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a University of California, Davis Medical Center, Sacramento, California
b High Desert Heart Institute, Victorville, California
c California Office of Statewide Health Planning and Development, Sacramento, California
Accepted for publication April 5, 2010.
* Address correspondence to Dr Li, Department of Internal Medicine, University of California, Davis Medical Center, 4150 V St, Ste 2400, Sacramento, CA 95817 (Email: zmli{at}ucdavis.edu).
| Abstract |
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Methods: Data from the California CABG Outcomes Reporting Program were analyzed in patients who had OPCAB or CCB for isolated CABGs in 2006 to 2007. Two multivariable logistic regression models were developed for the analysis, and the "recycled predictions" method was used to compute risk-adjusted postoperative stroke rates in the two surgical groups.
Results: Of 30,426 isolated CABGs, 7,720 (23.7%) were OPCAB. The model developed in the CCB subset indicated that CCB had a lower predicted stroke risk than OPCAB, yet the observed rate of stroke was higher in the CCB subset. The model using both CCB and OPCAB patients revealed that OPCAB was associated with a reduction in postoperative stroke (adjusted odds ratio: 0.76, 95% confidence interval [CI] 0.59 to 0.98). For patients with cardiogenic shock, OPCAB was also associated with a lower risk-adjusted postoperative stroke rate compared with CCB (OPCAB: 3.06%, 95% CI 2.83% to 3.28%; CCB: 4.05%, 95% CI 3.76% to 4.33%, p < 0.001). However, the 793 (11%) OPCAB patients who were converted to CCB intraoperatively had an increased postoperative stroke rate (with conversion: 2.02%, 95% CI 1.04% to 3.00% versus without conversion: 0.96%, 95% CI 0.73% to 1.20%, p < 0.001).
Conclusions: The OPCAB was associated with a significantly lower postoperative stroke rate compared with CCB even for older and higher risk patients. However, intraoperative OPCAB to CCB conversion was associated with the highest postoperative stroke rate.
| Introduction |
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| Material and Methods |
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The CCORP clinical data registry utilizes a subset of data elements collected by the Society of Thoracic Surgeons for the National Database of Cardiac Surgery. After data submission by hospitals, CCORP performs data validation procedures, including verification of complete submissions, using the statewide hospital patient discharge data), verification of deaths using the state's death registry, and an annual independent medical chart audit of randomly selected hospitals. The program produces hospital and surgeon-specific report cards based on risk-adjusted operative mortality rates. A detailed description of the CCORP data collection methods and analysis has been documented elsewhere [11–13].
Postoperative stroke is defined as a neurologic deficit of abrupt onset caused by a disturbance in cerebral blood supply (ischemic or hemorrhagic) that did not resolve within 24 hours after CABG and lasted for more than 72 hours. Postoperative stroke does not include the neurologic deficits of confusion, delirium, and (or) encephalopathic (anoxic or metabolic) events. Our analysis was based on the "intention-to-treat" principle, in which OPCAB procedures that were converted to CCB intraoperatively were categorized as OPCAB for the purpose of the study.
Statistical Analysis
Categoric variables were compared by
2 analysis and continuous variables were compared by the Student's t test. Differences were considered statistically significant if the p value was less than 0.05.
To determine the impact of OPCAB on postoperative stroke while controlling for individual patient demographic and clinical characteristics, we used two different multivariable regression models and the "recycled predictions" method [14, 15] to compute and compare the mean risk-adjusted marginal effects for OPCAB versus CCB. The first logistic model was developed for all patients who underwent CCB only (ie, excluding OPCAB patients); this model was then applied to OPCAB patients to compare the risk of stroke in the CCB and OPCAB groups. The second risk model was developed on both CCB and OPCAB patients, and applied to all isolated CABGs in 2006 to 2007. However, because the raw logistic regression coefficients and odds ratios are nonlinear expressions of the impact of individual covariates on the response variables, they provide an imperfect picture of the impact of OPCAB on predicted risk for postoperative stroke. The method of recycled predictions, also referred to as "averaging the individual marginal effects" or "predictive margins," provides more easily interpreted statistics than raw logistic regression coefficients [14, 15].
Marginal effects measure the expected instantaneous change in the dependent variable (ie, postoperative stroke) as a function of a change in a certain explanatory variable (ie, surgery type: OPCAB vs CCB) while keeping all the other covariates constant. By using the recycled predictions method for the first run, we assumed all isolated CABGs were performed with CCB, and for the second run we assumed all were performed with OPCAB. With the same multivariate logistic regression model we calculated the mean predicted marginal probability of postoperative stroke for OPCAB and CCB independently, while keeping the same attributes for all other covariates fixed.
