Background
How often echocardiography and cardiac catheterization are used to evaluate left ventricular (LV) function in patients with myocardial infarction (MI) and how they are associated with quality of care is unknown.
Methods
Patients with MI in the Valsartan in Acute Myocardial Infarction (VALIANT) registry were divided into those with (n = 1423) and without (n = 3968) heart failure (HF), and the use of either echocardiography or cardiac catheterization for LV assessment in each group was compared along with associated baseline characteristics. We evaluated the association between LV assessment and discharge medications. Using a multivariable model with a propensity analysis, we evaluated the association of LV assessment with in-hospital outcomes.
Results
Of the patients with HF, 322 (22.6%) had no LV assessment. Patients with HF with LV assessment were discharged more frequently under treatment with aspirin (81.3% vs 70.0%; P<.001), β-blockers (65.6% vs 56.4%; P = .008), clopidogrel (30.4% vs 14.0%; P<.001), and statins (45.9% vs 34.2%; P<.001). Patients without HF who underwent LV assessment were discharged more frequently under treatment with an angiotensin-converting enzyme inhibitor (53.8% vs 41.5%; P<.001). After adjustment for regional use, other covariates, and revascularization, LV assessment was associated with lower in-hospital mortality in patients with HF (adjusted odds ratio [OR], 0.45; P<.001) and in patients without HF (adjusted OR, 0.30; P<.001). After excluding deaths during the first 2 days, LV assessment remained associated with lower mortality in patients with HF (adjusted OR, 0.59; P = .03) and in patients without HF (adjusted OR, 0.41; P<.001).
Conclusion
Left ventricular assessment was frequently not performed during the in-hospital stay of patients with acute MI, including those with clinical HF, and its use was associated with better quality of care.
Current guidelines from professional organizations emphasize early identification and treatment of patients with acute myocardial infarction (MI) or acute coronary syndromes with high-risk features.1-3 Among the most important predictors of 30-day mortality in patients with MI is evidence of either heart failure (HF) by Killip classification or left ventricular (LV) systolic dysfunction.4-6 Thus, evidence of HF or LV systolic dysfunction can influence the choice of therapy.7 In addition, as state and federal efforts to measure quality and publicly report outcomes expand, professional organizations have developed performance measures of quality of care. One such measure is LV assessment in patients with HF who have a clinical event.8-10 For patients with MI who develop complications such as HF or evidence of LV systolic dysfunction, current guidelines recommend further evaluation, yet it is not known how often echocardiography or cardiac catheterization is used to evaluate hospitalized patients with MI, including those complicated by HF.1-3
Numerous studies have evaluated the use of cardiac catheterization in MI, but little is known about the association of LV assessment by either echocardiography or cardiac catheterization with benchmarks of quality care.11-14 In high-risk patients with MI, such as those with HF, diagnostic testing has been recommended to guide revascularization and/or medical therapy.1,2 Cardiac catheterization plays a pivotal role in evaluation, but many hospitals do not have invasive cardiovascular facilities, and entire regions have limited access to this technology. Therefore, noninvasive risk stratification often guides the intensity of care and helps determine the need and urgency of triage for invasive procedures. However, the use of noninvasive diagnostic testing such as echocardiography in the acute MI setting has not been well described.
Using data collected from patients with MI enrolled in the registry associated with the Valsartan in Acute Myocardial Infarction (VALIANT) trial, we examined the frequency of LV assessment by echocardiography or cardiac catheterization, its association with quality of care such as guideline-recommended therapies, and outcomes.15,16
The VALIANT registry was an ancillary study to the main VALIANT trial. The design of VALIANT has been reported previously.16 Briefly, VALIANT was designed to evaluate whether the angiotensin II receptor blocker valsartan, alone or combined with the angiotensin-converting enzyme (ACE) inhibitor captopril, reduces mortality compared with captopril alone in patients with MI complicated by HF and/or LV systolic dysfunction. The VALIANT registry was designed to capture information about the general VALIANT MI population and about international differences in patients with MI and treatments. During a specified portion of the VALIANT trial randomization period, sites were asked to enter all patients presenting with the clinical diagnosis of MI into a consecutive screening registry. The registry form collected the medical history, medication use before MI presentation, initial electrocardiogram results, medication use during the initial day of MI diagnosis, in-hospital clinical events, and discharge disposition. The form also collected procedures performed before discharge, including echocardiography and cardiac catheterization.
All patients admitted during specified screening periods with a clinical diagnosis of MI as determined by the treating physician were entered into the VALIANT registry. Sites chose between limited registry participation for either 2 weeks or 6 months. Although not required for registry enrollment, sites were instructed to use as a guide the VALIANT trial MI inclusion criteria of biomarker evidence of myocardial necrosis and either a symptom complex or an electrocardiogram consistent with MI.16,17
Investigators were asked to designate HF status based on Killip classification (none, I; pulmonary rales, II; pulmonary edema, III; and cardiogenic shock, IV). Clinical events that occurred at presentation or during hospital stay, including worsening HF (defined as unplanned intravenous treatment of new or preexisting HF with inotropic agents, diuretics, or vasodilators) and cardiogenic shock, were also recorded. For this study, patients with HF are defined as those with Killip class of II or higher on presentation or development of HF after admission (defined as unplanned intravenous treatment of HF with inotropic agents, diuretics, or vasodilators).
All primary patient data were collected as part of the VALIANT registry. Continuous baseline characteristics and clinical outcomes were reported as medians with interquartile ranges. Categorical factors were reported using frequencies and percentages. Comparisons of baseline characteristics, variables at presentation, medications (within 24 hours and at discharge), procedures, and clinical event rates were analyzed by using Pearson χ2 tests for categorical variables and Wilcoxon rank-sum tests for ordinal and continuous measures. For percentage calculations, the missing values were assumed to be zero.
Because patients who undergo echocardiography or cardiac catheterization may do so because of different factors, potential confounding was adjusted for by developing a propensity score for having either an echocardiogram or cardiac catheterization.18-20 The propensity score was defined as the conditional probability of getting an echocardiogram or cardiac catheterization given the observed covariates. To calculate the propensity score, possible predictors of receiving an echocardiogram or cardiac catheterization were chosen based on a previously published mortality model from the VALIANT registry.15 The model was selected using the following baseline and presentation variables: age, sex, weight, race, history of angina, prior MI, prior percutaneous coronary intervention, prior bypass surgery, prior HF, stroke, peripheral vascular disease, dyslipidemia, chronic obstructive pulmonary disease, renal insufficiency, hypertension, diabetes, current smoking, first recorded blood pressures, heart rate, Killip class, ST-segment category (elevation, depression, nonspecific changes, Q waves in infarct zone, and left bundle branch block), and MI location (anterior vs inferior). Inclusion into the final model was based on stepwise selection with an α level of ≤.05. From this model, predicted values were obtained, ranked from lowest to highest probability, and then grouped into quintiles of likelihood for having either an echocardiogram or cardiac catheterization. Thus, the first quintile included patients who had the lowest likelihood of receiving an echocardiogram or cardiac catheterization, and the fifth included those with the highest likelihood of receiving the test. If the propensity score performed well at stratifying patients into those likely to undergo LV assessment, then we assumed that the score adequately adjusted for imbalances. Thus, each baseline characteristic would be equally distributed within each quintile (or strata). Finally, a complete model without stepwise selection was tested to determine if any residual confounding from available data was present.
In-hospital mortality was modeled using the variable for test (echocardiography or cardiac catheterization) use alone. This gave an estimate of the association between the test procedure and outcome before any adjustments for imbalances were made. A second model was then created that included not only the test procedure but also the strata for propensity to receive a test procedure and revascularization with either percutaneous coronary intervention or coronary artery bypass grafting. The statistical evaluation of the test procedure in this model estimated the effect after accounting for potential confounding.
For all analyses, a 2-tailed P value of <.05 was considered statistically significant. All analyses were performed using SAS statistical software (SAS Institute, Cary, NC).
Between November 1999 and June 2001, 5573 consecutive patients with MI were enrolled in the VALIANT registry at 84 hospitals in 9 countries (Table 1). Of the patients in the registry, 2479 (44.5%) underwent echocardiography, 3418 (61.3%) underwent cardiac catheterization, and 1423 (25.5%) had HF. Of those with HF, 346 (24.3%) developed HF after presentation. Of those entered into the registry, 182 were missing Killip class data and were excluded from the analysis.
Baseline characteristics associated with greater likelihood of undergoing LV assessment by either echocardiography or cardiac catheterization included younger age, male sex, hypertension, current smoker, hyperlipidemia, ST-segment elevation MI, and inferior MI location (Table 2).
Overall, patients who had HF were more likely to undergo echocardiography and less likely to undergo cardiac catheterization compared with those without HF (Table 3). The converse was true for patients not clinically identified as having HF. Of those who developed worsening HF, 24.0% had neither an echocardiogram nor cardiac catheterization.
In general, patients who underwent echocardiography or cardiac catheterization were more likely to be prescribed guideline-recommended medications (Table 4). Patients without HF were discharged with a prescribed ACE inhibitor more frequently if they had LV assessment with echocardiography or cardiac catheterization. Aspirin, β-blocker, and statin use on discharge was also more frequent in patients with or without HF if either echocardiography or cardiac catheterization was performed. Clopidogrel use was also higher in patients who underwent either procedure, but this was mostly because of cardiac catheterization.
The mortality rate was 24.5% in patients who presented with HF but did not undergo either echocardiography or cardiac catheterization (Table 5; Figure). After adjusting for propensity score quintile, regional use, and revascularization by percutaneous coronary intervention or coronary artery bypass grafting, the use of echocardiography or cardiac catheterization was associated with lower in-hospital mortality in patients with HF (adjusted odds ratio [OR], 0.45; P<.001) (Table 6). If deaths within 2 days were excluded, the mortality rate was 17.1% in patients who did not undergo either echocardiography or cardiac catheterization compared with 10.0% in those who underwent either test (adjusted OR, 0.59; P = .03). This difference in mortality was not significant if deaths within 3 days were excluded (adjusted OR, 0.68; P = .15) (Table 6). The overall mortality rate was lower in patients without clinical HF than in those with HF (3.9% vs 14.5%), but the association of LV assessment with lower mortality was consistent. After excluding deaths within 3 days of admission, the adjusted OR remained significant at 0.44 (P = .002) (Table 6).
Table 7 gives the covariates that significantly increased the propensity for undergoing echocardiography or cardiac catheterization (c index, 0.72). The most significant covariates were age, ST-segment elevation, and region. In addition, a complete model with all baseline variables including medications prior to admission and splines for systolic blood pressure and diastolic blood pressure (c index, 0.73) did not change any of the results, so the parsimonious model is presented herein to illustrate the most important factors associated with LV assessment.
To our knowledge, this is the first study to characterize the use of echocardiography or cardiac catheterization for LV assessment in patients with MI in an international registry. Our results suggest that echocardiography and cardiac catheterization are frequently not performed during the in-hospital MI period, including in patients with an MI complicated by HF. Patients who did not undergo echocardiography or cardiac catheterization were less often discharged on therapies recommended by clinical practice guidelines.
In addition, our data suggest that assessing LV function in patients with MI is associated with better outcomes, although other confounding factors cannot be fully excluded. Several possible explanations for our findings exist. Physicians who comply with guidelines in general may order echocardiograms or cardiac catheterization more often compared with those who do not comply. Thus, the overall care is better for those who comply with guidelines. Echocardiography or cardiac catheterization may provide information that favorably alters management. Either may lead to early identification of patients with LV systolic dysfunction or other evidence of impairment, increasing the use of medical therapy with proven survival benefit or encouraging more vigilant attention to a patient’s clinical status. This seemed to be partly the case in patients without HF, who were prescribed ACE inhibitors more frequently if LV assessment was done. In addition, cardiac catheterization and associated revascularization have a direct impact on survival; however, even after adjustment for this, LV assessment remains associated with improved survival. Furthermore, procedure use may reflect payer status, where less expensive noninvasive tests substitute for cardiac catheterization in populations with poor insurance, a phenomenon evidenced by an analysis of the National Registry of Myocardial Infarction 2 (NRMI-2) database.12 Finally, patients who die early may not have a chance to undergo LV assessment. When patients with HF who died within the first 3 days of admission were excluded, LV assessment was not statistically significantly associated with survival. Although patients who appear to be worse may undergo LV assessment more often, some probably die unexpectedly because of arrhythmias or other sudden mechanical complications without an opportunity for LV assessment. Assessing LV function early in the course of treatment of patients with MI may detect some, but not all, of these complications.
Even though HF confers a high risk for patients with MI, clinicians in the VALIANT registry performed cardiac catheterization more often in the lowest-risk patients and echocardiography more often in the higher-risk population of patients with MI complicated by HF. Thus, there may be a substitution of one procedure for the other. Physicians may choose to send patients who appear to be less likely to die in the near future for cardiac catheterization, or physicians may be risk averse in patients with complications. In addition, it is interesting that despite recognizing clinical HF, physicians chose not to perform further diagnostic testing. Although physicians may have believed that there was no additional information to be gained or may have been waiting for further decline, this may not be the optimal strategy.
Patients with MI complicated by HF have a poor prognosis. Many studies have focused on cardiogenic shock, which has a high mortality rate, but mild-to-moderate HF is one of the most common complications and strongest predictors of in-hospital death.15,21-23 Stratifying patients with MI and intensifying therapy for those at highest risk may improve prognosis. Cardiac catheterization is preferred given the benefits of revascularization, but if it is not possible, there are many reasons for using echocardiography. Determining the extent of systolic and diastolic dysfunction and mitral regurgitation adds prognostic information and may alter clinical management.24-27
With the advent of handheld echocardiography, post-MI imaging data will likely expand.28 This may provide more information than what currently results from clinical examinations or 1-time tests. Unfortunately, it appears that a large group of patients does not undergo risk stratification to evaluate LV function or mitral regurgitation.
Although many studies focus on the impact of HF at presentation with MI, a significant number of patients develop HF after admission. Such patients have a risk of death and recurrent MI similar to that of patients with HF at presentation, and in this registry, 24% did not have any LV assessment.21,29
Lv assessment and quality of care
Applying evidence-based guidelines to improve outcomes of patients with MI is a focus of many national initiatives.30 Determining what defines an important quality metric is a challenge to many. The American College of Cardiology/American Heart Association working group on acute MI has noted several principles for selecting quality performance measures.31 For a performance measure to be an important quality standard it must be meaningful, reliable, valid, modifiable, and feasible. Thus, if evaluating LV function is an important quality measure as it is per HF guidelines, it should be tied to meaningful outcomes.8,9 In addition to suggesting that LV assessment is associated with several quality markers, our data raise an intriguing question of whether LV assessment contributes to improved outcomes or is simply a factor associated with better quality of care given by those who comply with evidence-based therapies.
The reported use of LV assessment and evidence-based guideline-recommended therapies varies across other studies. In the Global Registry of Acute Coronary Events (GRACE), LV function was measured less than in our study, but patients with HF had a slightly higher rate of measurement compared with patients without HF (71.3% vs 69.0%; P = .04).23 Thus, other data besides ours show that the rate of LV assessment seems to be suboptimal, especially when considering that any patient with HF with a new clinical event should be considered for LV function reevaluation.8 Post-MI echocardiography has been associated with higher rates of ACE inhibitor use. In the NRMI-2 study, an ACE inhibitor was prescribed to 59% of patients who underwent echocardiography, compared with 45% of patients who did not; the difference persisted after controlling for LV ejection fraction, anterior MI, hypertension, and congestive HF.32 In the present study, LV assessment by either echocardiography or cardiac catheterization was associated with higher use of aspirin, β-blockers, and statins in patients with HF. In patients without HF, ACE inhibitors were more frequently used if either echocardiography or cardiac catheterization was performed. Left ventricular assessment may provide information that influences medication use in high-risk post-MI patients. The use of beneficial therapies such as ACE inhibitors and β-blockers in high-risk patients continues to fall below the minimum standard, and newer strategies are needed to maximize their use.33-35 Furthermore, the use of evidence-based therapy in the acute MI setting is strongly associated with lower 6-month mortality.36
Regional variation of procedure use
This study demonstrates that regional variation influences the type of LV assessment performed. Patients with MI in the United States and Canada underwent cardiac catheterization more often than those in other regions; in other regions, echocardiography was done more often. In all regions except Australia and New Zealand, at least 75% of patients underwent either echocardiography or cardiac catheterization. Procedure use may reflect regional practice, access to procedures, or differences in reimbursement. Echocardiography is an accessible tool compared with cardiac catheterization and provides a means for determining needed intensity of care. Although observational studies have not demonstrated a difference in mortality between patients at hospitals with or without on-site cardiac catheterization, the use of invasive procedures is significantly higher at hospitals with on-site catheterization.37,38 Risk stratification in hospitals without on-site cardiac catheterization could be done with echocardiography instead. However, at least in the United States, this has not appeared to be the case in previous studies.39 While LV assessment seems to be suboptimal, it is important to recognize that all sites were VALIANT clinical trial sites. Therefore, the frequency in our study is likely to be greater than the rate in true regional practice as evidenced by the Global Registry of Acute Coronary Events (GRACE) study.23
Because this is an observational study, our results have several potential limitations. We did not collect details of the echocardiogram or cardiac catheterization, nor do we know how information from the procedures was used, if at all. The timing of the procedures in relation to MI symptom onset was not recorded; procedures may have been deferred to outpatient follow-up. Although initial LV dysfunction after MI is often followed by some recovery due to reversal of myocardial stunning, the ideal timing of post-MI evaluation of LV systolic function remains unclear.40-42 Confounding related to early deaths may have influenced the findings, although our analyses attempted to limit this. While we attempted to adjust for clinical factors associated with having LV assessment, the propensity analysis is limited to the data available, which likely leaves residual confounding. Lastly, the sites conducting the registry were involved in a clinical trial, and they may not represent generalized care. However, this bias tends to be associated with greater use of procedures and evidence-based medicine.
In conclusion, left ventricular assessment with either echocardiography or cardiac catheterization is frequently not performed in the United States and other countries during the in-hospital stay in evaluating patients with an acute MI, including those complicated by HF. It is associated with other quality-of-care markers such as appropriate medication use and lower in-hospital mortality.
Correspondence: Eric J. Velazquez, MD, Duke Clinical Research Institute, PO Box 17969, Durham, NC 27715 (velaz002@dcri.duke.edu).
Accepted for Publication: March 27, 2005.
Financial Disclosure: Drs Califf, Pfeffer, Solomon, and Velazquez have received research grants from Novartis Pharmaceuticals Corporation. Dr Diaz has given lectures for Novartis. Drs Califf, O’Connor, and Rouleau have received consulting fees from Novartis. Drs Califf, Pfeffer, and Velazquez have received honoraria from Novartis, and Dr Velazquez has served on their speakers bureau. Dr Pfeffer is named as a coinventor on a patent awarded to the Brigham and Women’s Hospital regarding the use of inhibitors of the renin-angiotensin system in selected survivors of myocardial infarction; there is a licensing agreement between Novartis and the Brigham and Women’s hospital, which is not linked to sales.
Role of the Sponsor: Novartis Pharmaceuticals Corporation funded the VALIANT registry and the preparation of the manuscript.
Disclaimer: Drs Califf and Velazquez had full access to all the data in the study and take responsibility for the integrity of the data and the accuracy of the data analysis.
Acknowledgment: We thank Jennifer King, PhD, and Kathryn Baugher of the Duke Clinical Research Institute, Durham, NC, who provided editorial assistance in preparing the manuscript.
