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(Circulation. 2005;112:1296-1300.)
© 2005 American Heart Association, Inc.
Health Services and Outcomes Research |
From the Institute for Clinical Evaluative Sciences (P.C.A., M.M.M.), Department of Public Health Sciences (P.C.A.), Faculty of Pharmacy (M.M.M.), and Department of Health Policy, Management and Evaluation (P.C.A., M.M.M.), University of Toronto.
Correspondence to Dr Peter C. Austin, Institute for Clinical Evaluative Sciences, G1 06, 2075 Bayview Ave, Toronto, Ontario, M4N 3M5, Canada. E-mail peter.austin{at}ices.on.ca
Received December 22, 2004; revision received May 26, 2005; accepted June 2, 2005.
| Abstract |
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Methods and Results This is a retrospective time-series analysis of statin prescribing between June 1997 and September 2004 in Ontario, Canada, for all residents age 65 years and older. The publication of the PROVE ITTIMI 22 and REVERSAL trials was associated with a sustained and statistically significant increase in the number of prescriptions dispensed for atorvastatin 80 mg (range, 272 to 635 additional prescriptions per month), whereas the number of prescriptions filled for pravastatin 40 mg did not change. Similarly, it resulted in a temporal increase in the relative market share of atorvastatin at a dose of 80 mg versus that of atorvastatin at a dose of 40 mg. However, the proportion of simvastatin prescriptions for 80 mg relative to 40 mg did not change over time, implying a drug-specific effect rather than a class effect in prescribing practice.
Conclusions The publication of the PROVE ITTIMI 22 and REVERSAL trials resulted in a significant sustained increase in the use of intensive compared with moderate statin therapy. This shift was evident primarily in an increased use of high-dose atorvastatin and did not appear to be generalizable to other statins.
Key Words: cholesterol drugs lipids pharmacology trials
| Introduction |
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The Reversal of Atherosclerosis With Aggressive Lipid Lowering (REVERSAL) trial, published on March 3, 2004, demonstrated that for patients with coronary heart disease, intensive lipid-lowering therapy reduced progression of coronary atherosclerosis compared with moderate therapy.5 One month later, the Pravastatin or Atorvastatin Evaluation and Infection TherapyThrombolysis In Myocardial Infarction 22 (PROVE ITTIMI 22) trial (published on April 8, 2004) demonstrated that among patients who have recently had an acute coronary syndrome, an intensive lipid-lowering statin regimen provided greater protection against death or major cardiovascular events than did a standard regimen.6 In both trials, standard therapy consisted of 40 mg/d of pravastatin, whereas intensive therapy consisted of 80 mg/d of atorvastatin. Previous studies have demonstrated the impact of randomized clinical trials on the trends in prescribing of a class of medications. However, relatively little is known about how the publication of clinical evidence affects prescribing trends within a class of medications. The nearly simultaneous publication of 2 randomized clinical trials that demonstrated the superiority of intensive lipid-lowering therapy compared with moderate lipid-lowering therapy provided an opportunity to examine the impact of publication on trends in the prescribing of different statins. Hence, the objective of the present study was to examine the impact of the publication of these 2 trials on trends in intensive versus moderate statin therapy in the province of Ontario.
| Methods |
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For each month of each year, we determined the number of statin prescriptions filled by residents of Ontario age 65 years and older. The relative market share of a given formulation of statin compared with a different formulation was defined to be the percentage of all prescriptions of either formulation that were attributed to the given formulation.
Our primary analysis examined the impact of the publication of the PROVE ITTIMI 22 and REVERSAL trials on trends in the monthly number of prescriptions for the 2 therapies studied in PROVE ITTIMI 22/REVERSAL (atorvastatin 80 mg/d and pravastatin 40 mg/d). These analyses were restricted to the period beginning in April 2002, when atorvastatin 80 mg/d was introduced to the ODB formulary. The REVERSAL trial results were published in the Journal of the American Medical Association on March 3, 2004 (along with an associated editorial7), whereas the PROVE ITTIMI 22 trial results were published in the New England Journal of Medicine on April 8, 2004.6 The results of each trial were publicized before their publication in their respective journals. The results of the REVERSAL study were released at the American Heart Association conference in November 2003, whereas the results of the PROVE ITTIMI 22 study were presented on March 8, 2004, at the American College of Cardiology meeting and released online on the New England Journal of Medicines website at the same time.
Five secondary analyses were then conducted to examine trends in market shares for different statin formulations. First, for both atorvastatin and simvastatin separately, we determined the relative market share of a dose of 40 mg/d versus that of a dose of 80 mg/d. For simvastatin, this analysis was limited to the period beginning in April 2000, when simvastatin 80 mg/d was introduced to the ODB formulary, whereas for atorvastatin, this analysis was limited to the period beginning April 2002. Second, we examined trends in the monthly relative market share of any statin at a dose of 40 mg/d versus that of any statin at a dose of 80 mg/d. These analyses were restricted to the period beginning in September 2000, when the first dose of 80 mg/d statin was introduced into the ODB formulary. Third, because of the nonequivalency in dose potency across different statins,8 we examined trends in the relative market share of the strongest dosage available for a given statin versus all other dosages of that statin. This analysis was restricted to the following statins: atorvastatin, fluvastatin, lovastatin, pravastatin, and simvastatin. Rosuvastatin was not examined in these analyses because of sparse use, resulting in unstable estimates. Fourth, we examined trends in the monthly number of prescriptions filled for atorvastatin at a dose of 40 mg/d. This analysis was restricted to the period beginning in August 1997. Fifth, we examined trends in the monthly number of prescriptions filled for any statin.
Finally, to provide addition information, we determined the number of prescriptions filled for each statin, regardless of dose.
To examine changes in the prescribing of statins over time, we used time series analysis. Time series analysis,9 a collection of techniques for modeling autocorrelation in temporally sequenced data, was conducted using exponential smoothing models and autoregressive, integrated, moving average (ARIMA) models to examine temporal changes in statin-prescribing patterns. For the primary analysis, 2 intervention parameters, incorporated by use of ramp functions,10 were added to the ARIMA model. The first intervention parameter accounted for the prepublication release of REVERSAL, and the second intervention parameters accounted for the publication of the REVERSAL study, the prerelease of the PROVE ITTIMI 22 study, and the actual publication of the PROVE ITTIMI 22 study. Because of the close proximity of these 3 events, only 1 interventional term was added to account for them all. The statistical significance of each intervention was assessed by examining the statistical significance of the ß parameter estimates corresponding to the intervention terms.9 Model-derived projections and their 95% confidence intervals for the months after April 2004 were compared with actual utilization estimates. For the ARIMA model, stationarity was assessed using the autocorrelation function and the augmented Dickey-Fuller test,11 whereas the autocorrelation, partial autocorrelation, and inverse autocorrelation functions were assessed for model parameter appropriateness and seasonality, and the presence of white noise was assessed by examining the autocorrelations at various lags using the Ljung-Box
2 statistic.12
| Results |
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Figure 3 describes trends in the monthly relative market share of a dose of 80 mg compared with that of a dose of 40 mg for atorvastatin and simvastatin separately. Before April 2004, the relative market share of atorvastatin at a dose of 80 mg was increasing compared with that of atorvastatin at a dose of 40 mg. However, the relative market share in the months after the publication of the trial was significantly greater than predicted. In the 6 months after the publication of the trial, the observed relative market share of atorvastatin at a dose of 80 mg was, respectively, 11.4%, 23.4%, 22.4%, 21.4%, 21.4%, and 17.7% greater than predicted. For each of the 6 months after the publication of the trial, the observed relative market share was statistically significantly greater than predicted (P
0.03 for each month). A comparable effect was not observed for simvastatin (P>0.63 for each month).
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Before the publication of the trials, the relative market share of any statin at a dose of 80 mg versus that of any statin at a dose of 40 mg was increasing. However, the relative market share in the months after the publication of the trial was significantly greater than predicted. In the 6 months after the publication of the trial, the observed relative market share of statins at a dose of 80 mg compared with that at a dose of 40 mg was, respectively, 9.6%, 21.7%, 20.2%, 22.5%, 24.0%, and 23.1% greater than predicted. For each of the 6 months after the publication of the trial, the observed relative market share was statistically significantly greater than predicted (P<0.0028 for each month).
The publication of the PROVE ITTIMI 22 and REVERSAL trials was associated with a statistically significant and sustained effect on the relative market share of an 80-mg dosage of atorvastatin versus the use of all other strengths of atorvastatin. The relative market share of the use of atorvastatin at a dose of 80 mg was 14.5%, 30.8%, 31.5%, 32.1%, 33.8%, and 31.2%, respectively, greater than predicted (P<0.0001 for each month). Comparable results were not observed for the remaining statins (with the exception for 1 month of the 6 for simvastatin).
