ORIGINAL INVESTIGATION. Use of Drug-Eluting Stents as a Function of Predicted Benefit. Clinical and Economic Implications of Current Practice

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1 ORIGINAL INVESTIGATION Use of Drug-Eluting Stents as a Function of Predicted Benefit Clinical and Economic Implications of Current Practice Amit P. Amin, MD, MSc; John A. Spertus, MD, MPH; David J. Cohen, MD, MSc; Adnan Chhatriwalla, MD; Kevin F. Kennedy, MS; Katherine Vilain, MS; Adam C. Salisbury, MD, MSc; Lakshmi Venkitachalam, PhD; Sue Min Lai, PhD; Laura Mauri, MD; Sharon-Lise T. Normand, PhD; John S. Rumsfeld, MD, PhD; John C. Messenger, MD; Robert W. Yeh, MD, MSc Background: Benefits of drug-eluting stents (DES) in percutaneous coronary intervention (PCI) are greatest in those at the highest risk of target-vessel revascularization (TVR). Drug-eluting stents cost more than baremetal stents (BMS) and necessitate prolonged dual antiplatelet therapy (DAPT), which increases costs, bleeding risk, and risk of complications if DAPT is prematurely discontinued. Our objective was to assess whether DES are preferentially used in patients with higher predicted TVR risk and to estimate if lower use of DES in low-tvrrisk patients would be more cost-effective than the existing DES use pattern. Methods: We analyzed more than 1.5 million PCI procedures in the National Cardiovascular Data Registry (NCDR) CathPCI registry from 2004 through 2010 and estimated 1-year TVR risk with BMS using a validated model. We examined the association between TVR risk and DES use and the cost-effectiveness of lower DES use in low-tvr-risk patients (50% less DES use among patients with 10% TVR risk) compared with existing DES use. Author Affiliations are listed at the end of this article. DRUG-ELUTING STENTS (DES) are effective in reducing restenosis, with an estimated 50% to 70% relative risk (RR) reduction in target vessel revascularization (TVR) rates. 1,2 These benefits have led to the rapid adoption of DES after 2003, such that by 2005, their use in the United States was nearly 90% 3-6 and has remained higher See Invited Commentary at end of article than 75%. 3-5 Several studies have demonstrated that the benefits of DES in reducing the need for TVR are largely confined to subsets of patients at high risk of restenosis with bare-metal stents (BMS). 7,8 Accordingly, some have suggested that DES Results: There was marked variation in physicians use of DES (range 2%-100%). Use of DES was high across all predicted TVR risk categories (73.9% in TVR risk 10%; 78.0% in TVR risk 10%-20%; and 83.2% in TVR risk 20%), with a modest relationship between TVR risk and DES use (relative risk, per 1% increase in TVR risk [95% CI, ]). Reducing DES use by 50% in low-tvr-risk patients was projected to lower US health care costs by $205 million per year while increasing the overall TVR event rate by 0.5% (95% CI, 0.49%-0.51%) in absolute terms. Conclusions: Use of DES in the United States varies widely among physicians, with only a modest correlation to patients risk of restenosis. Less DES use among patients with low risk of restenosis has the potential for significant cost savings for the US health care system while minimally increasing restenosis events. Arch Intern Med. 2012;172(15): Published online July 9, doi: /archinternmed should be targeted selectively to the higher- TVR-risk lesions Whether DES are preferentially used among patients at higher risk of restenosis in current clinical practice is unknown. See also page 1174 Examining the use of DES as a function of patients TVR risk can have important implications for the costs of percutaneous coronary intervention (PCI), which remain a concern While trial-based economic analyses have shown DES to be generally cost-effective for patients at moderate to high risk of restenosis, a recent population-based analysis has found that the annual costs associated with DES use were $1.57 billion between 2002 and Moreover, DES use currently re- Author Affil Cardiovascu Department Jewish Hosp University S St Louis, Mi Saint Luke s and Vascular City, Missou Cohen, Chh Salisbury, M Vilain); The Missouri, Ka Spertus, Coh Venkitachala Preventive M University o Center, Kans Cardiology D Department Brigham and (Dr Mauri) a General Hos Harvard Med Boston; Dep Biostatistics Public Healt Normand); D Health Care Medical Sch Normand); D Cardiology, U Colorado Sc Aurora (Drs Messenger); Veterans Aff Denver, Col Rumsfeld). 1145

2 quires prolonged dual-antiplatelet therapy (DAPT), which not only increases long-term medication costs but also increases patient risk of bleeding events and potentially subjects them to serious complications if DAPT is prematurely discontinued To determine current patterns of DES use as a function of TVR risk and the potential clinical and economic implications of more tailored DES use, we analyzed data from the National Cardiovascular Data Registry (NCDR) CathPCI Registry. 22 Specifically, we assessed (1) variation in DES use among US physicians participating in the NCDR; (2) whether predicted TVR risk with BMS is associated with DES use; and (3) the estimated clinical and economic consequences of lower DES use among patients with low TVR risk. METHODS NCDR CathPCI POPULATION The NCDR CathPCI Registry, cosponsored by the American College of Cardiology (ACC) and the Society for Cardiovascular Angiography and Interventions (SCAI), is the largest US clinical registry of patients undergoing PCI. Details of the Cath- PCI Registry have been previously described. 