall ventricular activation process determined from epicardial and left ventricular endocardial recordings. In a minority of the tachycardias, 1 to 4 beats were rejected on the basis of a difference in morphology when the correlation coefficient was <.849. In the present state of principal-component analysis, there is no statistical criterion to establish the number of significant components when (1) the dimensionality of the vectors is high (in this case, number of electrode sites) in relation to the number of replicates (number of beats) and (2) the structure of correlation is complex, since variations in the activation vectors of individual beats (interelectrode) may impact on the activation vectors of others (interbeat). The .849 cutoff emerged empirically when we considered the conditions under which inclusion of a second component produced a physiologically meaningful modification of the activation sequence corresponding to the first component in order to account for individual beats (Figs 3Up and 4Up). Thus, the data suggest that, at the onset of the tachycardias, cycle length variations may occur while the reentrant activation pattern remains constant.

Moreover, it was found that the accelerating and decelerating dynamic behaviors could be related to scaling (ie, acceleration or deceleration) of local activation times while the overall activation pattern remained constant. The accelerating (Fig 8Up) and decelerating (Figs 1Up and 9Up) rate trends corresponded to shortening and prolongation of activation times, respectively, occurring in equal proportion at all recording sites, as determined by weights multiplying the primary component and governing the degree of shortening or prolongation of activation times in any given beat. When the dynamic course of the weight of the primary component (Fig 3DUp) did not parallel the course of the cycle length (Fig 3AUp), the trend would be related to the dynamic behavior of activation in areas located outside the recording field (silent portion) (as Fig 4DUp indicates it to be the case in this tachycardia) or to the scaling of a second component. In the majority of cases, the monomorphic character of tachycardias selected on the basis of their ECG features was confirmed by principal-component analysis of epicardial and endocardial activation times. Preliminary analysis of polymorphic tachycardias (not reported here) indicates that at least two principal components are necessary to represent such tachycardias.24

Relationship Between Tachycardia Onset Dynamics and the Functional Properties of the Underlying Reentry Circuits: A Hypothesis
Data obtained in canine preparations in which reentry could be mapped with relatively high resolution support the hypothesis that cycle length variations occurring at the onset of monomorphic ventricular tachycardias might provide information regarding the functional properties of the underlying reentry circuits. An accelerating rate trend occurred in the tachycardia associated with circus movement in muscle generating unipolar electrograms with relatively high -dV/dtmax (reflecting fairly good action potential upstroke characteristics). Normal action potentials typically show parallel changes in duration and refractory period, whereas action potentials with depressed upstrokes may show refractory period prolongation while duration shortens in response to an abrupt increase in beating rate. Thus, we postulate that accelerating-onset dynamics may be related to withdrawal of the head of the reentrant impulse from the refractory tail of the preceding action potential as the action potential duration shortens. The relatively short cycle lengths of clinical tachycardias showing an accelerating rate trend (mean, 223 ms) are consistent with this hypothesis. The cycle lengths of tachycardias showing constant cycle length dynamics were longer (mean, 297 ms), suggesting that the reentry circuit might have been long enough for complete recovery to occur between action potentials. We have not yet encountered constant cycle length dynamics in canine preparations, in which the length of the circuits may be too short.

A decelerating trend in rate was the dynamic behavior that occurred most frequently in the canine preparations (7/12) and among the clinical tachycardias (25/59). Cycle lengths were longer (mean, 319 ms) in clinical tachycardias showing decelerating onset dynamics than in the other types. In the canine preparation illustrating the substrate of a tachycardia with decelerating-onset dynamics, functional reentry occurred in muscle generating unipolar electrograms with depressed -dV/dtmax. The clinical tachycardia showing a similarly decelerating rate trend appeared to be caused by reentry in subepicardial muscle generating middiastolic unipolar deflections with low -dV/dtmax. It is postulated that this type of onset dynamics may be associated with rate-dependent slowing of conduction velocity in the reentry circuit.6 One possibility is that cellular excitability and its course of recovery may be altered (active generator properties of the cell membrane) as a result of depolarization, depression of the Na+-dependent action potential upstroke, and delayed reactivation kinetics of the Na+ channel, which are known to occur in 3-day-old infarct canine preparations.25 Another possibility is that the primary cause of slow conduction would be impairment of cell coupling (passive electrical properties of muscle) either at a microscopic level with abnormalities in intercellular gap junctions26 or at a more macroscopic level, with physical separation of surviving myocytes by fibrotic tissue, which is typical of healed myocardial infarction.27 Action potentials with apparently normal configuration have occasionally been recorded from tissue thought to be involved in tachycardia generation28 ; conversely, it is also possible to record action potentials displaying depressed upstrokes from human arrhythmogenic ventricular tissues excised at surgery.29 The analysis of electrograms recorded in patients is complicated by the signal-attenuating effect of overlying scar tissue.30 Which muscle fiber properties may be associated with rate-dependent depression of conduction in patients remains unclear; it is possible that alterations in both their passive electrical and active generator properties contribute to conduction disturbances.

