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Eur J Cardiothorac Surg 2004;25:320-326
© 2004 Elsevier Science NL
a Clinic for Cardiovascular Surgery, German Heart Center Munich, Lazarettstr. 36, D-80636 Munich, Germany
b Forschungszentrum Karlsruhe GmbH, Institute for Applied Informatics, Postfach 3640, D-76021 Karlsruhe, Germany
c Institute for Nonlinear Dynamics, University of Potsdam, Am Neuen Palais 10, D-14415 Potsdam, Germany
Received 21 October 2003; received in revised form 10 December 2003; accepted 15 December 2003.
* Corresponding author. Tel.: +49-89-1218-4061; fax: +49-89-1218-4193
e-mail: bauernschmitt{at}dhm.mhn.de
| Abstract |
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Key Words: Coronary surgery Autonomic control Heart rate variability Nonlinear dynamics
| 1. Introduction |
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While there is a large quest for risk stratification in patients in the intensive care unit (ICU) after cardiac surgery, real-time analysis of biosignals using methods of computational intelligence is rarely applied. The reasons are mainly problems in the integration of complex real-time systems, the occurrence of artefacts and noise during the signal acquisition, and the influence of mechanical interventions and drug application. Using recently developed methods for BRS quantification, data preprocessing and nonlinear methods, this study is an attempt at a comprehensive description of autonomic control in the postsurgical patient and to yield basic information to support further clinical studies on the predictive value of autonomic control.
| 2. Methods |
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2.2. Anaesthesia, operations and postoperative care
Anaesthesia was standardised; induction was performed with sufentanil and midazolam. For maintaining narcosis, a continuous infusion of propofol was given; muscle relaxation was achieved by pancuronium. Central venous pressure and pulmonary artery pressure were monitored by a Swan-Ganz catheter, arterial pressure by cannulation of the radial artery.
All operations were carried out with cardiopulmonary bypass (CPB) in mild hypothermia (3234 °C) and pulsatile perfusion mode, cold crystalloid cardioplegia was used for cardiac arrest. After declamping, most of the patients needed one countershock to terminate ventricular fibrillation. Mean time of extracorporal circulation was 73±25 min, mean crossclamping time was 45±22 min.
Weaning from CPB was uneventful in each patient. After surgery, the patient was transferred to the ICU during ongoing mechanical ventilation; propofol infusion was continued for the first postoperative hour. Extubation was possible between 6 and 8 h after ICU-admission in all patients. If reduction of afterload was necessary, nitrates were given, but not immediately before or during the data sampling period.
2.3. Measurements
Radial artery pressure was A/D-converted and stored for 30 min in a bed-side laptop during the following times:
Data were recorded with a frequency of 800 Hz. During the measurement periods, care was taken to avoid any mechanical manipulations or pharmacological interventions on the patient.
2.4. Parameters
After filtering to minimize artefact influences and to exclude ventricular premature complexes (data preprocessing as suggested by Malberg [2]), beat-to-beat-intervals (BBI) and systolic blood pressure were extracted from the registered curves (Fig. 1)
. BRS was calculated using the dual sequence method (DSM). In contrast to pharmacologically induced BRS-analysis (phenylepinephrin injection), the DSM determines changes in heart rate in response to spontaneous changes of blood pressure. BRS is calculated from the ratio of heart rate changes and initial pressure alterations. For detailed analysis of BRS, fluctuations were termed brady (bradycardiac changes: rise of pressure leads to decrease of frequency), or tachy (tachycardic changes, drop of pressure leads to increase of frequency, Fig. 2)
. A shift operation differentiates between synchronous (sync) and delayed (shift 3, see Fig. 3)
regulations; vagal answers usually cause synchronous activity of the baroreflex, while sympathetic activation leads to delayed reflex answers [9,10]. In addition to reflex sensitivity, percentage of regulations in discrete intervals and total number of regulations within the observation period is calculated.
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Analysing HRV, the following standard parameters were calculated from the time series:
Beside the parameters mentioned above, the analysis of BRV was focussed on high-frequency components (HF, high values indicating vagal activity) and low-frequency components (LF, high values indicating sympathetic activity).
In addition, HRV and BRV were analysed by methods of nonlinear dynamics. For this purpose, established methods derived by symbolic dynamics [11,12] were used to distinguish between different states of autonomic interactions. The concept of symbolic dynamics is based on a coarse-graining of dynamics. The difference between the current value (BBI or systolic blood pressure) and the mean value of the whole series is transformed into an alphabet of four symbols (0,1,2,3). Symbols 0 and 2 reflect low deviation (decrease or increase) from mean value, whereas 1 and 3 reflect a stronger deviation (decrease or increase over a predefined limit). Subsequently, the symbol string is transformed to words of three successive symbols explaining the nonlinear properties and thus the complexity of the system. From this symbolic dynamics the following parameters were calculated:
| 3. Results |
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3.1. Bradycardic regulation
Spontaneous pressure rises lead to a decrease of frequency mediated by vagal activation within the next heart cycle, therefore no shift operation was necessary (brady-sync).
BRS plotted as the linear correlation of increase of systolic pressure and increase of the subsequent RR-interval was slightly depressed immediately after surgery (time 2 h: 7.6±3 ms/mmHg, normal values 1115 ms/mmHg, preoperative values in study patients: 11.8±4.2 ms/mmHg). The number of spontaneous bradycardic fluctuations in low and medium regions of regulation and the total number of bradycardic regulations showed a decrease during the postoperative period (see Fig. 4) .