22 In brief, participating hospitals collect detailed baseline clinical characteristics, in-hospital care processes, and outcomes retrospectively via chart review using a standardized set of data elements and definitions, which are available at /WebNCDR/elements.aspx. Data from PCI admissions from 1119 hospitals participating in the registry from January 2004 through September 2010 were initially included. To ensure a sample of patients who were eligible for both stent types, we then excluded patients receiving stents smaller than 2.25 mm and larger than 4.00 mm in diameter for which DES were not available throughout the period of observation. We next developed a propensity-score model to predict DES (vs BMS) use via logistic regression conditioned on 46 demographic and clinical variables. After plotting the distribution of propensity scores by stent type, we excluded patients falling into regions of nonoverlapping propensity scores. These were patients in whom either DES or BMS were used almost exclusively, and the choice of using an alternative stent was not likely feasible. The remaining PCI admissions were included. For admissions during which multiple PCIs were performed, we analyzed only the first PCI. PREDICTING RISK OF TVR For each patient, we estimated the risk of TVR assuming treatment with BMS using a validated prediction model developed from the Massachusetts Data Analysis Center (MassDAC) database (etable; http// 23 This model incorporates sociodemographic, clinical, and angiographic variables to predict TVR and provides better discrimination than the 3 commonly used variables of diabetes, vessel diameter, and lesion length, which are all components of the MassDAC model. 23 STATISTICAL ANALYSIS Estimates of 1-year TVR risk were categorized into the 3 clinically relevant groups of low ( 10%), moderate (10% to 20%), and high ( 20%). Baseline clinical and demographic patient characteristics by TVR risk group were compared using the 2 test for categorical variables and analysis of variance for continuous variables. We then compared the rates of DES use in low-, medium-, and high-tvr-risk groups and estimated the unadjusted association of TVR risk with DES use by means of modified Poisson regression Because this association might have changed after concerns regarding stent thrombosis led to declines in DES use after 2006, 27,28 we included an interaction term between time (before and after October 2006) and TVR risk on the outcome of DES use (efigure 3). Finally, we estimated the economic and clinical impact of a hypothetical reduction in the rate of DES use among low- TVR-risk patients within the US PCI population (approximately PCIs per year). 29 For this analysis, we assumed that the distribution of TVR risk as well as the use of DES among groups of TVR risk within the NCDR population were representative of that seen in the US PCI population. We used previously described assumptions 12 to estimate clinical outcomes and costs from the perspective of the US health care system, as detailed in the eappendix. The model considered the cost of stents, the cost of repeated TVR procedures for the treatment of restenosis (and their associated hospitalizations), and the cost of DAPT after either DES or BMS. For patients whose PCI was performed electively, we assumed the duration of DAPT would be 1 month after BMS and 12 months after DES. 30,31 However, for PCI in the setting of an acute coronary syndrome, we assumed that DAPT would be used for 1 year regardless of stent type. 30,31 We modeled the uncertainty observed in real-world clinical practice around these assumptions used in estimating costs and TVR events by performing sampling-based probabilistic sensitivity analyses in which we executed the cost-effectiveness model repeatedly (1000 samples) for combinations of values sampled randomly from the probability density functions of the input factors known to vary in real clinical practice. We also performed deterministic sensitivity analyses assuming alternate proportions of DES use with a lower use strategy only among patients at low TVR risk (ie, from the 74% existing rate of DES use, as reported in the Results section, to 0% DES use in 1% increments). Finally, we assumed that clopidogrel was available in generic form at a cost of $1.00/d. All analyses were conducted in SAS software, version 9.2 (SAS Institute) and TreeAge Pro 2011 software (TreeAge Inc). RESULTS A total of PCI admissions met the inclusion criteria for the analysis (efigure 1). Of these, patients were predicted to be in the low-tvr-risk group (43.0%), in the moderate-tvr-risk group (43.8%), and in the high-tvr-risk group (13.2%). As expected, patients with a high predicted TVR risk were more likely to be older and male and have diabetes, chronic kidney disease, and prior PCI (Table). They were also more likely to present with stable angina rather than an unstable coronary syndrome. Finally, they were more likely to have severe 3-vessel coronary artery disease, with smaller-diameter vessels and longer lesions. Drugeluting stents were used in 76.9% of the PCIs included in the study sample. We found extensive variation in physician patterns of DES use (Figure 1). Among the 2715 physicians performing PCI procedures (at least 75 procedures per year) between July 2009 through September 2010, DES use ranged from 2% to 100%. 1146

