A multi-region assessment of population rates of cardiac catheterization and yield of high-risk coronary artery disease
BMC Health Services Research volume 11, Article number: 323 (2011)
There is variation in cardiac catheterization utilization across jurisdictions. Previous work from Alberta, Canada, showed no evidence of a plateau in the yield of high-risk disease at cardiac catheterization rates as high as 600 per 100,000 population suggesting that the optimal rate is higher. This work aims 1) To determine if a previously demonstrated linear relationship between the yield of high-risk coronary disease and cardiac catheterization rates persists with contemporary data and 2) to explore whether the linear relationship exists in other jurisdictions.
Detailed clinical information on all patients undergoing cardiac catheterization in 3 Canadian provinces was available through the Alberta Provincial Project for Outcomes Assessment in Coronary Heart (APPROACH) disease and partner initiatives in British Columbia and Nova Scotia. Population rates of catheterization and high-risk coronary disease detection for each health region in these three provinces, and age-adjusted rates produced using direct standardization. A mixed effects regression analysis was performed to assess the relationship between catheterization rate and high-risk coronary disease detection.
In the contemporary Alberta data, we found a linear relationship between the population catheterization rate and the high-risk yield. Although the yield was slightly less in time period 2 (2002-2006) than in time period 1(1995-2001), there was no statistical evidence of a plateau. The linear relationship between catheterization rate and high-risk yield was similarly demonstrated in British Columbia and Nova Scotia and appears to extend, without a plateau in yield, to rates over 800 procedures per 100,000 population.
Our study demonstrates a consistent finding, over time and across jurisdictions, of linearly increasing detection of high-risk CAD as population rates of cardiac catheterization increase. This internationally-relevant finding can inform country-level planning of invasive cardiac care services.
Cardiac catheterization is one of the most commonly performed invasive diagnostic procedures, yet it is also a procedure for which there is tremendous variation in utilization across countries and across jurisdictions within countries [1–5]. This variation exists in the context of a relative void of knowledge around what the optimal rate of cardiac catheterization should really be. Developed countries with relatively low rates of cardiac catheterization, such as the United Kingdom, may be under-using the procedure, or alternatively, countries with high population rates, such as the United States, may be overusing the procedure [2, 6].
A previous study from our group provided some insight into where a theoretically 'optimal' rate of cardiac catheterization may reside . Using 1995 to 2002 cardiac catheterization data from multiple health regions in Alberta, Canada, we reported that the yield of detection of high-risk coronary artery disease (CAD) (i.e. triple vessel disease, left main disease, and two vessel disease with proximal LAD involvement) appeared to increase linearly with an increase in cardiac catheterization rates within health regions . Furthermore, there was no evidence of a plateau in the yield of high-risk disease at cardiac catheterization rates as high as 600 procedures per 100,000 population, suggesting that the optimal catheterization rate to detect high-risk CAD (with continuing returns of high-risk disease detection) is higher than this level. The detection of high-risk disease is indeed one of the primary goals of cardiac catheterization, as only patients with high risk disease have been shown to have significant survival and quality of life benefits associated with the use of revascularization, particularly in high-risk disease sub-groups [8, 9].
Given that catheterization rates have continued to change over time and that significant cardiac catheterization rate variation persists across geographic areas, we conducted this ecological study to further evaluate the relationship between population rates of cardiac catheterization and the yield of high-risk disease within different health care regions. We compiled detailed cardiac catheterization data to determine if the previously demonstrated linear increase in yield of high-risk disease seen in Alberta, Canada persists in more recent years as catheterization rates have continued to rise in that province. We also explored whether this relationship exists in health care regions in two other Canadian provincial jurisdictions, British Columbia and Nova Scotia.
