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Stroke. 2009;40:221-229
Published online before print October 23, 2008, doi: 10.1161/STROKEAHA.108.524785
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Right arrow Carotid endarterectomy

(Stroke. 2009;40:221.)
© 2009 American Heart Association, Inc.


Original Contributions

Risk Factors for Perioperative Death and Stroke After Carotid Endarterectomy

Results of the New York Carotid Artery Surgery Study

Ethan A. Halm, MD, MPH; Stanley Tuhrim, MD; Jason J. Wang, PhD; Caron Rockman, MD; Thomas S. Riles, MD Mark R. Chassin, MD, MPP, MPH

From the Departments of Internal Medicine and Clinical Sciences (E.A.H.), University of Texas Southwestern Medical Center, Dallas, Tx; the Departments of Neurology (S.T.) and Health Policy (J.J.W.), Mount Sinai School of Medicine, New York, NY; the Department of Surgery (C.R., T.S.R.), New York University School of Medicine, New York, NY; and the Joint Commission on Accreditation of Healthcare Organization (M.R.C.), Oakbrook Terrance, Ill.

Correspondence to Ethan A. Halm, MD, MPH, Departments of Internal Medicine and Clinical Sciences, University of Texas Southwestern Medical Center, 5323 Harry Hines Blvd, Dallas, TX 75390-8889. E-mail Ethan.Halm{at}UTsouthwestern.edu


*    Abstract
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Background and Purpose— The benefit of carotid endarterectomy is heavily influenced by the risk of perioperative death or stroke. This study developed a multivariable model predicting the risk of death or stroke within 30 days of carotid endarterectomy.

Methods— The New York Carotid Artery Surgery (NYCAS) Study is a population-based cohort of 9308 carotid endarterectomies performed on Medicare patients from January 1998 through June 1999 in New York State. Detailed clinical data were abstracted from medical charts to assess sociodemographic, neurological, and comorbidity risk factors. Deaths and strokes within 30 days of surgery were confirmed by physician overreading. Multivariable logistic regression was used to identify independent patient risk factors.

Results— The 30-day rate of death or stroke was 2.71% among asymptomatic patients with no history of stroke/transient ischemic attack (TIA), 4.06% among asymptomatic ones with a distant history of stroke/TIA, 5.62% among those operated on for carotid TIA, 7.89% of those with stroke, and 13.33% in those with crescendo TIA/stroke-in-evolution. Significant multivariable predictors of death or stroke included: age ≥80 years (OR, 1.30; 95% CI, 1.03 to 1.64), nonwhite (OR, 1.83; 1.23 to 2.72), admission from the emergency department (OR, 1.95; 1.50 to 2.54), asymptomatic but distant history of stroke/TIA (OR, 1.40; 1.02 to 1.94), TIA as an indication for surgery (OR, 1.81; 1.39 to 2.36), stroke as the indication (OR, 2.40; 1.74 to 3.31), crescendo TIA/stroke-in-evolution (OR, 3.61; 1.15 to 11.28), contralateral carotid stenosis ≥50% (OR, 1.44; 1.15 to 1.79), severe disability (OR, 2.94; 1.91 to 4.50), coronary artery disease (OR, 1.51; 1.20 to 1.91), and diabetes on insulin (OR, 1.55; 1.10 to 2.18). Presence of a deep carotid ulcer was of borderline significance (OR, 2.08; 0.93 to 4.68).

Conclusions— Several sociodemographic, neurological, and comorbidity risk factors predicted perioperative death or stroke after carotid endarterectomy. This information may help inform decisions about appropriate patient selection, assessments about the impact of different surgical processes of care on outcomes, and facilitate comparisons of risk-adjusted outcomes among providers.


Key Words: carotid endarterectomy • complications • outcomes • prognosis • risk factors


*    Introduction
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Carotid endarterectomy (CEA) is one of the most common types of vascular surgery performed in the United States with over 117 000 cases done annually.1 Several large, multinational randomized controlled trials (RCTs) have shown that for carefully selected patients operated on by experienced surgeons, CEA plus medical therapy reduced the risk of stroke and death compared to existing medical therapy alone.2–5 The RCTs, and the national CEA subspecialty guidelines based on them, stress that the expected benefit of surgery for an individual patient is critically dependent on his or her risk of perioperative death or stroke.3,6,7

New endovascular procedures for treating internal carotid artery stenosis with angioplasty and stenting techniques are growing in popularity and have generated much controversy. Although the results of RCTs comparing stenting with carotid surgery are mixed,8 and the appropriate role for stenting is uncertain, stenting is promoted as an option for patients who are deemed "high risk" or "too old" or "too sick" to safely undergo CEA.