The publication of the PROVE ITTIMI-22 and REVERSAL trials was associated with a statistically significant increase in the number of prescriptions dispensed for atorvastatin at a dose of 40 mg in 5 of the 6 months after the publications of the trials. In the 6 months after the publications of the trials, the number of prescriptions dispensed was 935, 434, 1444, 1554, 2293, and 2241, respectively, greater than predicted by the model. This corresponds to relative increases of 6.3%, 2.8%, 8.6%, 9.1%, 13.3%, and 12.3%, respectively, greater than predicted (P=0.0002; P=0.1110; P<0.0001; P=0.0001; P<0.0001; and P<0.0001 for each of the 6 months, respectively). In contrast, the publication of the PROVE ITTIMI-22 and REVERSAL trials did not have a statistically significant impact on the total number of statin prescriptions dispensed in any of the 6 months after the publication of the trials (P>0.31 for each of the 6 months). The relative increase in the number of prescriptions dispensed compared with that predicted by the model varied from a low of 2.9% to a high of 3.2% in the 6 months after the publication of the trials.
The monthly number of prescriptions filled for each statin, regardless of dose, is described in Figure 4.
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| Discussion |
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The nearly simultaneous publications of the REVERSAL and PROVE ITTIMI 22 trials provide an important opportunity to examine the impact of evidence from randomized controlled trials on physician prescribing patterns. Both trials compared patients treated with high-dose atorvastatin with those treated with moderate-dose pravastatin. The first study compared the impact of therapy on intermediary outcomes (progression of coronary atherosclerosis), whereas the second compared the impact of therapy on clinical outcomes (death or major cardiovascular events). Their publication, within 36 days of each other, provided evidence from 2 independent studies of the superiority of aggressive lipid-lowering therapy. Our study describes the confluence of well-publicized and -promoted mechanistic evidence (REVERSAL) and hard evidence on clinical outcomes (PROVE ITTIMI 22) leading to a rapid change in the prescription of high-dose atorvastatin.
The prepublication release of medical research is a contentious issue.13,14 In the present study, we observed that the prepublication release of the REVERSAL trial findings was associated with a modest but statistically significant increase in the number of prescriptions filled for high-dose atorvastatin. This finding mirrors that of Gross et al,15 who demonstrated that the prepublication dissemination of carotid endarterectomy trials was associated with rapid and substantial changes in the rate of carotid endarterectomy.
The present study adds to the growing body of literature demonstrating that dissemination of results from randomized trials can have a substantial impact on physicians prescribing patterns of the medications in question. Lamas et al16 demonstrated that the Physicians Health Study increased the use of aspirin before myocardial infarction among patients enrolled in the SAVE study, and publication of the Second International Study of Infarct Survival (ISIS-2) increased the use of aspirin after myocardial infarction. Furthermore, publication of the Multicenter Diltiazem Postinfarction Trial was associated with decreased use of calcium antagonists. Juurlink et al17 demonstrated that the publication of the Randomized Aldactone Evaluation Study (RALES) resulted in a significant increase in the rate of prescription of spironolactone. Several studies demonstrated that prescriptions for hormone replace therapy decreased substantially after the publication of the Womens Health Initiative study.4,18,19 Austin et al2 reported that the publication of the ALLHAT trial results resulted in a significant increase in prescribing of thiazide-type diuretics, and Stafford et al20 demonstrated that the early termination of the doxazosin mesylate arm of the study resulted in modest, yet statistically significant declines in the use of doxazosin and other
-blockers. Majumdar et al21 demonstrated that the publication of the Heart Outcomes Prevention Evaluation (HOPE) was associated with a significant increase in the use of ramipril, whereas the publication of the RALES trial resulted in a more modest increase in the use of spironolactone. The impact of the HOPE trial on ramipril prescribing was also documented by Tu et al.22
There are several limitations to our study. First, our data were limited to those over the age of 65 years and thus are not representative of the entire Ontario population. However, this is balanced by the fact that the data are population-based, providing coverage for all elderly residents in Ontario, Canadas largest province. Second, we did not have information about the indications for which statins were prescribed; in particular, we did not know which of these patients had established coronary heart disease, the population studied in both PROVE ITTIMI 22 and REVERSAL. However, because several of our analyses were based on trends in relative market share, this is unlikely to have an impact on the conclusions. Third, we were unable to account for temporal influences beyond the publication of the results of the trials. In particular, we were unable to account for changes in drug company promotion patterns. Pharmaceutical detailing has been demonstrated to result in an acceleration of the uptake of medications.21 Fourth, because of the study design and the relatively low monthly number of incident statin users, we were unable to definitively determine whether the trends that we observed were a result of an increase in the number of incident statin users who were being placed on high-dose atorvastatin or whether they were because of prevalent statin users changing therapy.