Study Limitations
Although we are postulating that the tachycardia onset dynamics may be determined largely by the functional properties of the reentry substrate, it would be reasonable to think that they might also be influenced by programmed stimulation as well as the low dose of procainamide used in 8 patients to facilitate monomorphic tachycardia induction. However, no statistically significant association emerged between the type of dynamic behavior (eg, decelerating, accelerating) and the mode of induction of the tachycardias (S2, S3, S4, or burst) or the use of procainamide to facilitate induction. Lack of a demonstration of an effect of programmed stimulation may be the consequence of the fact that a relatively small number of tachycardias (information was available in 55) was tested against their distribution into four classes of stimulation modalities (S2, S3, S4, or burst) in the cross-table analysis. Interestingly, the only detectable tendency concerned a lower incidence of the decelerating trend in rate among the 11 tachycardias that were induced by burst pacing, since this stimulation modality uses a greater number of stimuli delivered at a fast rate. Intraoperative mapping was performed at least 5 half-lives after therapy was interrupted with a class 1 antiarrhythmic drug or sotalol (except for the injection of a single dose of procainamide during surgery in 8 patients, as discussed above). Eight patients received amiodarone, which was discontinued at least 3 weeks before surgery. In patients in whom amiodarone was discontinued only 1 week before surgery (not included in this study), the cycle lengths of the tachycardias induced during surgery were longer.

It would be inappropriate, from the analysis of a limited number of cases, to claim any definitive statement regarding the dynamic behavior of monomorphic ventricular tachycardias associated with myocardial infarction. However, the clinical tachycardias reported here represent the entire set of data collected with the computerized system currently in use and therefore available for analysis. The ventricular tachycardias analyzed in this study are deemed to be clinically relevant because, in most cases, their morphologies correlated with those of tachycardias occurring spontaneously or induced before surgery in the electrophysiology laboratory.

Conclusions
Analysis of the onset dynamics of a given monomorphic ventricular tachycardia could be used to gain further information on the functional properties of the underlying reentry circuit. Since the temporal analysis could be made from a single ECG lead, it may be an interesting noninvasive method to acquire such information. Further studies are needed to explore its usefulness for the selection of antiarrhythmic drugs and antitachycardia pacemaker parameters.



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Figure 10. Determination of activation times. Analysis of a 32-beat episode of monomorphic ventricular tachycardia in which 127 unipolar electrograms were recorded. A, First time derivative of a selected unipolar electrogram. Vertical lines indicate detection of negative extrema (dV/dt). B, Magnitude of extrema, from 0 to the most negative dV/dt, is plotted on the abscissa, and the total number of extrema with dV/dt greater than or equal to a given level is plotted on the ordinate. C and D, Similar analyses after a refractory period of 60 ms was set. Threshold for detection was set in middle of plateau.


*    Acknowledgments
 
This work was supported by the Medical Research Council of Canada (grant PG11190). The authors wish to express their appreciation to Suzan Senechal and Diane Abastado for their excellent secretarial assistance.


*    Appendix A
up arrowTop
up arrowAbstract
up arrowIntroduction
up arrowMethods
up arrowResults
up arrowDiscussion
*Appendix A
down arrowAppendix B
down arrowReferences
 
Determination of Activation Times
Once an interval has been selected for analysis in the 26-second computer file, the first time derivative (dV/dt) of the unipolar electrogram recorded is computed at each recording site by a three-point approximation method. Local activation occurs when the amplitude of the dV/dt reaches a negative extremum. However, secondary deflections may be generated by noise or nonlocal events.31 The algorithm aims at determining, for all electrograms in a protracted episode, a series of peak -dV/dt that can be distinguished from such secondary deflections on the basis of their amplitude. Threshold values are sought beyond which the dV/dt extrema are considered to indicate local activations, as illustrated in Fig 10Up. The vertical lines drawn in Fig 10AUp indicate, on a 1-second segment of the dV/dt signal, all negative extrema. Their values are plotted on the abscissa of a cumulative histogram (B), which shows that there is an interval between high and low dV/dt values during which the rate at which extrema are cumulated is lower, thus defining a plateau. After a refractory period (60 ms) was imposed, the number of extrema was reduced (C) and the corresponding cumulative histogram (D) showed a clear plateau. The detection threshold was set at the point corresponding to midplateau, yielding a single activation time per beat. A similar procedure is repeated for each electrogram.

In a second step, a histogram of the number of activations selected for each channel is constructed. Outlier channels are those in which the number of activations does not correspond to the mode of the histogram (±1, to account for the arbitrary limits of the time window). For the outliers, the second plateau of their dV/dt histogram is used as threshold if it moves the number of detections closer to the global mode of the number of detections.


*    Appendix B
up arrowTop
up arrowAbstract
up arrowIntroduction
up arrowMethods
up arrowResults
up arrowDiscussion
up arrowAppendix A
*Appendix B
down arrowReferences
 
Principal-Component Analysis
By the notation introduced in Equation 5Up ("Methods"), Db,e is the activation time of channel e (e=1,Ne) in beat b (b=1,Nb) expressed as a difference from the mean activation time for each beat. The set of activation times at each electrode site is a vector De=[D1e, · · ·, DNbe] of dimension Nb. The vectors for all electrode sites are collected as the rows of a matrix D:

(10)
The columns of this matrix are vectors Db=[Db,1,. . ., Db,Ne], which contain the activation times (and therefore the activation sequence) of each successive beat. In a first step, the goal of the analysis is to find temporal sequences of activation (V=[V1, . . .,VNb]) representing properties of the activation sequences common to all sites (having a maximal projection on all the Des). The vectors V are found by solving the following eigenvalue problem: