SlideShare a Scribd company logo
1 of 8
Download to read offline
© Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org
Background
With the advent of effective medical therapy and sophisticated
percutaneous and surgical coronary revascularization
techniques, life expectancy of patients with coronary artery
disease (CAD) has dramatically improved (1). Consequently,
more Medicare patients are being referred for ECG gated
single photon emission computed tomography myocardial
perfusion imaging (MPI) studies using exercise (eMPI) and
pharmacologic (pMPI) stress to evaluate the presence and
extent of underlying atherosclerotic CAD.
In the United States, the proportion of the population
over the age of 65 years is projected to increase from 12.4%
in 2000 to 19.6% in 2030 (2). Although the elderly represent
only 13% of the population, they consume approximately
36% of health care expenditures (3). Despite being major
consumers of the health care dollar, the Medicare population
has been under-represented in clinical trials assessing the
utility of interventional and diagnostic strategies (4).
In this age of increasing Medicare costs, the role of
non-invasive stress testing remains poorly defined in
the elderly. A previous study demonstrated that exercise
stress testing provides different prognostic information in
Original Article
Predictive value of exercise myocardial perfusion imaging in the
Medicare population: the impact of the ability to exercise
Deborah H. Kwon, Venu Menon, Penny Houghtaling, Elizabeth Lieber, Richard C. Brunken, Manuel D.
Cerqueira, Wael A. Jaber
Cleveland Clinic, Department of Cardiovascular Medicine, Cleveland, OH 44195, USA
Corresponding to: Deborah H. Kwon, MD. Cleveland Clinic, Department of Cardiovascular Medicine, 9500 Euclid Avenue, J1-5, Cleveland, OH
44195, USA. Email: kwond@ccf.org.
Background: Although the prognostic value of quantitative single photon emission computed tomography
myocardial perfusion imaging (MPI) with exercise and pharmacologic stress is well established, the
prognostic and management value in the Medicare age population is less clear.
Methods: The prospectively populated Cleveland Clinic nuclear cardiology database was used to identify
5,994 consecutive pateints, age >65 years [1,664 (28%) exercise MPI, mean age 72.4±5.1, 74% male], who
underwent MPI between January 2004 and January 2008. Clinical baseline variables, post test 90 days
revascularization and MPI variables were analyzed. Overall and stratified nonparametric survival estimates
were obtained by Kaplan-Meier method. Median follow-up time was 2.4 years. Parametric hazard modeling
with bootstrap bagging methods was used to determine prognostic variables predicting mortality.
Results: There was no difference in mortality in patients with an abnormal MPI vs. those with normal MPI.
Amongst the patients who underwent exercise MPI, there were 103 (6%) deaths and 121 (8.2%) revascularizations.
Only lower exercise capacity (<7 METs) and higher end systolic volume (ESV) predicted mortality. Although
a larger amount of ischemia influenced down stream revascularization ischemia, revascularization of patients
with an abnormal exercise MPI did not offer a survival benefit (log rank P value=0.01).
Conclusions: In the a Medicare age population, exercise MPI perfusion variables influenced rates of
revascularization but failed to provide incremental significant risk-stratification beyond exercise capacity.
Maximum METs achieved appears to be a better predictor of survival.
Keywords: Cardiovascular outcomes; exercise testing; prognosis; single-photon emission computed tomography;
revascularization
Submitted Nov 22, 2013. Accepted for publication Feb 15, 2014.
doi: 10.3978/j.issn.2223-3652.2014.02.09
Scan to your mobile device or view this article at: http://www.thecdt.org/article/view/3365/4203
6 Kwon et al. Prognostic value of MPI in the Medicare population
© Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org
middle aged vs. elderly men over the age of 75 years (5),
and elderly patients are often unable to exercise or have
contraindications to exercise stress testing (6-8). Several
recent studies have combined both eMPI and pMPI test
types in their outcomes evaluation in elderly patients (9-17);
However, end systolic volume (ESV), stress ejection fraction
(EF), functional capacity, and the impact of downstream
revascularization were not consistently measured and
analyzed. Therefore, it is unknown how functional capacity,
EF, ESV, and the presence of ischemia interact to predict
risk in elderly patients. We sought to determine the value of
exercise MPI and clinical variables in predicting mortality
in a large, diverse elderly patient population who underwent
gated eMPI. Furthermore, we sought to assess the rate of
downstream revascularization and outcomes in this large
cohort.