In conclusion, this study demonstrated that well-designed and well-publicized trials can have a significant impact on the prescribing patterns of the medications studied in the trial.
| Acknowledgments |
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| References |
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2. Austin PC, Mamdani MM, Tu K, Zwarenstein M. Trends in use of antihypertensive medication in Ontario, Canada following publication of the ALLHAT Study. JAMA. 2004; 291: 4445.
3. Writing Group for the Womens Health Initiative Investigators. Risks and benefits of estrogen plus progestin in healthy postmenopausal women. JAMA. 2002; 288: 321333.
4. Austin PC, Mamdani MM, Tu K, Jaakkimainen L. Trends in use of estrogen replacement therapy in Ontario, Canada following publication of the Womens Health Initiative Study. JAMA. 2003; 289: 32413242.
5. Nissen SE, Tuzcu EM, Schoenhagen P, Brown BG, Ganz P, Vogel RA, Crowe T, Howard G, Cooper CJ, Brodie B, Grines CL, DeMaria AN, for the REVERSAL Investigators. Effect of intensive compared with moderate lipid-lowering therapy on progression of coronary atherosclerosis: a randomized controlled trial. JAMA. 2004; 291: 10711080.
6. Cannon CP, Braunwald E, McCabe CH, Rader DJ, Rouleau JL, Belder R, Joyal SV, Hill KA, Pfeffer MA, Skene AM. Intensive versus moderate lipid lowering with statins after acute coronary syndromes. N Engl J Med. 2004; 350: 14951504.
7. Sacks FM. High-intensity statin treatment for coronary heart disease. JAMA. 2004; 291: 11321134.
8. Jones P, Kafonek S, Laurora I, Hunninghake D. Comparative dose efficacy study of atorvastatin versus simvastatin, pravastatin, lovastatin, and fluvastatin in patients with hypercholesterolemia (the CURVES study). Am J Cardiol. 1998; 81: 582587.[CrossRef][Medline] [Order article via Infotrieve]
9. Pindyck RS, Rubinfeld DL. Econometric Models and Economic Forecasts. 4th ed. New York, NY: Irwin McGraw-Hill; 1998: chap. 15.
10. Helfenstein U. Box-Jenkins modelling in medical research. Stat Methods Med Res. 1996; 5: 322.
11. Dickey DA, Fuller WA. Distribution of the estimators for autoregressive time series with a unit root. J Am Stat Assoc. 1979; 74: 42731.[CrossRef]
12. Ljung GM, Box GEP. On a measure of lack of fit in time series models. Biometrika. 1978; 65: 297303.
13. Fontanarosa PB, Flanagin A. Prepublication release of medical research. JAMA. 2000; 284: 29272929.
14. Kassirer JP, Angell M. Prepublication release of journal articles. N Engl J Med. 1997; 337: 17621763.
15. Gross CP, Steiner CL, Bass EB, Powe NR. Relation between prepublication release of clinical trial results and the practice of carotid endarterectomy. JAMA. 2000; 284: 28862893.
16. Lamas GA, Pfeffer MA, Ham P, Wertheimer J, Rouleau JL, Braunwald E. Do the results of randomized clinical trials of cardiovascular drugs influence medical practice? N Engl J Med. 1992; 327: 241247.[Medline] [Order article via Infotrieve]
17. Juurlink D, Mamdani MM, Lee DS, Austin PC, Laupacis A, Kopp A, Redelmeier DA. Rates of hyperkalemia after publication of the Randomized Aldactone Evaluation study. N Engl J Med. 2004; 351: 543551.
18. Majumdar SR, Almasi EA, Stafford RS. Promotion and prescribing of hormone therapy after report of harm by the Womens Health Initiative. JAMA. 2004; 292: 19831988.
19. Hersh AL, Stefanick ML, Stafford RS. National use of postmenopausal hormone therapy: annual trends and response to recent evidence. JAMA. 2004; 291: 4753.
20. Stafford RS, Furberg CD, Finkelstein SN, Cockburn IM, Alehegn T, Ma J. Impact of clinical trial results on national trends in
-blocker prescribing, 19962002. JAMA. 2004; 291: 5462.
21. Majumdar SR, McAlister FA, Soumerai SB. Synergy between publication and promotion: comparing adoption of new evidence in Canada and the United States. Am J Med. 2003; 115: 467472.[CrossRef][Medline] [Order article via Infotrieve]
22. Tu K, Mamdani MM, Jacka RM, Forde NJ, Rothwell DM, Tu JV. The striking effect of the Heart Outcomes Prevention Evaluation (HOPE) on ramipril prescribing in Ontario. Canadian Med Assoc J. 2003; 168: 553557.
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