3 Table. Baseline Demographic and Clinical Patient Characteristics by TVR Risk Group a Characteristic Total (n = ) Low (n = ) TVR Risk Group Moderate (n = ) High (n = ) P Value Demographic and Admission Patient age, mean (SD), y b (12.22) (12.39) (12.04) (11.92) Male sex (66.28) (64.00) (67.90) (68.39) Race/ethnicity White (84.01) (84.80) (83.67) (82.53) Black (6.63) ( (6.79) (7.52) Hispanic (3.20) (2.95) (3.31) 7284 (3.67) Asian (1.27) 7662 (1.18) 8770 (1.33) 2746 (1.38) Native American 4929 (0.33) 1845 (0.29) 2258 (0.34) 826 (0.42) Other (4.56) (4.59) (4.55) 8890 (4.48) Insurance payer Government (55.16) (53.68) (55.51) (58.82) Commercial (27.73) (29.36) (27.29) (23.81) HMO (10.84) (11.60) (10.62) (9.07) None (6.17) (5.26) (6.47) (8.18) Non-US insurance 1594 (0.11) 655 (0.10) 708 (0.11) 231 (0.12) History and Risk Factors Prior MI 7 d (25.26) (16.40) (29.04) (41.63) History of CHF (10.94) (8.64) (11.54) (16.46) Diabetes b (32.27) (23.14) (36.52) (47.95) History of renal failure (5.99) (4.42) (6.41) (9.73) Cerebrovascular disease (11.93) (9.58) (12.71) (16.99) Peripheral vascular disease b (12.14) (5.91) (14.08) (26.00) Chronic lung disease (17.26) (15.95) (17.44) (20.92) Hypertension b (77.21) (70.21) (80.71) (88.39) History of tobacco use Never (38.16) (41.31) (36.77) (32.54) Former (33.50) (32.65) (33.81) (35.25) Current (28.33) (26.04) (29.42) (32.21) Dyslipidemia (73.73) (69.16) (75.90) (81.43) Family history of CAD age 55 y (23.61) (22.80) (24.02) (24.91) Prior PCI b (31.03) (15.83) (36.30) (63.12) Prior CABG b (16.80) (9.01) (21.37) (27.08) Last creatinine level, mean (SD), 1.19 (0.92) 1.14 (0.79) 1.21 (0.94) 1.31 (1.18) mg/dl egfr MDRD, mean (SD), ml/min (30.20) (29.42) (30.57) (31.36) Cardiac Status CHF during current admission (10.59) (9.35) (10.98) (13.32) NYHA class b (30.51) (30.07) (30.62) (31.59) (21.95) (23.43) (21.11) (19.92) (26.28) (25.25) (26.76) (28.09) (21.25) (21.25) (21.51) (20.40) Cardiogenic shock (2.41) (1.85) (2.68) 6645 (3.35) Admission presentation b No symptoms (13.29) (15.99) (11.86) (9.23) Atypical chest pain (7.07) (10.05) (5.37) 5971 (3.01) Stable angina (14.19) (12.74) (14.94) (16.46) ACS, unstable angina (30.56) (27.63) (31.67) (36.46) ACS, non-stemi (17.89) (18.03) (17.67) (18.13) ACS, STEMI (16.99) (15.57) (18.48) (16.71) Angiographic and PCI Procedure Characteristics PCI status b Elective (44.48) (51.32) (40.86) (34.20) Urgent (37.16) (36.59) (37.47) (37.94) Emergency (18.05) (11.89) (21.29) (27.37) Salvage 4704 (0.31) 1245 (0.19) 2495 (0.38) 964 (0.49) DES used (76.89) (73.85) (77.99) (83.15) Minimum lesion diameter, mean 3.01 (0.42) 3.13 (0.40) 2.96 (0.41) 2.80 (0.37) (SD) mm b Total lesion length, mean (SD) mm b (17.68) (12.00) (18.44) (22.51) (continued) 1147

4 Table. Baseline Demographic and Clinical Patient Characteristics by TVR Risk Group a (continued) TVR Risk Group Characteristic Total (n = ) Low (n = ) Moderate (n = ) High (n = ) Diseased vessels, No. b (4.35) (6.11) (3.40) 3461 (1.74) (52.01) (78.26) (37.17) (15.61) (26.97) (9.61) (37.01) (50.27) (16.68) (6.02) (22.42) (32.37) P Value Abbreviations: ACS, acute coronary syndrome; CABG, coronary-artery bypass graft; CAD, coronary artery disease; CHF, congestive heart failure; DES, drug-eluting stent; egfr MDRD, estimated glomerular filtration rate using Modification of Diet in Renal Disease formula; HMO, health maintenance organization; MI, myocardial infarction; NHYA, New York Heart Association classification system; PCI, percutaneous coronary intervention; STEMI, ST segment elevation myocardial infarction; TVR, target-vessel revascularization. SI conversion factor: To convert creatinine to micromoles per liter, multiply by a Unless otherwise indicated, data are reported as number (percentage) of patients. b Indicates variables included in the MassDAC TVR risk prediction model. 23 Rate of DES Use, % Individual Physicians (Performing >75 PCIs per Year) Ranked in Ascending Order of DES Use Figure 1. Physician level variation in the use of drug-eluting stents (DES). The physicians include the individual physicians (n = 2715) in the National Cardiovascular Data Registry (NCDR) CathPCI Registry, version 4 data, who performed more than 75 percutaneous coronary interventions (PCIs) annually. These physicians are ranked in ascending order of rate of DES use, such that those using the least DES are to the left and those using the highest DES are to the right. RELATIONSHIP BETWEEN PREDICTED TVR RISK AND DES USE The median predicted TVR risk was 11% (interquartile range [IQR], 8%-16%) (efigure 2). Drug-eluting stent use was 73.9% among those at a low risk for TVR, 78.0% among those at moderate risk for TVR, and 83.2% among those at the highest TVR risk (Table). We found a 0.53% (95% CI, 0.50%-0.56%) relative increase in the rate of DES use for each 1% increase in the predicted risk of TVR with BMS. In addition, despite an overall decline in DES use over time (30% decline in DES use after October 2006), the relationship between TVR risk and DES use was modest in both time periods (RR, [95% CI, ] before October 2006 vs RR, [95% CI, ] after October 2006) (P.01 for the interaction). POTENTIAL COST IMPLICATIONS OF LOWER DES USE AMONG LOW-TVR-RISK PATIENTS A 50% reduction in the use of DES only among those patients at low TVR risk was estimated to result in potential net savings of $ per year in the United States (95% CI, $ $ ), or $ per 100 PCIs performed compared with current practice. These estimated savings occurred even after accounting for a modest estimated increase in repeated procedures due to TVR (absolute increase in TVR rate, 0.50% [95% CI, 0.49%-0.51%]), which were estimated to cost $ The incremental cost-effectiveness ratio (ICER) of the existing use strategy vs the lower DES use strategy was at $ per TVR event avoided. In probabilistic sensitivity analyses, the ICER remained higher than $ per TVR in 98.3% of simulations (Figure 2). Deterministic sensitivity analysis showed the projected impact of alternative rates of DES use among patients at low risk of TVR with BMS (Figure 3). As the rate of DES use among low-tvr-risk patients decreases, the potential cost savings are projected to increase substantially with more modest increases in TVR events. For example, use of only BMS among all patients at low risk of TVR would be projected to reduce current health care expenditures by $ per year with a 0.99% absolute increase in the risk of TVR at a population level. Finally, with the assumption that the cost for DAPT would decrease to $1.00/d (with the expected approval of generic clopidogrel in 2012), the estimated net cost savings with a 50% reduction in DES use in the low-tvrrisk group was projected at $ per year. COMMENT The present study demonstrates that in current US practice, DES use is prevalent, even among patients at low risk of developing restenosis. There was also significant variation in the rate of DES use by individual physicians. A reduction in DES use among patients at low risk for restenosis was projected to be associated with substantial costs savings with only a small increase in TVR events. The use of DES remains an important driver of increasing health care costs in the United States and worldwide. Groeneveld et al 17 analyzed Medicare data on 2 million beneficiaries from 2002 to 2006 and found that the additional costs associated with DES use were $1.57 billion annually. Given the costs to patients and society of 1148

5 Probability, % Incremental Cost, $1000 ACost-effective B 100 Incremental cost-effectiveness, lower DES use in low-tvr-risk patients vs existing pattern of DES use Willingness-to-pay threshold $10 000/TVR avoided Incremental Effectiveness Willingness-to-pay threshold $10 000/ TVR avoided Willingness-to-Pay Threshold, $ Figure 2. Incremental cost-effectiveness (A) and cost-effectiveness acceptability curve (B) for drug-eluting stent (DES) use. Illustrated is the comparison between DES lower use strategy (base case) in patients at low risk of target-vessel revascularization (TVR) vs DES existing use strategy in the 1000 NCDR samples generated by sampling-based probabilistic sensitivity analysis. A, For incremental effectiveness (TVR events avoided), points to the left of 0 indicate decreased efficacy (more TVR events with lower DES use strategy vs existing DES use strategy). For incremental costs (measured in thousands of dollars) points below 0 indicate costs saved by a lower DES use strategy. The ellipse represents the 95% confidence ellipse and contains 95% of the simulations. B, The solid vertical line represents the $10 000/TVR avoided threshold. Cost-effective probability indicates the proportion of simulations that are cost-effective. The curve is the cumulative probability density function of the 1000 trial replicates; 98.3% of the 1000 trial replicates showed an incremental cost-effectiveness ratio for DES existing use vs lower use strategy that exceeded $10 000/TVR avoided. Annual Savings, $ US Cost Saving 18 Absolute Increase in TVR Events DES Use in Low-TVR-Risk Group, % Figure 3. Sensitivity of projected cost savings to assumed reductions in drug-eluting stent (DES) use in patients at low risk for target-vessel revascularization (TVR). The x-axis shows modeled rates of DES use in the low-tvr-risk group. The first bar (far left) represents 100% bare-metal stent (BMS) use in this predicted low-tvr-risk group, while the last bar (far right) represents existing use rate or 74% DES use in the low-tvr-risk group. The y-axis on the left shows the US annual costs saved per year in patients undergoing percutaneous coronary intervention (bars). The y-axis on the right shows the absolute increase in TVR event rate (black line). DES technology, and the potential risks of the requirement for long-term DAPT after DES (increased bleeding with DAPT, increased stent thrombosis with premature discontinuation), there appears to be an important opportunity to tailor DES use to those with the greatest potential to benefit and reduce its use in those with favorable outcomes after BMS alone. From an economic perspective, this study projected that adopting a strategy that reduced the current use of DES in those with the lowest predicted risk of TVR by 50% could be associated with cost savings of about $200 million every year in the United States alone, even after accounting for a small increase ( 0.5%) in the need for subsequent PCI for restenosis which is a relatively benign condition in most patients. Several previous studies have compared the clinical benefits of DES vs BMS among patients across different levels of restenosis risk. Tu and colleagues 8 found that in Ontario s Cardiac Care Network, the benefits of DES were substantially greater in those patients with diabetes, small target vessels [ 3 mm in diameter], and long lesions [stent length 20 mm]. The number needed to treat (NNT) to prevent 1 TVR event with DES ranged from 10 to 27 in those individuals with 2 or more of these TVR risk factors, while in those with fewer risk factors, the effectiveness of DES did not differ significantly from that of BMS, and the NNT ranged from 53 to 167. More recently, a post hoc analysis from the HORIZONS-AMI trial 7 of patients with acute myocardial infarction (MI) demonstrated that in patients at highest risk for restenosis, use of DES resulted in a marked reduction in targetlesion revascularization (TLR) at 12 months, but that no differences in TLR at 12 months were present between DES and BMS in patients at low risk for restenosis. The current study extends these findings by using national clinical practice data to examine how DES are being used in relation to patient risk for restenosis and to estimate how changes in practice could affect health care costs on a population level. The findings of this study also extend recent insights from the EVENT investigators, 32 who found that the approximate 25% reduction in DES use after the 2006 was accompanied by a small increase in clinical restenosis but no differences in the rates of death or MI. However, this decrease in DES use after 2006 led to substantial reductions in the cost of cardiovascular care of about $400 per PCI patient. In this study, while reduced DES use after 2006 was associated with risk factors for restenosis, these associations were modest, implying that reductions in DES were not necessarily in low-tvr-risk patients. Our findings now build on this concept and suggest that further reductions in DES use only among patients at low risk of TVR may translate into additional cost savings with Absolute Increase in TVR Events, % 1149

6 an even smaller impact on overall clinical TVR outcomes than that observed in the EVENT study. We found that the projected cost savings associated with lower use of DES were extremely sensitive to the magnitude of reduction in DES use among low-tvrrisk patients, while estimated increases in TVR events were largely insensitive to these reductions, implying that even a small reduction in DES use practice patterns may result in substantial cost savings. However, successfully implementing strategies that incorporate the predicted benefit of interventions into practice remains a sizable challenge. The MassDAC TVR risk prediction model could potentially offer an evidence-based solution to this problem. The model is freely available as an online tool (http: //massdac.org/riskcalc/revasc) and could be used to prospectively inform clinicians and patients of patients TVR risk prior to stent implantation. 33 Use of the model could not only promote evidence-based care but also shared decision making with patients so that patients preferences for small reductions in TVR could be integrated with their desires to adhere to DAPT and its potential costs and bleeding risks. Because the immediate financial cost of stents is not borne by patients while the burden of increased downstream TVR events is, it might be argued that physicians should implant DES in all eligible patients regardless of the expected magnitude of benefit without consideration for societal costs. However, the clear delineation of the small magnitude of benefit of DES to low-tvr-risk patients balanced against the costs and consequences of prolonged DAPT, as well as the uncertainty of future events possibly requiring premature DAPT discontinuation and exposure to an increased risk of stent thrombosis, may lead many low-tvr-risk patients to favor PCI with BMS, even without a consideration for societal costs. We purposely modeled a strategy to reduce DES use by 50% in the low-tvr-risk group rather than to disallow DES altogether in certain subgroups. This strategy preserves clinicians and patients abilities to exercise their judgment and preferences on a case-by-case basis and at the same time sets a target goal of substantial cost savings. Our intention was not to advocate a sweeping policy change that would limit physician and patient autonomy, but rather to illustrate the potential for costs savings, without a significant increase in patient morbidity, that could be achieved with an evidence-based approach to stent selection, and to encourage shared decision making with patients. This study has several potential limitations. First, the discrimination of the model used to estimate predicted TVR risk was modest (C statistic = 0.66). However, this model had better discrimination than the more commonly applied risk factors of diabetes, vessel diameter, and lesion length (0.66 vs 0.60) (P.001). 23 In addition, model calibration, a metric for assessing a model s ability to identify a low-tvr-risk group of patients, was excellent (Hosmer-Lemeshow P =.90). 23 Thus, the projections of the increase in TVR events with the lower DES use strategy among low-risk patients and associated TVR costs are likely to be accurate. Next, we did not account for either the potential costs of major or nuisance bleeding events or the potential ischemic benefits of prolonged DAPT because these represent areas of uncertainty in the literature that are currently under investigation. 34 Third, we did not have any assessment of patients preferences regarding stent type or willingness to accept the costs and risks of prolonged DAPT in exchange for a reduced risk of repeated procedures. Such patients could still be among the 50% of low-risk patients who receive DES in our proposed strategy. Fourth, the MassDAC model has not been validated in the entire NCDR CathPCI registry, but only in Massachusetts. Fifth, it is impossible to account for unmeasured confounders in the CathPCI registry. Sixth, while our model of projected clinical and economic outcomes of PCI procedures was based on the best available clinical and economic data, the resulting projections cannot be directly verified using empirical data at present a prospective trial would be necessary to confirm these results. Finally, we recognize that newer technology and its costs are constantly evolving; but the principles guiding our analysis in this cross-sectional snapshot of PCI practices should be maintained. In conclusion, although the benefits of DES are greatest among patients at the highest risk for restenosis, DES use is common even among those predicted to be at the lowest restenosis risk. Furthermore, DES use is extremely variable among physicians. Given the marked variation in physicians DES use, a strategy of lower DES use among patients at low risk of TVR could present an important opportunity to reduce health care expenditures while preserving the vast majority of their clinical benefit. Accepted for Publication: May 21, Published Online: July 9, doi: /archinternmed Author Affiliations: Cardiovascular Division, Department of Medicine, Barnes Jewish Hospital, Washington University School of Medicine, St Louis, Missouri (Dr Amin); Saint Luke s Mid America Heart and Vascular Institute, Kansas City, Missouri (Drs Spertus, Cohen, Chhatriwalla, and Salisbury, Mr Kennedy, and Ms Vilain); The University of Missouri, Kansas City (Drs Spertus, Cohen, Salisbury, and Venkitachalam); Department of Preventive Medicine, The University of Kansas Medical Center, Kansas City (Dr Lai); Cardiology Divisions, Departments of Medicine, Brigham and Women s Hospital (Dr Mauri) and Massachusetts General Hospital (Dr Yeh), Harvard Medical School, Boston; Department of Biostatistics, Harvard School of Public Health, Boston (Dr Normand); Department of Health Care Policy, Harvard Medical School, Boston (Dr Normand); Division of Cardiology, University of Colorado School of Medicine, Aurora (Drs Rumsfeld and Messenger); and The Denver Veterans Affairs Medical Center, Denver, Colorado (Dr Rumsfeld). Correspondence: Robert W. Yeh, MD, MSc, Cardiology Division, GRB8-843, Massachusetts General Hospital, Boston, MA (ryeh@partners.org). Author Contributions: Drs Amin, Spertus, and Yeh, Mr Kennedy, and Ms Vilain had full access to all of the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis. Study con- 1150

7 cept and design: Amin, Spertus, Cohen, Chhatriwalla, Vilain, Lai, Normand, and Yeh. Acquisition of data: Amin, Spertus, and Messenger. Analysis and interpretation of data: Amin, Spertus, Chhatriwalla, Kennedy, Salisbury, Venkitachalam, Lai, Mauri, Rumsfeld, Messenger, and Yeh. Drafting of the manuscript: Amin, Chhatriwalla, and Yeh. Critical revision of the manuscript for important intellectual content: Amin, Spertus, Cohen, Chhatriwalla, Kennedy, Vilain, Salisbury, Venkitachalam, Lai, Mauri, Normand, Rumsfeld, Messenger, and Yeh. Statistical analysis: Amin, Kennedy, and Lai. Obtained funding: Spertus. Administrative, technical, and material support: Spertus, Vilain, Rumsfeld, and Messenger. Study supervision: Spertus, Chhatriwalla, Lai, and Mauri. Interpretation of statistics: Normand. Financial Disclosure: Dr Spertus is the primary investigator of a contract from the American College of Cardiology Foundation to serve as an Analytic Center for the NCDR. He also has an equity position in Health Outcomes Sciences. Dr David J. Cohen has received research grant support from Boston Scientific, Medtronic, Abbott Vascular, Eli Lilly, Daichi Sankyo, Accumetrix, BMS/Sanofi, Schering-Plough, and Edwards Lifesciences. He has also received consulting fees from Cordis and Medtronic and speaking honoraria from Eli Lilly and the Medicines Company. Dr Mauri receives institutional research support from Abbott, Boston Scientific, Cordis, Medtronic, Eli Lilly, Daiichi Sankyo, Bristol Myers Squibb, and sanofi-aventis and has consulted for Cordis and Medtronic. Dr Rumsfeld is Chief Science Officer for the NCDR. Dr Yeh is an investigator for the Harvard Clinical Research Institute and a consultant for the Kaiser Permanente Division of Research. Funding/Support: Funding for the ACC NCDR Cath- PCI registry was provided by grants from the American College of Cardiology Foundation. This analysis was funded by the ACC. This research was supported by the American College of Cardiology Foundation National Cardiovascular Data Registry (NCDR). Dr Amin is funded, in part, by an award from the American Heart Association Pharmaceutical Round Table and David and Stevie Spina. Role of the Sponsor: No sponsor participated in the design and conduct of the study; collection, analysis, or interpretation of the data; nor in the preparation, review, nor approval of the manuscript. Online-Only Material: The eappendix, etable, efigures, and ereferences are available at REFERENCES 1. Saia F, Marzocchi A, Serruys PW. Drug-eluting stents. The third revolution in percutaneous coronary intervention. Ital Heart J. 2005;6(4): Kirtane AJ, Gupta A, Iyengar S, et al. Safety and efficacy of drug-eluting and bare metal stents: comprehensive meta-analysis of randomized trials and observational studies. Circulation. 2009;119(25): Gualano SK, Gurm HS, Share D, et al. Temporal trends in the use of drug-eluting stents for approved and off-label indications: a longitudinal analysis of a large multicenter percutaneous coronary intervention registry. Clin Cardiol. 2010; 33(2): Krone RJ, Rao SV, Dai D, et al; ACC/NCDR Investigators. Acceptance, panic, and partial recovery the pattern of usage of drug-eluting stents after introduction in the U.S. (a report from the American College of Cardiology/National Cardiovascular Data Registry). JACC Cardiovasc Interv. 2010;3(9): Lopez JJ, Keyes MJ, Nathan S, et al. Rapid adoption of drug-eluting stents: clinical practices and outcomes from the early drug-eluting stent era. Am Heart J. 2010;160(4): Yeh RW, Chandra M, McCulloch CE, Go AS. Accounting for the mortality benefit of drug-eluting stents in percutaneous coronary intervention: a comparison of methods in a retrospective cohort study. BMC Med. 2011;9: Stone GW, Parise H, Witzenbichler B, et al. Selection criteria for drug-eluting versus bare-metal stents and the impact of routine angiographic follow-up: 2-year insights from the HORIZONS-AMI (Harmonizing Outcomes With Revascularization and Stents in Acute Myocardial Infarction) trial. J Am Coll Cardiol. 2010; 56(19): Tu JV, Bowen J, Chiu M, et al. Effectiveness and safety of drug-eluting stents in Ontario. N Engl J Med. 2007;357(14): Varani E, Guastaroba P, Di Tanna GL, et al. Long-term clinical outcomes and costeffectiveness analysis in multivessel percutaneous coronary interventions: comparison of drug-eluting stents, bare-metal stents and a mixed approach in patients at high and low risk of repeat revascularisation. EuroIntervention. 2010; 5(8): Bertrand OF, Faurie B, Larose E, et al. Clinical outcomes after multilesion percutaneous coronary intervention: comparison between exclusive and selective use of drug-eluting stents. J Invasive Cardiol. 2008;20(3): Schapiro-Dufour E, Cucherat M, Velzenberger E, Galmiche H, Denis C, Machecourt J. Drug-eluting stents in patients at high risk of restenosis: assessment for France. Int J Technol Assess Health Care. 2011;27(2): Ryan J, Cohen DJ. Are drug-eluting stents cost-effective? It depends on whom you ask. Circulation. 2006;114(16): Vaitkus PT. Common sense, dollars and cents, and drug-eluting stents. JAm Coll Cardiol. 2006;48(2): Groeneveld PW, Suh JJ, Matta MA. The costs and quality-of-life outcomes of drug-eluting coronary stents: a systematic review. J Interv Cardiol. 2007;20 (1): Chew DP. Cost-effectiveness of drug-eluting stents: if only all things were equal. Med J Aust. 2005;182(8): Eisenberg MJ. Drug-eluting stents: the price is not right. Circulation. 2006;114 (16): Groeneveld PW, Polsky D, Yang F, Yang L, Epstein AJ. The impact of new cardiovascular device technology on health care costs. Arch Intern Med. 2011; 171(14): McFadden EP, Stabile E, Regar E, et al. Late thrombosis in drug-eluting coronary stents after discontinuation of antiplatelet therapy. Lancet. 2004;364(9444): Pfisterer M, Brunner-La Rocca HP, Buser PT, et al; BASKET-LATE Investigators. Late clinical events after clopidogrel discontinuation may limit the benefit of drugeluting stents: an observational study of drug-eluting versus bare-metal stents. J Am Coll Cardiol. 2006;48(12): Spertus JA, Kettelkamp R, Vance C, et al. Prevalence, predictors, and outcomes of premature discontinuation of thienopyridine therapy after drug-eluting stent placement: results from the PREMIER registry. Circulation. 2006;113(24): Shuchman M. Debating the risks of drug-eluting stents. N Engl J Med. 2007;356 (4): National Cardiovascular Data Registry. CathPCI Registry. /WebNCDR/elements.aspx. Accessed December 15, Yeh RW, Normand SL, Wolf RE, et al. Predicting the restenosis benefit of drugeluting versus bare metal stents in percutaneous coronary intervention. Circulation. 2011;124(14): Zou G. A modified Poisson regression approach to prospective studies with binary data. Am J Epidemiol. 2004;159(7): Yelland LN, Salter AB, Ryan P. Performance of the modified Poisson regression approach for estimating relative risks from clustered prospective data. Am J Epidemiol. 2011;174(8): Zou GY, Donner A. Extension of the modified Poisson regression model to prospective studies with correlated binary data [published online November 8, 2011]. Stat Methods Med Res Popma JJ, Weiner B, Cowley MJ, Simonton C, McCormick D, Feldman T. FDA advisory panel on the safety and efficacy of drug-eluting stents: summary of findings and recommendations. J Interv Cardiol. 2007;20(6): Camenzind E, Steg PG, Wijns W. Stent thrombosis late after implantation of firstgeneration drug-eluting stents: a cause for concern. Circulation. 2007;115 (11): Roger VL, Go AS, Lloyd-Jones DM, et al; American Heart Association Statistics Committee and Stroke Statistics Subcommittee. Heart disease and stroke statistics 2011 update: a report from the American Heart Association. Circulation. 2011;123(4):e18-e