Taken together, this underscores the need for empirically validated data on risk factors for perioperative death or stroke after CEA. The validity and usefulness of most prior studies of predictors of adverse events after CEA has been limited by their focus on: single risk factors, single institutions,9–14 lack of multivariate analyses,14–18 in-hospital complications,15,16,19–21 uncertainty about the clinical indications for surgery in many patients,22 or the highly selected patients and surgeons who participated in RCTs23–27 or were treated in veterans’ hospitals.28,29 The generalizability of the risk factors identified in the North American RCTs is limited by their exclusion of patients ≥80 years old or those with major comorbid conditions.3,30 These "older and sicker" patients comprise a significant proportion of the CEAs done in the United States.5,22,31,32 Multicenter studies of CEA in community practice that did use multivariable techniques to identify predictors of perioperative complications point to a mixed and inconsistent set of sociodemographic, neurological, and comorbidity risk factors.5,22,28,33–39 No prior population-based studies have had the very large numbers of symptomatic and asymptomatic patients and detailed clinical data on neurological indications for CEA and severity of carotid disease to have the granularity and statistical power to permit in-depth investigation of a large number of clinically important prognostic factors.

This study sought to use clinically detailed data from the New York Carotid Artery Surgery (NYCAS) Study, a large, population-based cohort study of CEA outcomes, to develop a multivariable model predicting the risk of death and stroke within 30 days of CEA based on a combination of sociodemographic, neurological acuity, carotid disease severity, and comorbid illness burden patient characteristics. We were particularly interested in examining how the presence, timing, and acuity of neurological symptoms; severity of carotid disease; and neurological disability influenced perioperative outcomes.


*    Methods
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Study Population
The NYCAS Study examined all Medicare beneficiaries who underwent CEA between January 1, 1998, and June 30, 1999, in New York State. Details of the cohort assembly have been published previously.32 Briefly, eligible cases (International Classification of Diseases, 9th Revision code 38.12) with Medicare fee-for-service insurance were identified using Medicare Part A hospital claims. Medicare managed care cases that had CEA were identified with an algorithm that used the New York State hospital discharge database, age (≥65 years), and the Medicare eligibility files. Copies of the inpatient medical records were requested by the Island Peer Review Organization (the Medicare quality improvement organization in New York). The study was approved by the Mount Sinai Institutional Review Board.

We reviewed the medical charts of 10 817 of 11 406 potentially eligible cases (94.8%). Of these, we excluded: cases with no CEA performed (110), same side operations for restenosis (308), CEA combined with other major procedures (490), and cases without complete clinical risk factor data (601). The results reported are based on 9308 cases.

Data Collection and Measurement
Detailed clinical information was abstracted from hospital charts by trained nurse abstractors, including sociodemographics, admission source, neurological, medical and surgical history, admission neurological examination, functional status, laboratory values, medications, and diagnostic imaging test results. We collected data on numerous individual comorbid conditions as well as calculated the Revised Cardiac Risk Index40 and Charlson comorbidity scores.41 Severe disability was defined as bedridden or unable to walk/attend to bodily needs without assistance (modified Rankin score of 4 or 5). The indication for surgery was based on the acuity of the presenting neurological symptoms in the 12 months before surgery according to the following hierarchy: stroke-in-evolution, crescendo transient ischemic attack (TIA), stroke, carotid TIA, and asymptomatic. Patients without neurological symptoms referable to a carotid artery distribution in the 12 months before surgery were defined as asymptomatic. Crescendo TIAs were defined as ≥3 TIAs within 3 days of surgery and stroke-in-evolution was defined as a stroke with progressing or fluctuating neurological deficits over 1 or 2 days. Patients with crescendo TIAS and stroke-in-evolution had similarly high risks of complications and were combined into a group called "acute syndromes."

Data on the percent stenosis of the operated and nonoperated internal carotid artery and presence of a deep carotid lesion ulcer were abstracted by research nurses from all available diagnostic imaging tests. Carotid angiography was considered to be the most accurate test followed by Doppler ultrasound and then MR angiography. For the small number of cases in which no imaging test was available, we used stenosis information from preoperative notes. Abstractors passed quality assurance tests and interrater reliability was very high (kappas from 0.60 to 1.0).

Outcomes
Information about perioperative deaths, strokes, and TIAs (as potentially misclassified strokes) was abstracted from the medical record of the index admission and all readmissions within 30 days of surgery, including review of admission and progress notes, discharge summaries, and brain imaging reports. Cases identified by the research nurses as having a death, stroke, or TIA were independently reviewed and confirmed by 2 study physicians (including a neurologist). Initial agreement was 95% and disagreements resolved by consensus.

Analysis Plan
There were 2 primary adverse outcomes: (1) death or nonfatal stroke within 30 days of surgery; and (2) all strokes within 30 days of surgery (fatal and nonfatal). The relationship between outcomes and each risk factor (indications for surgery, recency of symptoms, disease severity, sociodemographics, admission source, and comorbidity) was examined with {chi}2 tests and Cochrane-Mantel-Haenszel tests for trend for categorical variables and t tests and Wilcoxon rank sum tests for continuous data, as appropriate. We examined the impact of the severity and acuity of cerebrovascular disease in several ways. Among symptomatic patients, we examined the impact of the recency of carotid symptoms based on cut points from the literature and on our national expert panel.31,32,42 We also assessed the influence of the severity of the neurological event triggering surgery (TIA, stroke, or acute syndromes). Among patients who the trials and guidelines consider asymptomatic (those with no stroke or TIA in the year before surgery), we assessed whether complications were higher among those with a distant history of stroke or TIA (events more than 1 year before CEA) compared with asymptomatic patients with no history of cerebrovascular disease.

Age was examined as a continuous variable and by age intervals. For the multivariate analyses, age was dichotomized as ≥80 versus <80 years because there appeared to be a threshold effect and the main CEA RCTs excluded patients ≥80 years old. Nonwhite refers to blacks and Hispanics. Patients with "unknown" or "other" race/ethnicity had similar complication rates with whites and were combined with them. Secondary analyses that excluded patients with "unknown or other" race produced similar results. For multilevel variables, we combined those with similar complication rates in the multivariable analysis. All risk factors significant at the P<0.2 level were entered in a multivariable, logistic regression model. The primary outcome was combined 30-day risk of death and nonfatal stroke. Rates of all perioperative strokes (fatal or nonfatal) were the secondary outcome. We used generalized estimating equations to account for clustering of cases among surgeons and hospitals. All analyses consider 2-sided probability values of 0.05 as statistically significant and were performed using SAS statistical software version 9.1 (SAS Institute, Cary, NC).


*    Results
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Patient Characteristics
Characteristics of the 9308 CEAs performed in New York State during the study period are shown in Tables 1 and 2DownDown. The mean age was 74.6±6.8 years (range, 40 to 98 years), and 44.3% were women. Most patients had hypertension, coronary artery disease, and multiple comorbid conditions (median, 2 comorbidities). With respect to the neurological indications for surgery, 71.5% of patients were asymptomatic, 18.9% had a carotid TIA, 9.3% strokes, and 0.3% an acute syndrome. Nearly all patients (95.4%) were operated on for high-grade carotid stenosis (70% to 99%), a finding consistent among symptomatic and asymptomatic cases. The CEAs were performed by 482 surgeons in 167 hospitals.


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Table 1. Patient Characteristics and Associations With Perioperative Outcomes of CEA (N=9308)


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Table 1. Continued


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Table 2. Rates of Perioperative Death and Stroke After CEA by Neurological Indication, Acuity, and Timing of Surgery (N=9308)

Univariate Associations Between Neurological Indication for Carotid Endarterectomy and Outcomes
Within the 30 days of surgery, there were 106 deaths (1.14%) and 305 (3.28%) strokes. The combined rate of perioperative death or nonfatal stroke was 3.99%. Table 2 shows the associations between the neurological indication for surgery and adverse outcomes. The 30-day rate of death or stroke among asymptomatic patients was 3.01% compared with 6.44% for symptomatic ones (P<0.0001; OR for symptomatic, 2.22; 95% CI, 1.80 to 2.74).

Among asymptomatic patients, those with distant history of stroke/TIA (>1 year before surgery) had higher risks of combined death or stroke (and any stroke) compared with those with no history of cerebrovascular disease (4.06% versus 2.71%, P<0.007; Table 2). Defining asymptomatic patients with no history of cerebrovascular disease as the lowest risk reference group, asymptomatic patients with a distant history of stroke/TIA had 50% higher odds of death or stroke (OR, 1.52; CI, 1.11 to 2.07), those operated on for carotid TIAs had double the risk (OR, 2.14; CI, 1.64 to 2.78), those operated on for stroke triple the risk (OR, 3.07; CI, 2.28 to 4.14), and those with acute syndromes a 5-fold greater risk (OR, 5.52; CI, 1.90 to 16.03). Neurological acuity had a similar, statistically significant impact on the risk of stroke alone (data not shown).

Among symptomatic patients, those with stroke as the indication for surgery had a higher risk of complication compared with those with TIA (7.89% versus 5.62%; P<0.02; OR, 1.44; CI, 1.04 to 1.98). Among patients operated on for stroke, those with major strokes had over double the odds of death or stroke compared with those with minor stroke (14.58% versus 6.54%; OR, 2.44; CI, 1.41 to 4.22; P<0.001).

Among patients with TIA or minor stroke, death and stroke (but not any stroke) was more common among those with more recent carotid symptoms (P<0.05 for trend, Table 2). There appeared to a threshold effect whereby operating within 2 weeks of TIA or minor stroke increased risk of death or stroke compared with >2 weeks (7.14% versus 5.13%, P=0.04). Rates of any stroke for patients operated on within 2 weeks of TIA/minor stroke were not statistically greater (5.53% versus 4.40%, P=0.2). For those with major stroke, there was no significant impact of timing of surgery (<2 or <6 weeks) on major complications.

Univariate Associations Between Other Patient Factors and Outcomes
Patients 80 years or older had significantly higher rates of death or stroke (4.82% versus 3.73%, P<0.02; see Table 1Up). There was no simple linear association between age (or deciles of age) and outcomes. Women had marginally higher rates of death and stroke (4.29% versus 3.74%), though these differences were not statistically significant (P=0.18). The degree of stenosis of the operated carotid artery was not related to the risk of complications; however, the presence of a deep carotid ulcer did increase the risk of death or stroke (8.05% versus 3.91%, P<0.01). Those with ≥50% stenosis of the contralateral carotid artery had higher rates of death or stroke (5.0% versus 3.37%, P<0.0001). Other factors associated with significantly higher risk of complications included nonwhite race, being admitted from the emergency department, transfer from another facility, severe neurological disability, Revised Cardiac Risk Index, Charlson comorbidity score, coronary artery disease, valvular heart disease, atrial fibrillation, congestive heart failure, cerebrovascular disease, renal insufficiency, and diabetes.

Multivariable Predictors of Perioperative Outcomes
Table 3 displays the risk factors found by multivariable regression to be independent predictors of complications. The risk of death or stroke rose with increasing neurological severity: distant cerebrovascular disease (OR, 1.38), TIA as the indication for CEA (OR, 1.78), stroke as the indication (OR, 2.34), and acute syndromes as reasons for surgery (OR, 3.51). Several other indicators of severity of carotid and neurological disease (contralateral stenosis ≥50%, admitted from the emergency department, and severe disability) also increased the risk of adverse outcomes. The presence of a deep carotid ulcer was marginally associated with greater odds of adverse events (OR, 2.08; CI, 0.93 to 4.68; P<0.07). The wide CIs here may be related to the rarity of deep ulcers as a risk factor (<1% of cases). Two sociodemographic factors (age ≥80 years and nonwhite) and 2 comorbid illness factors also independently increased the odds of death and stroke (coronary artery disease and diabetes requiring insulin). In alternate multivariable models, the presence of diabetes (independent of type of drug therapy) was also a significant predictor of adverse events (OR, 1.28; CI, 1.03 to 1.60), although it was not as strong a prognostic factor as having diabetes treated with insulin. Risk factors for perioperative stroke alone were similar and included nonwhite, admitted from the emergency department, neurological acuity, contralateral stenosis ≥50%, severe disability, and coronary artery disease. Checking analyses that controlled for surgeon volume did not alter the patient risk factor model presented in Table 3.