We used the Alberta Provincial Project for Outcomes Assessment in Coronary Heart (APPROACH) disease database, which is a geographically defined, population-based registry that captures all patients undergoing cardiac catheterization in Alberta . Corresponding cardiac catheterization data compiled through the partner cardiac registry initiatives in British Columbia and Nova Scotia were similarly obtained. The databases from each of the three Canadian provinces contain detailed clinical information, including demographic characteristics, co-morbidities and therapeutic interventions. Information on coronary anatomy is stored using a cardiac reconstruction software program (Heartview, Siemens Medical Systems). For the purposes of this analysis, high-risk CAD is defined as greater than 50% stenosis of the left-main coronary artery, or similar stenotic disease involving 3-vessels, or 2-vessels disease with involvement of the proximal left anterior descending artery . Ethics approval was obtained from each respective academic institution ethics review board.
Study Regions and Time Periods
Alberta APPROACH data from Jan 1, 1995 to Dec 31, 2006 were used. Repeat procedures were excluded so that individual patients would only be included once in the analysis. The previous work reported data from 1995 to 2001 ("time period 1") . Due to a health region boundary change in April, 2002, the data for time period 1 (1995-2001) were re-analyzed for this study using the Alberta lay-out of 9 health regions that existed in 2006 to allow for seamless comparison in yield of high-risk disease across the two time periods. Only 2 of Alberta's 9 health regions have cardiac catheterization and revascularization facilities. These regions provide invasive investigation and revascularization for the entire province.
The Nova Scotia and British Columbia cardiac registry initiatives provided corresponding data from 2002-2004 and 2000-2005, respectively. This represents the entire dataset within each province for which Heartview and catheterization data are available. The dataset for each province includes all health authorities within each province (i.e. complete geographically inclusive capture). Nova Scotia has 9 District Health Authorities with cardiac catheterization provided by 1 centre. British Columbia has 5 Health Authorities, with cardiac catheterization services offered in three urban centres.
Analyses were completed for males and females separately as the prevalence of coronary artery disease differs between males and females and because the optimal catheterization rate may differ between sexes. Patients were categorized into health regions based on their residential postal code. All catheterization procedures were included. For each region, the population rates of catheterization and high-risk detection were calculated. Cardiac catheterization rates were derived as the total number of catheterization procedures divided by the total population over the age of 20. Rates of high-risk CAD detected were calculated as the number of patients with high-risk CAD detected divided by the total population over the age of 20. Subsequently, using direct standardization, age-adjusted rates were calculated. Data were categorized into 5 age categories; 20-34, 35-49, 50-64, 65-74 and over 75. The number of cardiac catheterizations within each age group was divided by the population in that category. Rates of high-risk CAD were calculated in the same manner. Weighting the age-specific rates with the 1996 Canadian population, we thus obtained age-adjusted cardiac catheterization and high-risk detection rates per 100,000 population. The 1996 census was used as the population reference standard for age adjustment (by direct standardization) because this standard has been used in other notable procedure rate work , and comparability of rates across studies was desired.
Subsequent analyses used these adjusted catheterization rates and high-risk detection rates as data points. Initially, a scatter plot of the catheterization rate versus the high-risk detection rate was constructed, with each data point representing an individual year of data for a particular region. For the Alberta data, we compared more recent years of data with earlier years, in order to determine whether relationships persisted over time. For the other two provinces, the entire time period available was reported without distinction between years.
Given that the unit of analysis for this study is the health care region, rather than the individual patient, we employed a least squares linear regression analysis to assess the relationship between catheterization rate and high-risk CAD detection. As the observations from each region are not independent, we performed hierarchical modeling using a mixed effects linear model with a random effect for each region. In this analysis, we modeled a shared fixed intercept (fixed at zero) and random slopes. The results of this model were then used to plot a single weighted line to reflect the linear relationship between catheterization rate and high-risk CAD detection rate for all regions. The line of "best fit" with 95% confidence lines was then overlaid on the scatter plot of observed data. To explore if the relationship might be different for patients with acute coronary syndrome (ACS) or for those with stable coronary disease, we repeated the above analysis, stratified by indication.
Lastly, we tested quadratic terms in the modeling process for the data from each of the provinces studied. A statistically significant quadratic term would indicate evidence of a plateau in the yield of high-risk CAD associated with increased catheterization rates. This was performed separately for both time periods studied in the Alberta data, and repeated for Nova Scotia and British Columbia data.