1.Antman
EMAnbe
DTArmstrong
PW
et al. ACC/AHA guidelines for the management of patients with ST-elevation myocardial infarction: a report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines (Committee to Revise the 1999 Guidelines for the Management of Patients With Acute Myocardial Infarction).
J Am Coll Cardiol 2004;44E1- E211
PubMedGoogle ScholarCrossref 2.Braunwald
EAntman
EMBeasley
JW
et al. ACC/AHA 2002 guideline update for the management of patients with unstable angina and non-ST-segment elevation myocardial infarction–summary article: a report of the American College of Cardiology/American Heart Association task force on practice guidelines (Committee on the Management of Patients With Unstable Angina).
J Am Coll Cardiol 2002;401366- 1374
PubMedGoogle ScholarCrossref 3.Cheitlin
MDArmstrong
WFAurigemma
GP
et al. ACC/AHA/ASE 2003 guideline update for the clinical application of echocardiography–summary article: a report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines (ACC/AHA/ASE Committee to Update the 1997 Guidelines for the Clinical Application of Echocardiography).
J Am Coll Cardiol 2003;42954- 970
PubMedGoogle ScholarCrossref 4.Anderson
RDWhite
HDOhman
EM
et al. Predicting outcome after thrombolysis in acute myocardial infarction according to ST-segment resolution at 90 minutes: a substudy of the GUSTO-III trial: Global Use of Strategies To Open occluded coronary arteries.
Am Heart J 2002;14481- 88
PubMedGoogle ScholarCrossref 5.Emanuelsson
HKarlson
BWHerlitz
J Characteristics and prognosis of patients with acute myocardial infarction in relation to occurrence of congestive heart failure.
Eur Heart J 1994;15761- 768
PubMedGoogle Scholar 6.Lee
KLWoodlief
LHTopol
EJ
et al. GUSTO-I Investigators, Predictors of 30-day mortality in the era of reperfusion for acute myocardial infarction: results from an international trial of 41,021 patients.
Circulation 1995;911659- 1668
PubMedGoogle ScholarCrossref 7.Sabia
PAbbott
RDAfrookteh
AKeller
MWTouchstone
DAKaul
S Importance of two-dimensional echocardiographic assessment of left ventricular systolic function in patients presenting to the emergency room with cardiac-related symptoms.
Circulation 1991;841615- 1624
PubMedGoogle ScholarCrossref 8.Hunt
SABaker
DWChin
MH
et al. ACC/AHA guidelines for the evaluation and management of chronic heart failure in the adult: executive summary: a report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines (Committee to Revise the 1995 Guidelines for the Evaluation and Management of Heart Failure).
J Am Coll Cardiol 2001;382101- 2113
PubMedGoogle ScholarCrossref 9.Spertus
JAEagle
KAKrumholz
HMMitchell
KRNormand
SLAmerican College of Cardiology/American Heart Association Task Force on Performance Measures, American College of Cardiology and American Heart Association methodology for the selection and creation of performance measures for quantifying the quality of cardiovascular care.
J Am Coll Cardiol 2005;451147- 1156
PubMedGoogle ScholarCrossref 11.Spencer
FAGoldberg
RJFrederick
PDMalmgren
JBecker
RCGore
JM Age and the utilization of cardiac catheterization following uncomplicated first acute myocardial infarction treated with thrombolytic therapy (The Second National Registry of Myocardial Infarction [NRMI-2]).
Am J Cardiol 2001;88107- 111
PubMedGoogle ScholarCrossref 12.Sada
MJFrench
WJCarlisle
DMChandra
NCGore
JMRogers
WJ Influence of payor on use of invasive cardiac procedures and patient outcome after myocardial infarction in the United States: participants in the National Registry of Myocardial Infarction.
J Am Coll Cardiol 1998;311474- 1480
PubMedGoogle ScholarCrossref 13.Mirvis
DMGraney
MJ Impact of race and age on the effects of regionalization of cardiac procedures in the Department of Veterans Affairs Health Care System.
Am J Cardiol 1998;81982- 987
PubMedGoogle ScholarCrossref 14.Guadagnoli
EHauptman
PJAyanian
JZPashos
CLMcNeil
BJCleary
PD Variation in the use of cardiac procedures after acute myocardial infarction.
N Engl J Med 1995;333573- 578
PubMedGoogle ScholarCrossref 15.Velazquez
EJFrancis
GSArmstrong
PW
et al. An international perspective on heart failure and left ventricular systolic dysfunction complicating myocardial infarction: the VALIANT registry.
Eur Heart J 2004;251911- 1919
PubMedGoogle ScholarCrossref 16.Pfeffer
MAMcMurray
JLeizorovicz
A
et al. Valsartan in acute myocardial infarction trial (VALIANT): rationale and design.
Am Heart J 2000;140727- 750
PubMedGoogle ScholarCrossref 17.Pfeffer
MAMcMurray
JJVelazquez
EJ
et al. Valsartan, captopril, or both in myocardial infarction complicated by heart failure, left ventricular dysfunction, or both.
N Engl J Med 2003;3491893- 1906
PubMedGoogle ScholarCrossref 18.D'Agostino
RB
Jr Propensity score methods for bias reduction in the comparison of a treatment to a non-randomized control group.
Stat Med 1998;172265- 2281
PubMedGoogle ScholarCrossref 19.Dawson
RLavori
PW Using inverse weighting and predictive inference to estimate the effects of time-varying treatments on the discrete-time hazard.
Stat Med 2002;211641- 1661
PubMedGoogle ScholarCrossref 20.Cochran
WG The effectiveness of adjustment by subclassification in removing bias in observational studies.
Biometrics 1968;24295- 313
PubMedGoogle ScholarCrossref 21.Spencer
FAMeyer
TEGore
JMGoldberg
RJ Heterogeneity in the management and outcomes of patients with acute myocardial infarction complicated by heart failure: the National Registry of Myocardial Infarction.
Circulation 2002;1052605- 2610
PubMedGoogle ScholarCrossref 22.Wu
AHParsons
LEvery
NRBates
ER Hospital outcomes in patients presenting with congestive heart failure complicating acute myocardial infarction: a report from the Second National Registry of Myocardial Infarction (NRMI-2).
J Am Coll Cardiol 2002;401389- 1394
PubMedGoogle ScholarCrossref 23.Steg
PGDabbous
OHFeldman
LJ
et al. Determinants and prognostic impact of heart failure complicating acute coronary syndromes: observations from the Global Registry of Acute Coronary Events (GRACE).
Circulation 2004;109494- 499
PubMedGoogle ScholarCrossref 24.Volpi
ADe Vita
CFranzosi
MG
et al. The Ad hoc Working Group of the Gruppo Italiano per lo Studio della Sopravvivenza nell'Infarto Miocardico (GISSI)-2 Data Base, Determinants of 6-month mortality in survivors of myocardial infarction after thrombolysis: results of the GISSI-2 data base.
Circulation 1993;88416- 429
PubMedGoogle ScholarCrossref 25.Moller
JESondergaard
EPoulsen
SHEgstrup
K Pseudonormal and restrictive filling patterns predict left ventricular dilation and cardiac death after a first myocardial infarction: a serial color M-mode Doppler echocardiographic study.
J Am Coll Cardiol 2000;361841- 1846
PubMedGoogle ScholarCrossref 27.Killip
T
IIIKimball
JT Treatment of myocardial infarction in a coronary care unit: a two year experience with 250 patients.
Am J Cardiol 1967;20457- 464
PubMedGoogle ScholarCrossref 28.Alexander
JHPeterson
EDChen
AYHarding
TMAdams
DBKisslo
JA
Jr Feasibility of point-of-care echocardiography by internal medicine house staff.
Am Heart J 2004;147476- 481
PubMedGoogle ScholarCrossref 29.Hasdai
DTopol
EJKilaru
R
et al. Frequency, patient characteristics, and outcomes of mild-to-moderate heart failure complicating ST-segment elevation acute myocardial infarction: lessons from 4 international fibrinolytic therapy trials.