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Table 3. Multivariate Predictors of Perioperative Death and Stroke After CEA


*    Discussion
up arrowTop
up arrowAbstract
up arrowIntroduction
up arrowMethods
up arrowResults
*Discussion
down arrowReferences
 
We used data from the statewide NYCAS cohort study of 9308 CEAs performed by 482 surgeons in 167 hospitals to identify independent patient risk factors for death and stroke within 30 days of surgery. NYCAS is the largest clinically detailed, population-based study of CEA outcomes and risk factors in community practice. Among the 25 potential patient factors that were examined, we identified 4 domains of variables that were independently associated with higher risk of perioperative death and stroke, several of which represent prognostic factors that have not previously been assessed or reported.

We were able to use the large NYCAS data set to stratify patients into several distinct neurological acuity subgroups, which represent new findings. Most prior work focused on differences in complications between patients operated for symptomatic versus asymptomatic carotid disease. Our results confirm the well-documented finding that symptomatic patients have twice the risk of perioperative death or stroke compared with asymptomatic ones.6,7,18,35 Although prior studies and the national guidelines largely consider asymptomatic patients as a homogenous low-risk group, this study shows that asymptomatic patients with a history of distant cerebrovascular disease (stroke or TIA or stroke >1 year before surgery) have one third higher risk-adjusted complication rates compared with patients with no history of stroke or TIA. This is important because three fourths of CEAs in the United States are done in asymptomatic patients, and these patients have less to gain from surgery.32,43,44

Among symptomatic patients, stroke as the indication for surgery (compared with TIA) has also been identified in some,33,35,36,39 but not all,18,22,24 prior investigations. Some of the heterogeneity in the literature appears influenced by whether ocular TIAs (low risk) are lumped together with cerebral TIAs.18,27 Unfortunately, we were not able to distinguish ocular from hemispheric TIAs in our data set. The current study expands this work by identifying 3 distinct prognostic subgroups among symptomatic patients who have a stepwise increase in the risk of complications: those operated on for TIA, stroke, and the acute syndromes (crescendo TIA or stroke-in-evolution). This also confirms the finding of a systematic review, which combined data from 10 studies and concluded that patients with crescendo TIA and stroke-in-evolution constitute a very high-risk group.18 The NYCAS Study had nearly as many of these unusual cases as were present in all of these 10 studies combined.

Our multivariable model also highlighted 2 other poor prognostic factors (admission from the emergency department and severe disability) that are additional measures of neurological acuity. Admission from the emergency department was a poor prognostic factor even after stratifying for recent carotid symptoms, so this factor may capture ways in which patients admitted from the emergency department may differ in other ways regarding subtle differences in neurological severity, trajectory of symptoms, or comorbid illness burden, among other possible factors. Severe disability probably represents substantial loss of brain function due to a large territory major stroke. Patients who had severe disability had triple the complication risk (13.08% rate of death or stroke) confirming the recommendations of our national expert panel who felt that such patients were inappropriate candidates for CEA because the harms of surgery outweighed the benefits.31

We also identified 2 anatomic risk factors. Patients with 50% to 99% stenosis of the contralateral internal carotid artery (significant but nonoccluded disease on the nonoperated side) had 44% greater risk-adjusted complication rates probably due to diminished collateral blood flow capacity. Most prior work focuses on the impact of total contralateral occlusion,11,13,24,45 although we have previously reported worse outcomes with 50% to 99% contralateral stenosis in other patient populations.18,20,39 We are uncertain about what to conclude from the trend toward double the risk of adverse events among patients with deep carotid artery ulcers. The borderline finding (P=0.07) is likely due to its rarity as a risk factor. Ulcerated plaques of any severity increased the risk of complications in NASCET,24 was of borderline significance in ECST,23 and was not a risk factor in the Academic Medical Center Consortium observational study.38

NYCAS provided a unique opportunity to evaluate the impact of advanced age on outcomes because the mean age was 75 years. In NYCAS, patients ≥80 years old had one third higher risk-adjusted odds of death or stroke confirming the results of a prior registry20 and a Veterans’ Administration study.29 Although many studies examined age ≥80 years as a univariate risk factor, the literature is mixed on this topic46 and interpretation limited by lack of formal multivariable analyses in most cases.14,46 Additionally, most of the RCTs excluded patients older than 80 years (as well as those with major comorbidities) because of concerns about higher risk and more limited life expectancy. The RCTs of CEA versus carotid stenting reported much higher risk of perioperative complications in patients ≥80 years old.5,47 Taken together, this suggests that octogenarians comprise a high-risk group for whom the benefits of any carotid revascularization (CEA or stenting) may be greatly diminished compared with their younger counterparts.