A further subgroup analysis was performed for selected risk factors based on their significance in affecting postoperative stroke as demonstrated by the regression model. Within the OPCAB group we further compared the risk-adjusted postoperative stroke rates between patients who were converted from OPCAB to CCB during the operation (converters) and patients who underwent OPCAB without intraoperative conversion (nonconverters), and applied a multivariable logistic regression model to identify patient characteristics associatied with intraoperative conversion from OPCAB to CCB. All data analyses were conducted with SAS version 9.2 (SAS Inc, Cary, NC).
| Results |
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The multivariable logistic risk model with OPCAB added as a risk factor (Table 2) has a c-statistic of 0.73 and p value of 0.1263 for the Hosmer-Lemeshow goodness-of-fit test, also indicating a good discimination and data calibration. Using this risk model and controlling for demographic and clinical variables, OPCAB was associated with a significantly lower rate of postoperative stroke (adjusted odds ratio: 0.76, 95% CI 0.59 to 0.98, p < 0.001). Using the recycled predictions method, the predicted risk for postoperative stroke, after controlling for patient demographic and clinical risk factors for OPCAB, was significantly less than that of CCB (OPCAB 1.09%, 95% CI 1.08% to 1.10% vs CCB 1.43%, 95% CI 1.41% to 1.45%, p < 0.001; Table 3). Even for patients with cardiogenic shock, OPCAB was associated with lower risk-adjusted postoperative stroke rates compared with CCB (OPCAB: 3.06%, 95% CI 2.83% to 3.28%; CCB: 4.05%, 95% CI 3.76% to 4.33%, p < 0.001). The odds ratio of predicted postoperative stroke for OPCAB (0.0109)/(1 to 0.0109) divided by the predicted postoperative stroke for CCB (0.0143)/(1 to 0.0143) = 0.76, is close to the odds ratio of 0.755 from the multivariable logistic parameter estimate. This similarity supports the marginal effects of OPCAB on the outcome computed with the recycled predictions method.
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| Comment |
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Previous trials [6–10, 16] that suggested a protective effect of OPCAB on postoperative complications are limited by small sample sizes, the largest of which was only 281 patients [10]. By contrast, our findings are based on a large patient population and rigorous statistical analysis which revealed that the observed rate of postoperative stroke with OPCAB was lower than the predicted rate. This finding was similar in the subgroups with cerebrovascular disease, recent stroke, or MI within 24 hours prior to surgery. In patients with cardiogenic shock, left ventricular ejection fraction less than 0.40 or with 3 or greater diseased coronary arteries, OPCAB was also associated with lower risk-adjusted postoperative stroke rates. Further, the reduced rate of stroke associated with OPCAB was greater in elderly than younger patients (Fig 1).
In contrast to the abovementioned results, we found an increased risk of stroke in patients who required intraoperative conversion from OPCAB to CCB. This finding may reflect an unanticipated requirement for urgent conversion resulting in higher operative risk, including that of stroke. Conversion to CCB occurred in 11% of OPCAB patients, accounting for a significant minority. Our data suggest that this group has high-risk features such as recent MI, left main coronary artery disease, or 3-vessel or greater disease which were associated with conversion to CCB.
This study does not provide a mechanistic explanation for the lower risk of stroke associated with OPCAB. However, cardiopulmonary bypass is associated with significant risk of neurocognitive dysfunction [17]. This may be related to atheroembolism, air embolism, or other undetermined factors. In patients with atherosclerosis, the aorta and arch vessels are likely to contain atherosclerotic plaques which may be disrupted during aortic clamping placement of cannulas during cardiopulmonary bypass, resulting in atheroemboli [4]. This adverse potential has led to the development of epiaortic ultrasound techniques to avoid cannulating the aorta where there is significant plaque burden [18–20]. In this regard, methods which reduce aortic manipulation during surgery may be beneficial.
While this study suggests that OPCAB may be associated with a lower risk of postoperative stroke, it has important limitations. First, this is a retrospective analysis with the inherent limitations of this method. However, it utilizes an extensive risk model to account for patients' hazard of postoperative stroke and to reduce the problem of factors that may be unaccounted for. Second, the CCORP database is dependent on the accuracy of information provided by the individual hospitals. However, a well-established and documented CCORP auditing system supports the validity of the data [11–13]. Third, CCORP does not collect data on the specific coronary arteries bypassed during CABG and, therefore, factors pertaining to these vessels such as site and extent of revascularization, which may influence the technical complexity of the procedure, could not be assessed. Fourth, CCORP does not collect data such as degree of aortic root calcification which may have a significant impact on the type of CABG performed and the risk of complications [21]. Finally, a study of this nature cannot account for individual and unrecorded surgical decisions and strategies in the performance of the operative procedure. Because of these limitations, this study does not provide definitive evidence that OPCAB is associated with a lower risk of postoperative stroke. In this regard, it is noted that conversion to CCB was associated with an increased risk of stroke. However, this study does provide a basis for a randomized controlled trial of the comparative risk of stroke associated with CCB and OPCAB.
In this large retrospective study, OPCAB was associated with a significantly lower postoperative stroke rate compared with CCB, even for older and higher risk patients. However, intraoperative conversion from OPCAB to CCB was associated with the highest postoperative stroke rate.
| References |
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