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3.5. Nonlinear dynamics
Shannon entropy indicating the system complexity decreased in the first postoperative hours and then showed a tendency to rise again. The behaviour of forbidden words was similar: while there was a significant increase at the beginning indicating a more regular behaviour, the later values revealed renormalisation (Table 1).
3.6. Clinical course
There was no hospital mortality, no perioperative myocardial infarctions or other major complications within this selected group of patients. Four patients (16%) experienced atrial fibrillation in the later postoperative course.
| 4. Discussion |
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As patients after cardiac surgery are prone to experience a variety of complications in the early postoperative period, we believe that there is a need for predictive values of postoperative ICU course exceeding pure demonstration of the actual situation. Adequate processing of data available may be the way to increase information, because physiological data often have complex structures, which cannot be interpreted immediately [15].
Markers of autonomic control proved to have a major predictive value in patients suffering from heart disease. Experimental and clinical data suggest a major role of heart rate variability in risk stratification after myocardial infarction and probably in patients after cardiac surgery [3,4,16].
The Autonomic Tone and Reflexes After Myocardial Infarction (ATRAMI) study demonstrated that analysis of the BRS has prognostic value independently of left ventricular function or ventricular arrhythmias and significantly adds to the information obtained by HRV alone [4]. Determining BRS, the classical methods induce pressure variation by interventions like application of phenylepinephrine. Repeated injections of vasoactive agents, however, are critical in postsurgical patients and may lead to clinical problems. By using the DSM, which analyses the response to spontaneous pressure variations, any intervention at the patient is avoided. Moreover, the method does not only provide information about the functional state of the vagal regulation, but also on sympathetic tone and is based on a relatively stable biosignal (invasively registered arterial pressure) within acceptable time frames [17].
The purpose of the present pilot study was not to obtain a correlation of parameters of autonomous regulation with postoperative events. To achieve this goal, a deeper insight into typical patterns of postoperative autonomic dysfunction has to be gained. Analysing a homogenous, low-risk population of patients with normal preoperative baroreflex function, the aim of our study was to find a set of parameters, adequate times of measurement and an acceptable mode of biosignal recording enabling us to perform a prospective study on the predictive value of markers of autonomous control for risk stratification in the postoperative course.
By combining DSM with HRV and BPV we were able to demonstrate suppression of vagal regulation immediately after surgery, which does not recover within the first day; these findings confirm earlier works in the literature. There are a variety of hypotheses on the reasons for this suppression: mechanical trauma, use of heart lung machine, volume overloading or the influence of several accompanying diseases or conditions like diabetes, hypertension, age or preoperative smoking [18,19]. Despite extensive research, most attempts to improve perioperative strategies or to use these data for postoperative risk stratificationas successfully demonstrated in the ATRAMI-studyfailed.
One reason may be that, in many of these studies, only a part of all parameters characterising the overall autonomic function was analysed. Therefore, we chose a more comprehensive approach including strength and number of bradycardic and tachycardic fluctuations in different regions of regulation, HRV, BPV and methods of nonlinear dynamics.
Sympathetic regulation is also depressed at the beginning of the observation period, but recovers until 20 h postoperatively. These data are supported by the analysing HF and LF of BPV. Thus a relative predominance of sympathetic regulation is caused by an almost normal sympathetic tone in combination with suppressed vagal activity.
HRV-parameters at the beginning of the ICU-course were comparable to preoperative values and to values of healthy volunteers. So the operation per se does not seem to have major impact on this parameter. There is, however, a steep increase of heart rate during the observation period, which probably is due to sympathetic blockade at the beginning of the ICU-period caused by anaesthesia. SDNN did not significantly change during the ICU-stay and as compared to preoperative values, indicating that heart rate variability is not severely alteredat least in this low-risk group of patients. It has to be investigated, if HRV parameters may be altered in high-risk patients andcorresponding to studies after myocardial infarction [3]can be of predictive value in certain subgroups.
Nonlinear analyses showed low complexity at the beginning of the ICU-stay. In patients suffering from dilated cardiomyopathy, these parameters are alternated in a similar way, which may be caused by a relative increase of sympathetic regulation leading to a more regular behaviour of the cardiovascular system [2]. It is, however, unclear, why these parameters recover until 20 h, while sympathetic predominance still persists.
Heart rate turbulence, a parameter recently described to be useful in risk stratification after myocardial infarction, was not included, because the method is dependent on the existence of ventricular premature beats and an observation period of 30 min seems to be short for meaningful analysis [20].
In this study, we were able to demonstrate that analysis and description of postoperative autonomic control is possible using a comprehensive set of parameters and short-term registration of a comparably stable single biosignal. It is concluded that immediately after cardiac surgery suffer patients from an imbalance of vagal and sympathetic regulation, which is not recovered 20 h after surgery. Although this imbalance may lead to an increased susceptibility for tachyarrhythmia, this pilot study was only conceived as a first step to get a closer look at possible alterations of autonomic regulation during the postoperative ICU-course in patients with CHD. Due to the selection, these patients all had uneventful courses without major complications; therefore, a correlation with clinical parameters does not seem to yield meaningful information at the present state of knowledge. Further studies with larger patient cohorts, including patients at higher operative risk, are now warranted to elucidate a possible prognostic value of autonomic control for postoperative complications as for example fatal arrhythmias.
| Footnotes |
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| Appendix A. Conference discussion |
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Dr Bauernschmitt: Not yet, because I think we have to include more patients and patients who are prone to complications. Among these patients, only four, for example, had atrial fibrillation days after surgery, which is due to our patient selection, of course, because these were quite healthy patients. But I think in the future if we do more extended studies we could use it as a base of, for example, prophylactic antiarrhythmic therapy.
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