Our finding that coronary artery disease and diabetes increase the risk of complications was expected and consistent with the prior literature on CEA as well as the larger cardiac risk assessment literature.48 That diabetes requiring insulin was a more robust prognostic variable (compared with any type of diabetes) is a novel finding, although one that makes sense clinically as a marker of more severe diabetes and vascular disease burden.

The fact that black and Hispanic patients had worse outcomes even after adjusting for age, neurological and comorbidity factors was unexpected and the reasons for such potential disparities in surgical outcomes should be the subject of further investigations. The few previous studies that examined racial and ethnic disparities in CEA outcomes found conflicting results.12,19,21,28

It is worth noting that we did not find differences in results by gender, degree of ipsilateral stenosis, history of heart failure or atrial fibrillation among other characteristics that have sometimes found to be risk factors in other studies.45,46 These differences may be due to variations in the type of study samples or use of multivariable techniques.

Several strengths and limitations are worth noting. NYCAS is the largest, most clinically detailed, population-based study of CEA outcomes in unselected, community practice. The very large number of cases enabled us to examine the independent impact of over 25 potential sociodemographic, neurological, and comorbidity risk factors among both symptomatic and asymptomatic patients. All data were based on detailed independent chart review, and we ascertained deaths and strokes within 30 days of surgery (not just those that occurred during the index hospitalization).

However, like all observational cohort studies, we relied on information on risk factors and complications documented in the medical records during usual practice. There was no standard approach to pre- or postsurgical assessment as could have been done in a prospective trial. That said, we had access to the full complement of inpatient notes, diagnostic imaging results, and operative reports, and all deaths and strokes were confirmed by physician overreading. Although the data reflect practice in 1998 to 1999, operative techniques and perioperative management for CEA have been consistent over the intervening period, and there is no reason to believe that association between risk factors and outcomes would change considerably over time. Finally, just because certain subgroups had higher risks of adverse events after CEA does not mean that such patients should not have surgery. Whether patients with risk factors we identified as increasing the short-term risk of death or stroke due to surgery would also be at higher long-term risk of death or stroke if they were managed with medical therapy alone is unknown. The decision to have surgery must balance benefits and harms.

These results have several practical implications. From a clinical standpoint, information about risk factors should help referring physicians, neurologists, surgeons, and anesthesiologists better weigh the risks and benefits of CEA for an individual patient. This prognostic information may also help identify those who might be considered potential candidates for carotid stenting because they are too high risk from CEA. From a research and quality improvement perspective, there is a need for CEA-specific risk adjustment models so that outcomes among different patients and providers can be fairly compared. Similarly, because RCTs of various surgical and anesthesia techniques are rarely undertaken, observational data are often used to highlight processes of care associated with better outcomes, something that requires appropriate risk adjustment. CEA-specific risk models appear to be superior to the standard generic cardiac risk assessment tools.48 Finally, most of the prognostic factors we identified (indication for surgery, contralateral stenosis, neurological disability, and diabetes on insulin) are only knowable from the medical record. This has implications for risk adjustment models and surgical audit studies based solely on hospital discharge databases.


*    Acknowledgments
 
We acknowledge the assistance of the Island Peer Review Organization (IPRO) and the Centers for Medicare and Medicaid Services (CMS) in providing the data that made this research possible. The conclusions presented are solely those of the authors and do not represent those of IPRO, CMS, or the Joint Commission on Accreditation of Healthcare Organization. We also acknowledge the assistance of: Patricia Formisano, MPH, Mary Rojas, PhD, Hugh Dai, and Virginia Chan.

Sources of Funding

This study was supported by the Agency for Healthcare Research and Quality (RO1 HS09754-01), Center for Medicare Services, Robert Wood Johnson Foundation (#020803), and the National Institute of Neurological Diseases and Stroke (R01 NSO56028-02).

Disclosures

None.

Received May 2, 2008; accepted May 27, 2008.


*    References
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up arrowAbstract
up arrowIntroduction
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up arrowResults
up arrowDiscussion
*References
 
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