Recognizing the complexity of the mixed effects modeling described above, we performed a sensitivity analysis using simpler ordinary least squares regression. This latter analysis, while simpler, overlooks the non-independence of some of the data points analyzed. The findings of this sensitivity analysis are not presented here but were similar to those of our hierarchical mixed effects analysis.
Alberta: Time Period 1 vs. Time Period 2
Table 1 presents the patient characteristics, intervention rates and outcomes by regional tertile of utilization in time period 1 and time period 2. The clinical characteristics and utilization are generally stable across tertiles and time periods. Table 2 shows the average population of males and females over 20 years of age, along with the crude and adjusted cardiac catheterization rates per 100,000 for each health region in Alberta in time periods 1 and 2. For males, the adjusted catheterization rates ranged from 379.7 to 538.4 per 100,000 in time period 1. In time period 2, the range is higher with slightly less variation -- i.e. population rates ranging from 438.9 to 587.8 per 100,000. There is an increase between time periods for both sexes, though females continued to have consistently lower rates than males.
The scatter plot of catheterization rates vs. high-risk rates and the results of the hierarchical modeling are presented in Figure 1. Each individual point represents one year of data for one health region. The results for 9 health regions analyzed in time period 1 (Panel A) confirm our previously reported findings for that period . Time period 2 (Panel B), meanwhile, continues to show a positive association between cases of high-risk CAD detected and catheterization rates.
Describing the relationship quantitatively, for males in time periods 1 and 2, for every 2.3 and 2.6 catheterization procedures performed, respectively, an additional high-risk CAD patient was detected. For females, the detection rate is lower than males with an additional high-risk patient detected in every 3.7 and 4.3 catheterization procedures performed in time periods 1 and 2, respectively.
British Columbia and Nova Scotia
Table 3 presents the population, crude catheterization rate and adjusted catheterization rate for British Columbia and Nova Scotia. In general, the rates in both British Columbia and Nova Scotia are higher than those seen in Alberta, and as in Alberta, males have consistently higher rates than females.
The linear relationship between catheterization rate and high-risk yield is similarly demonstrated in both provinces, with findings that closely resemble those from Alberta (Figure 2). In British Columbia, every 2.4 catheterizations results in an additional high-risk case for males whereas for females, every 3.8 catheterizations results in an additional high-risk case. The detection rate is slightly higher in Nova Scotia with an additional high-risk case in every 2.1 catheterizations for males and every 3.5 procedures for females.
Formal Testing for a Plateau in Yield of High-risk Disease
We formally assessed whether a plateau was evident in the high-risk CAD detection rate as catheterization rates increased. When using the Alberta data across both time points, the coefficient of the quadratic term entered into the regression model was not significant (p-value = 0.64). Similarly, there was no evidence of a significant quadratic term in either British Columbia (p-value = 0.67) or Nova Scotia (p-value = 0.61). This finding indicates that there is no statistical evidence of a plateau in yield of high-risk disease, in a range of data points extending to the highest catheterization rates seen in Nova Scotia of 850 procedures per 100,000 population.
Stratified Analysis by Indication for Catheterization
A similar linear relationship was found for both ACS and non-ACS subgroups, and on formal testing for evidence of a plateau, there was again no evidence of a statistically significant plateau in the relationship between population rates of catheterization and yield of high risk disease (test for quadratic term indicating plateau: p-value = 0.43 for ACS and p-value = 0.167 for non-ACS) (Figure 3). As observed in the overall analysis, the yield of high-risk cases is lower in females than males for both subgroups and both time periods.
Our study demonstrates a consistent finding, over time and across jurisdictions, of linearly increasing detection of high-risk CAD as population rates of cardiac catheterization increase. The results presented here extend our previously reported findings , by demonstrating the consistency of this finding across provinces. In addition, the linear increase in detection of high-risk disease appears to extend to catheterization rates beyond 800 procedures per 100,000 population.
These findings from Canada are of international importance, because they provide insights for countries with both lower and higher population rates of cardiac catheterization. For countries with lower rates than Canada's, such as the United Kingdom (catheterization rate for 2009: 380 per 100,000 ), Greece (catheterization rate for 2007: 308 per 100,000 ), Spain (catheterization rate for 2007: 282 per 100,000 ) and Poland (catheterization rate for 2007: 337 per 100,000 ), our findings would suggest a high likelihood of linearly increasing yield of high-risk disease if more procedures are performed, assuming that the burden of disease at a population-level is comparable to Canada's, as would be expected across many Westernized developed countries . Meanwhile, for countries with higher catheterization rates, such as the United States (catheterization rate for 1995/96 for Medicare enrollees: 2270 per 100,000 ), Germany (catheterization rate for 2007: 1229 per 100,000 )and Belgium (catheterization rate for 2007: 713 per 100,000 ), our findings provide a methodological template for similar evaluations of diagnostic yield . Indeed, a similar statistical analysis, with exploration of the presence or absence of a plateau in yield of high-risk disease beyond population rates of 1000 catheterization procedures per 100,000 population would be very informative for such a country.
Implicit to our study is the assertion that the detection of high-risk coronary artery disease is clinically important. In the presence of coronary disease affecting the left main coronary artery, or the three main coronary vessels, previous randomized trials confirm survival benefit from revascularization with either coronary artery bypass grafting (CABG) or percutaneous coronary intervention (PCI) [8, 9, 15]. Similarly, for patients with two vessel disease and associated involvement of the proximal left anterior descending artery, studies suggest that there is benefit associated with undergoing revascularization [16, 17]. The corollary to these benefits of revascularization is that undetected high-risk disease in a population is undesirable, as it may result in premature and/or preventable cardiac morbidity and mortality.
We present our results stratified by sex. Consistent with other work, there is less catheterization utilization in females [18–20]. In addition, the slope of the relationship between catheterization rate and high-risk cases detected differs between males and females indicating a lower high-risk case yield in females. This is consistent with the growing body of literature asserting that underlying disease and symptom presentation differs for females [19, 20].
Although an indepth investigation of why this variation in the population catheterization rate exists across jurisdictions is outside the scope of this study, we do examine the patient characteristics across tertiles of catheterization utilization. The patient characteristics are very consistent across tertiles suggesting that differences are unlikely to be due to variations in underlying disease burden. Additionally, we examined the relationship stratified by indication for catheterization. Similar trends were observed as in the overall analysis indicating that a plateau in high risk detection has not been reached in the jurisdiction studied for either ACS or non-ACS subgroups.
If regional cardiac programs were to adopt a strategy of increasing cardiac catheterization rates, our study does not provide information about how higher population rates of cardiac catheterization ought to be achieved. Given current evidence though, it is likely to be more appropriate to increase the utilization of cardiac catheterization after acute coronary syndromes (ACS), since this approach is more consistent with existing clinical trials [15, 21–23]. It is less certain whether it would be appropriate to increase catheterization rates in asymptomatic patients (or patients with stable angina) who have high risk features noted on non-invasive cardiac testing. Current work and guidelines, however, recommend increased use of non-invasive testing strategies and subsequent risk stratification which might lead to higher catheterization yield [24, 25]. Future work should determine the optimal strategy for increasing detection of high-risk patients taking into account context specific factors such as the healthcare system, infrastructure, patient and provider preferences.
Implicit to the assertion of benefit associated with detection of high-risk disease is the assumption that intervention is of proven benefit. Of some concern, the clinical trials demonstrating benefit of CABG for patients with high-risk disease were conducted over 20 years ago, in highly selected patients with only stable angina (i.e. no ACS patients), and without the benefits of contemporary medical therapy . And indeed, the results of the recent COURAGE trial underline the uncertainty surrounding the overall benefit of revascularization . However, COURAGE did not include ACS patients and relatively few of the included patients had truly high-risk anatomy. Thus, this trial can not be considered as proof that revascularization is not beneficial. Rather, it does point to the persisting questions around the overall value of invasive cardiac procedures.