8 30. Anderson JL, Adams CD, Antman EM, et al; American College of Cardiology; American Heart Association Task Force on Practice Guidelines (Writing Committee to Revise the 2002 Guidelines for the Management of Patients With Unstable Angina/ Non-ST-Elevation Myocardial Infarction); American College of Emergency Physicians; Society for Cardiovascular Angiography and Interventions; Society of Thoracic Surgeons; American Association of Cardiovascular and Pulmonary Rehabilitation; Society for Academic Emergency Medicine. ACC/AHA 2007 guidelines for the management of patients with unstable angina/non-st-elevation myocardial infarction: a report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines (Writing Committee to Revise the 2002 Guidelines for the Management of Patients With Unstable Angina/Non-ST- Elevation Myocardial Infarction) developed in collaboration with the American College of Emergency Physicians, the Society for Cardiovascular Angiography and Interventions, and the Society of Thoracic Surgeons endorsed by the American Association of Cardiovascular and Pulmonary Rehabilitation and the Society for Academic Emergency Medicine. J Am Coll Cardiol. 2007;50(7):e1-e Anderson JL, Adams CD, Antman EM, et al; 2011 Writing Group Members; ACCF/ AHA Task Force Members ACCF/AHA Focused Update Incorporated Into the ACC/AHA 2007 Guidelines for the Management of Patients With Unstable Angina/Non-ST-Elevation Myocardial Infarction: a report of the American College of Cardiology Foundation/American Heart Association Task Force on Practice Guidelines. Circulation. 2011;123(18):e426-e Venkitachalam L, Lei Y, Stolker JM, et al; EVENT Registry Investigators. Clinical and economic outcomes of liberal versus selective drug-eluting stent use: insights from temporal analysis of the multicenter Evaluation of Drug Eluting Stents and Ischemic Events (EVENT) registry. Circulation. 2011;124(9): Department of Health Care Policy, Harvard Medical School. MassDAC Online Risk Calculators. Accessed December 15, Mauri L, Kereiakes DJ, Normand SL, et al. Rationale and design of the dual antiplatelet therapy study, a prospective, multicenter, randomized, double-blind trial to assess the effectiveness and safety of 12 versus 30 months of dual antiplatelet therapy in subjects undergoing percutaneous coronary intervention with either drug-eluting stent or bare metal stent placement for the treatment of coronary artery lesions. Am Heart J. 2010;160(6): INVITED COMMENTARY How Drug-Eluting Stents Illustrate Our Health System s Flawed Relationship With Technology Value Lost N ew medical technologies are the primary drivers of rising health care costs, 1 but the US health care system has generally performed poorly in incorporating new drugs, devices, imaging techniques, and invasive procedures in a manner that maximizes the value defined as health benefits relative to costs delivered to patients while simultaneously restraining the use of such technologies in settings where they predictably provide little or no value. This tendency was clearly evident in the analysis by Amin et al 2 of nationwide catheterization laboratory registry data. This study demonstrated the consistently high likelihood that US percutaneous coronary intervention (PCI) patients in 2004 through 2010 received a drug-eluting stent (DES), regardless of the presence of clinical predictors that suggested a low pretreatment risk of subsequent targetvessel revascularization (TVR), and TVR risk reduction is the only evidence-based benefit delivered by DES. In fact, 74% of such low-tvr-risk patients received a DES rather than a less costly bare metal stent (BMS) arguably many of these were missed opportunities to maximize health care value. The authors further postulate that eliminating DES use among low-tvr-risk patients would save $400 million annually, at a cost of fewer than 1000 additional TVR cases per year. As TVR typically has only modest impact on patients quality of life and negligible impact on lifespan, it is reasonable to conclude that such an economic tradeoff should be a societal no brainer. By way of comparison, the British do things differently. The United Kingdom s National Institute for Health and Clinical Excellence (NICE) 3 recommends a DES for PCI only if the target artery is smaller than 3 mm in diameter or if the lesion is longer than 15 mm, and if the DES-BMS unit price difference is no more than 300 (ie, approximately $480). While NICE guidance publications on medical devices do not compel British physicians and hospitals to comply, recent estimates of DES use rates among patients with acute coronary syndrome in the United Kingdom revealed that only 47% of PCI patients received a DES in 2007, 4 while US rates approached 70% in the same year. 5 There is little evidence to suggest that British patients with coronary artery disease were treated suboptimally by their physicians, but it is likely that on average they were treated more inexpensively. In the absence of either clinical evidence or guidelines suggesting that the DES is clearly superior to the BMS outside of highly specific clinical settings, why do American physicians continue to use the DES so indiscriminately? The answer is undoubtedly a combination of many factors. Some physicians may be convinced that the superiority of the DES to BMS goes beyond the enrollment criteria of clinical trials and essentially includes every scenario in which the DES is not absolutely contraindicated. The argument would be that the absence of evidence (of a clinical benefit) is not necessarily evidence of absence, and thus an extrapolation of DES effectiveness to settings outside of the published evidence base is not unreasonable. In fact, the willingness of clinicians to engage in such off-label use of drugeluting stents has been well-documented. 6 However, it is unlikely that pure scientific agnosticism about the relative benefits of the DES vs BMS entirely explains persistent and widespread clinician enthusiasm. While there is limited empirical evidence directly relevant to the DES vs BMS decision, decision theory suggests that some clinicians may favor a particu- 1152

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