The dynamic beat-to-beat method | 
  
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by Anthony Fossa, PhD | 
  
June 22, 2010 | 
  
The  dynamic QT beat-to-beat (QTbtb) analysis has been reported to  differentiate changes of QT interval duration due to heart rate or autonomic state from impaired repolarization.   This work has recently been reviewed with both clinical [1] and  preclinical translational data [2,3]. The  method utilizes all individual cardiac cycles from continuously collected ECG  telemetric or Holter data to define the normal baseline which contains  different autonomic states experienced over 24-hours. The baseline QT-RR boundaries therefore also contain beats  incurred during all normal hysteresis (defined as the lag in QT interval  adaptation for changes in RR interval), sinus arrhythmia and QT-RR variability  during activities such as eating, sleeping and ambulatory movements. The upper confidence bound for the baseline  of all beat-to-beat QT interval values is defined across the entire 24-hr RR  interval range and beats exceeding this limit are flagged as outlier beats for  further arrhythmia vulnerability assessment.   These beats would be assumed to possess potential risk of  arrhythmia and can be further analyzed by quantifying the temporal  heterogeneity or assessment of ECG restitution of the entire dataset (described  below).  
	        Using  the individual 24-hr predose data as a baseline for all subsequent analyses  (Figure 1, panel A), the effect of a drug, placebo and baseline-adjusted  placebo corrected value can be readily assessed.    For any specific time point or timeframe,  all continuously collected viable beats are analyzed with rigorous automated  quality control procedures.  This is usually  a 5 min period during drug administration and its time-matched placebo (Figure  1, panel B). The center of this 5-min cloud of data  or centroid is calculated as the median QT and the median RR interval (Figure  1, panel C). This median QT value (QTbtb) value for any nominal time point is  compared to the centroid of all beats extracted within a similar RR interval  range (e.g. ± 12 ms) from the 24-hr baseline dataset to provide a delta-QTbtb  value (Figure 1, Panels D, E and F). 

FIGURE 1:
The beats used to calculate the delta-QTbtb for the nominal time points can also be used for calculating the corrected QTcB or QTcF values for simultaneous comparison (Figure 2). The same procedure used to define the delta-QTbtb value for placebo can then be applied for the on-drug treatment nominal time points. The placebo-adjusted time-matched values (delta-delta QTbtb) are simply calculated by subtraction of the time-matched placebo values from the same time-matched values on treatment from the same subject. However, one advantage of using continuous ECG collection with beat-to-beat analyses is that entire timeframes of data when on-drug can be compared to off-drug periods to quickly determine whether an effect is present by the outlier methods described below (Figure 2, panel D).
An essential component of the beat-to-beat method is to determine whether repolarization is significantly impaired beyond normal autonomic boundaries by applying quantile regression techniques to define the upper 97.5% reference boundary of QT over RR intervals from the normal 24-hr data (See Figure 2 from baseline day of the study).

FIGURE 2:
 An outlier analyses  examines the percentage of beats that exceed the upper 97.5% reference boundary  of the baseline data during any period.  By  definition, for a drug with no effect this percentage should be around 2.5 % of  beats exceeding the upper boundary. The % outliers values can be handled as  described above for QTbtb values and thus a time-matched placebo adjusted value  can be obtained for each time point.  A  lower 90% two-sided confidence interval can be determined for the mean of the %  outlier values at any time point to determine whether there is a statistically  significant increase in outliers.  As  mentioned above, this same type of analysis can also be conducted for any  period of time that the drug is used, including the entire time at efficacious  concentrations to readily ascertain the net effect of drug vs. normal QT/RR  relationship.
	        Arrhythmia  liability due to changes in temporal heterogeneity of outlier beats can be  assessed by a bootstrap analysis applied to only beats that exceed the upper  97.5% reference bound.  The median value  during any time period on-drug is determined to ascertain whether these beats  are of greater magnitude in general compared to beats normally exceeding the  upper 97.5% reference bound of QT intervals off-drug.  Bootstrapping provides confidence intervals  of the median value.  The width of the  confidence intervals is used as a measure of heterogeneity of the QT interval  outlier beats, which has been associated with increased arrhythmia liability  and can be compared to the width of the confidence intervals at normal levels from  the same individual when obtained off-drug. 
	        A second  procedure to evaluate arrhythmia liability of temporal dynamics is to evaluate the cardiac ECG restitution. Restitution is the  ability of the heart to recover from one beat to the next.  This measures the QT interval (working phase  of the heart) in relationship to the previous TQ interval (resting phase of the  heart).  When the heart is not under  stress, this ratio is less than 1, meaning the heart is resting more than it is  working.  However, as stress increases on  the heart, for example, during exercise, the heart works more than it rests,  increasing this ratio to greater than 1. Sustained periods with inadequate  recovery between beats would presumably lead to increased arrhythmia  vulnerability as occurs in extreme cases with salvos of non-sustained  ventricular tachycardia or an R on T phenomenon where TQ interval equals  zero.  Arrhythmia liability not  associated with QT prolongation may be more related to the TQ interval  shortening or increase in the QT/TQ ratio of each beat.  When QT prolongation is present along with  increase QT and RR variability or increased heart rate during proarrhythmic states, the QT/TQ ratio can increase dramatically for transient  periods of time possibly leading to initiation of reentry. Thus in addition to  the median QT interval, the median TQ interval and median QT/TQ ratio are  assessed in ECG restitution. Other parameters to describe length of stress and  magnitude of extreme changes are defined as % beats greater than 1 and upper 98%  bounds for the QT/TQ ratio, respectively. 
References
1. Fossa AA and Zhou M.  Assessing QT prolongation and electrocardiography restitution using a  beat-to-beat method. (2010) Cardiol
 J 17:230-243.
2. Fossa AA. Assessing QT prolongation in conscious dogs: Validation of a beat-to-beat method. (2008) Pharmacol and Therapeutics 118: 231-238.
3. Fossa AA. The impact of  varying autonomic states on the dyamic beat-to-beat QT-RR and QT-TQ interval  relationships (2008) Br
 J Pharmacol 154:1508-1515.