Am Heart J 2003;14573- 79
PubMedGoogle ScholarCrossref 30.Roe
MTOhman
EMPollack
CV
Jr
et al. Changing the model of care for patients with acute coronary syndromes.
Am Heart J 2003;146605- 612
PubMedGoogle ScholarCrossref 31.Spertus
JARadford
MJEvery
NR
et al. Challenges and opportunities in quantifying the quality of care for acute myocardial infarction: summary from the Acute Myocardial Infarction Working Group of the American Heart Association/American College of Cardiology First Scientific Forum on Quality of Care and Outcomes Research in Cardiovascular Disease and Stroke.
J Am Coll Cardiol 2003;411653- 1663
PubMedGoogle ScholarCrossref 32.Barron
HVMichaels
ADMaynard
CEvery
NR Use of angiotensin-converting enzyme inhibitors at discharge in patients with acute myocardial infarction in the United States: data from the National Registry of Myocardial Infarction 2.
J Am Coll Cardiol 1998;32360- 367
PubMedGoogle ScholarCrossref 33.The Acute Infarction Ramipril Efficacy (AIRE) Study Investigators, Effect of ramipril on mortality and morbidity of survivors of acute myocardial infarction with clinical evidence of heart failure.
Lancet 1993;342821- 828
PubMedGoogle Scholar 34.Flather
MDYusuf
SKober
L
et al. ACE-Inhibitor Myocardial Infarction Collaborative Group, Long-term ACE-inhibitor therapy in patients with heart failure or left-ventricular dysfunction: a systematic overview of data from individual patients.
Lancet 2000;3551575- 1581
PubMedGoogle ScholarCrossref 35.Dargie
HJ Effect of carvedilol on outcome after myocardial infarction in patients with left-ventricular dysfunction: the CAPRICORN randomised trial.
Lancet 2001;3571385- 1390
PubMedGoogle ScholarCrossref 36.Mukherjee
DFang
JChetcuti
SMoscucci
MKline-Rogers
EEagle
KA Impact of combination evidence-based medical therapy on mortality in patients with acute coronary syndromes.
Circulation 2004;109745- 749
PubMedGoogle ScholarCrossref 37.Every
NRParsons
LSFihn
SD
et al. MITI Investigators: Myocardial Infarction Triage and Intervention, Long-term outcome in acute myocardial infarction patients admitted to hospitals with and without on-site cardiac catheterization facilities.
Circulation 1997;961770- 1775
PubMedGoogle ScholarCrossref 38.Krumholz
HMChen
JMurillo
JECohen
DJRadford
MJ Admission to hospitals with on-site cardiac catheterization facilities: impact on long-term costs and outcomes.
Circulation 1998;982010- 2016
PubMedGoogle ScholarCrossref 39.Rogers
WJCanto
JGBarron
HVBoscarino
JAShoultz
DAEvery
NR Treatment and outcome of myocardial infarction in hospitals with and without invasive capability.
J Am Coll Cardiol 2000;35371- 379
PubMedGoogle ScholarCrossref 40.Sheehan
FHDoerr
RSchmidt
WG
et al. Early recovery of left ventricular function after thrombolytic therapy for acute myocardial infarction: an important determinant of survival.
J Am Coll Cardiol 1988;12289- 300
PubMedGoogle ScholarCrossref 41.Solomon
SDGlynn
RJGreaves
S
et al. Recovery of ventricular function after myocardial infarction in the reperfusion era: the healing and early afterload reducing therapy study.
Ann Intern Med 2001;134451- 458
PubMedGoogle ScholarCrossref 42.Christian
TFBehrenbeck
TPellikka
PAHuber
KCChesebro
JHGibbons
RJ Mismatch of left ventricular function and infarct size demonstrated by technetium-99m isonitrile imaging after reperfusion therapy for acute myocardial infarction: identification of myocardial stunning and hyperkinesia.
J Am Coll Cardiol 1990;161632- 1638
PubMedGoogle ScholarCrossref