The economic considerations surrounding an increase in catheterization rates are also not explored by our analysis. A national strategy of intentionally seeking, and thus detecting, more individuals with high-risk disease would have the potential to put considerable pressure on existing personnel and infrastructure for revascularization procedures.
Our study has limitations. First, we examined population rates of cardiac catheterization without also assessing the appropriateness of procedures performed across the regions studied. However, it is unlikely that this significantly influences our study of the relationship between catheterization rates and yield of high-risk disease, because previous work has shown that geographic variability in catheterization rates is not significantly explained by inappropriate procedure use . A second limitation is that we only age-adjusted and sex-stratified our catheterization rates. Our analysis would have been strengthened by further adjustment for the regional prevalence of CAD, but this information was not available to us. We suspect that this latter limitation does not systematically bias our results or undermine our main study finding. Lastly, our work does not consider the use of non-invasive testing. Its potential proliferation in coming years may affect both rates of catheterization and rates of high-risk yield. Future work will be needed to continuously examine the relationship between yield and catheterization rate as non-invasive imaging becomes more prevalent.
We have demonstrated a consistent finding of linearly increasing yield of high-risk CAD as population rates of cardiac catheterization increase. This finding holds true across three Canadian jurisdictions, and over time, and its implications are relevant to the planning of cardiac procedure utilization not only in Canada, but also in countries with both lower and higher population rates of cardiac catheterization.
Centre for Evaluative Clinical Sciences: The Dartmouth atlas of health care. 1998, Hanover (NH), Dartmouth Medical School. Ref Type: Generic, accessed Aug 7 2008, [http://www.dartmouthatlas.org/downloads/atlases/98Atlas.pdf]
Collins-Nakai R, Huysmans HA, Scully HE, 23rd Bethesda conference: Access to cardiovascular care: Task force 5: Access to cardiovascular care: an international comparison. J Am Coll Cardiol. 1992, 19: 1477-1485. 10.1016/0735-1097(92)90607-O. Ref Type: Generic
Faris PD, Grant FC, Galbraith PD, Gong Y, for the Canadian Cardiovascular Outcomes Research Team: Diagnostic cardiac catheterization and revascularisation rates for coronary heart disease. Can J Cardiol. 2004, 20: 391-397. Ref Type: Generic
Higginson LAJ, Naylor CD: Chapter 5: rates of caridac catheterization, coronary angioplasty and coronary artery bypass surgery in Canada. Can J Cardiol. 1997, 13 (Suppl D): 47-52. Ref Type: Generic
Tu JV, Pashos CL, Naylor CD, Chen E, Normad SL, Newhouse PJ, et al: Use of cardiac procedures and outcomes in elderly patients with myocardial infarction in the United States and Canada. NEJM. 1997, 336: 1500-1505. 10.1056/NEJM199705223362106. Ref Type: Generic
Henderson RA, Raskino CL, Hampton JR: Variations in the use of coronary arteriography in the UK: the RITA trial coronary arteriogram register. Q J Med. 1995, 167-173. Ref Type: Generic, 88
Graham MM, Ghali WA, Faris PD, Galbraith PD, Tu JV, Norris CM, et al: Population rates of cardiac catheterization and yield of high risk coronary artery disease. CMAJ. 2005, 173 (1): 35-39. 10.1503/cmaj.1041444. Ref Type: Generic
Detre KM, Peduzzi P, Murphy M, et al: Effect of bypass surgery on survival of patients in low- and high-risk subgroups delineated by the use of simple clinical variables: Veterans Administration cooperative study of surgery for coronary arterial occlusive disease. Circulation. 1981, 63: 1329-1338. 10.1161/01.CIR.63.6.1329. Ref Type: Generic
Hueb W, Soares PR, Cesar LA, Luz PL, Puig LB, et al: The medicine, angioplasty, or surgery study (MASS-II): a randomized, controlled clinical trial of three therapeutic strategies for multivessel coronary artery disease: one-year results. J Am Coll Cardiol. 43 (10): 1743-1751. Ref Type: Generic
Ghali WA, Knudtson ML, on behalf of the APPROACH Investigators: Overview of the Alberta Provincial Project for Outcome Assessment in Coronary Heart Disease. Can J Cardiol. 2000, 16 (10): 1225-1230. Ref Type: Generic
Tu JV, Brien SE, Kennedy CC, Pilote L, TGhali WA, For the Canadian Cardiovascular Outcomes Research Team: Introduction to the Canadian Cardiovascular Outcomes Research Team's (CCORT) Canadian Cardiovascular Atlas project. Can J Cardiol. 2003, 19 (3): 225-229. Ref Type: Generic
British Cardiovascular Intervention Society. BCIS Audit returns. 2006, accessed 09/16/08, Ref Type: Generic, [http://www.bcis.org.uk/pages/page_box_contents.asp?pageid=680&navcatid=11]
Faulkner K, Werduch A: Analysis of the frequency of interventional cardiology in various european countries. Radiation Protection Dosimetry. 2008, 129 (1:3): 74-76. Ref Type: Generic
Center for the Evaluative Clinical Sciences, Dartmouth Medical School: The Quality of Medical Care in the United States: A Report on the Medicare Program: The Dartmouth Atlas of Health Care 1999. 1999, Hanover (NH), The Centre, (accessed 09/16/08), Ref Type: Generic, [http://www.dartmouthatlas.org]
Yusuf S, Zucker D, Peduzzi P, Fisher LD, Takaro T, Kennedy JW, et al: Effects of coronary artery bypass graft surgery on survival: overview of 10 year results from randomized trials by the Coronary Artery Bypass Graft Surgery Trialist Collaboration. Lancet. 1994, 344: 563-570. 10.1016/S0140-6736(94)91963-1. Ref Type: Generic
Hubacek J, Kalla S, Galbraith PD, Graham MM, Knudtson ML, Ghali WA: Outcomes of revascularization strategies for two-vessel coronary artery disease involving the proximal left anterior descending artery in an era of improved pharmacotherapy and stenting. Can J Cardiol. 2008, 24 (2): 121-126. 10.1016/S0828-282X(08)70567-1. Ref Type: Generic
Diegler A, Thiele H, Falk V, Hambrecht R, Spyrantis N, Sick P, et al: Comparison of stenting with minimally invasive bypass surgery for stenosis of the left anterior descending coronary artery. NEJM. 2002, 347: 561-566. 10.1056/NEJMoa013563. Ref Type: Generic
Daly C, Stavola BD, Sendon JL, Tavazzi L, Boersma E, Clemens F, et al: Predicting prognosis in stable angina--results from the Euro heart survey of stable angina: prospective observational study. BMJ. 2006, 332: 262-267. 10.1136/bmj.38695.605440.AE. Ref Type: Generic
Ghali WA, Faris PD, Galbraith PD, Norris CM, Curtis MJ, Saunders LD, et al: Sex differences in access to coronary revascularization after cardiac catheterization: importance of detailed clinical data. Annals of Internal Medicine. 2002, 136 (10): 723-732. Ref Type: Generic
King KM, Ghali WA, Faris PD, Curtis MJ, Galbraith PD, Graham MM, et al: Sex differences in outcomes after cardiac catheterization: effect modification by treatment strategy and time. JAMA. 2004, 291 (10): 1220-1225. 10.1001/jama.291.10.1220. Ref Type: Generic
Cannon CP, Weintraub WS, Demopoulos LA, for the TACTICS - thrombolysis in myocardial infarction 18 investigators: Comparison of ealry invasive and conservative strategies in patients with unstable coronary syndromes treated with the glycoproteinIIb/IIIa inhibitor tirofiban. NEJM. 2001, 344: 1879-1887. 10.1056/NEJM200106213442501. Ref Type: Generic
Cantor WJ, Fitchett D, Borgundvaag B, for the TRANSFER-AMI Trial Investigators, et al: Routine Early Angioplasty after Fibrinolysis for Acute Myocardial Infarction. N Engl J Med. 2009, 360 (26): 2705-2718. 10.1056/NEJMoa0808276. Ref Type: Generic
Lagerquist B, Husted S, Kontny F, for the Fast Revascularisation during Instability in Coronary artery disease (FRISC-II) investigators: 5-year outcomes in the FRISC-II randomised trial of an invasive versus a non-invasive strategy in non-ST-elevation acute coronary syndrome: A follow-up study. Lancet. 2006, 368: 998-1004. 10.1016/S0140-6736(06)69416-6. Ref Type: Generic
National Institute for Health and Clinical Excellence: Chest pain of recent onset: Assessment and diagnosis of recent chest pain or discomfort of suspected cardiac origin (Clinical guideline 95). 2010, Ref Type: Generic, [http://www.nice.org.uk/CG95]
Patel MR, Peterson ED, Dai D, Brennan JM, Redberg RF, Anderson V, et al: Low diagnostic yield of elective coronary angiography. NEJM. 2010, 362: 886-895. 10.1056/NEJMoa0907272. Ref Type: Generic
Gyenes GT, Ghali WA: Should all patients with asymptomatic but significant (>50%) left main coronary artery stenosis undergo surgical revascularization?. Circulation. 2008, 118 (4): 422-425. 10.1161/CIRCULATIONAHA.107.743914. Ref Type: Generic
Boden WE, O'Rourke RA, Teo KK, Hartigan PM, et al: For the COURAGE Investigators. Optimal medical therapy with or without PCI for stable coronary disease. NEJM. 2007, 356 (15): 1503-1516. 10.1056/NEJMoa070829. Ref Type: Generic
Chassin MR, Kosecoff J, Park RE, Winslow CM, Kahn KL, Merrick NJ, et al: Does inappropriate use explain geographic variations in the use of health care services?. JAMA. 1987, 258: 2553-2537. 10.1001/jama.258.18.2553. Ref Type: Generic
The pre-publication history for this paper can be accessed here:http://www.biomedcentral.com/1472-6963/11/323/prepub
Dr. Clement is supported by a post-doctoral fellowship from the Canadian Health Services Research Foundation and the Alberta Heritage Foundation for Medical Research (AHFMR). Dr. Manns is supported by a Canadian Institutes for Health Research (CIHR) New Investigator Award. Dr. Ghali is funded by a Government of Canada Research Chair in Health Services Research and by a Senior Health Scholar Award from AHFMR. Dr. Knudtson receives support from the Libin Trust Fund. APPROACH was initially funded with a grant from the W. Garfield Weston Foundation. The ongoing operation of this project has been made possible by operating grants from the Heart and Stroke Foundation of Alberta, Northwest Territories and Nunavut, and the Canadian Institutes of Health Research (CIHR). This particular project on population rates of cardiac catheterization was supported through operating funding and a fellowship award (for Dr. Clement) by the Canadian Cardiovascular Outcomes Research Team (CCORT - see http://www.ccort.ca), a CIHR-funded team grant initiative. The APPROACH initiative has also received contributions from Alberta Health and Wellness, Merck and Frosst Canada Inc., Monsanto Canada Inc-Searle, Eli Lily Canada Inc., Guidant Corporation, Boston Scientific ltd., Hoffman-LaRoche Ltd., and Johnson&Johnson InCordis. These unrestricted grants provide the project with "general use" funds that support the basic infrastructure of this cardiac registry initiative.
The authors declare that they have no competing interests.
FC, BM, PF, MG and WG contributed to the conception and design, analysis and interpretation of data. All authors contributed to the drafting and revision of the article for critically important intellectual content. All authors approved the final version of the manuscript.
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Clement, F.M., Manns, B.J., Brownell, B. et al. A multi-region assessment of population rates of cardiac catheterization and yield of high-risk coronary artery disease. BMC Health Serv Res 11, 323 (2011). https://doi.org/10.1186/1472-6963-11-323