Methods
Our institution’s IRB approved nuclear cardiology database
prospectively records variables on all patients referred for
MPI. A 17-segment model is used to semiquantitatively
score rest and stress perfusion, EF, wall motion score and
the subjective presence of left and right ventricular (RV)
dilation are recorded (18).
A retrospective analysis of this database was performed
to identify all patients who underwent adenosine
pharmacological and exercise gated MPI between October
2004 and January 2008. The choice of MPI testing was
made by the referring physician.
Clinical variables [age, gender, smoking history, diabetes,
insulin use, hypertension, and history of coronary artery
bypass grafting (CABG)], nuclear variables [stress EF,
summed difference score (SDS), summed rest score (SRS),
stress ESV, RV dilation, and the overall physician’s result of
the test (abnormal, equivocal, or normal)] were recorded.
All revascularization procedures [percutaneous intervention
(PCI) or CABG] found within 90 days of the index MPI
study were analyzed.
Gated MPI stress protocol
Patients undergoing eMPI were subjected to an appropriate
exercise protocol guided by the individual patient’s
functional capacity. Heart rate, blood pressure, and ECG
were continuously monitored throughout both study types.
All protocols, acquisition, processing, and display were
performed in accordance with the Imaging Guidelines of
the American Society of Nuclear Cardiology (19).
Stress and rest perfusion images were semi-quantitatively
scored using a 17-segment model of the left ventricle using
4DMMPI software (Invia, Ann Arbor, Michigan) (18).
Global summed stress score (SSS) and SRS were calculated
by adding the scores of the 17 segments in the stress and
resting images, respectively. Each segment was scored by an
experienced physician certified by the Certification Board
of Nuclear Cardiology or the American Board of Nuclear
Medicine using a 5-point scoring system (0, normal; 1,
equivocal; 2, moderate reduction of isotope uptake; 3,
severe reduction of uptake; and 4, absence of detectable
tracer uptake in a segment). On the basis of the number and
severity of segments with scores >2, the observers judged
the study results as normal, abnormal, or equivocal/non-
diagnostic (20). Studies were deemed non-diagnostic due
to poor study quality despite re-scanning and/or multiple
reiterations due to severe attenuation artifacts, poor count
statistics, significant adjacent gastro-intestinal activity, or
motion artifacts causing image degradation.
Statistical analysis
The primary end-point was all-cause mortality (21).
Continuous data are expressed as means ± standard deviation.
Wilcoxon rank sum tests were used to analyze group
differences for the continuous data. Categorical data are
displayed as frequencies and percentages, and comparisons are
made using Chi-square tests (Fisher exact tests if appropriate).
Results were analyzed in three groups (normal, abnormal and
equivocal). Transformations of the continuous measures (i.e.,
logarithmic, inverse, exponential) were assessed for proper
calibration of risk factors with respect to outcome.
Overall and stratified nonparametric survival estimates were
obtained by the Kaplan-Meier method. A parametric method
was used to resolve the number of phases of instantaneous
risk for death (hazard function) and to estimate the shaping
parameters. Due to the quite constant phase of events
following MPI, final multivariable models were created and
presented using Cox proportional hazard models. In the
mortality analyses, interactions of ESV with gender, age, and
test result were all tested to assess any subgroup differences.
Bootstrap bagging with automated re-sampling and
stepwise selection was used to determine reliable risk
factors of mortality (22). Factors occurring in 50% or
more of the bootstrap models were retained to form a
final multivariable risk factor model. All variables were
considered for the initial mortality analysis using 200
7Cardiovascular Diagnosis and Therapy, Vol 4, No 1 February 2014
© Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org
bootstrap runs. Mean imputation was used for missing data
values. A second bootstrap analysis was done (200 additional
runs) after excluding the individual segment scores to
avoid confounding and focus on the summary scores for
prediction. Statistical analyses were performed using SAS®
version 9.1.
Follow-up
The average follow-up was 2.4±0.9 years (median 2.4 years).
We searched the Social Security Death Index to identify
deaths that occurred after the index MPI study during
follow-up. All-cause mortality has been shown to be a more
objective and unbiased endpoint than “cardiac mortality” (21).
Furthermore, competing non-cardiovascular mortality risk in
this elderly population is important. We also looked at 90-day
percutaneous or surgical revascularization for the whole group.
Results
The clinical and MPI findings and characteristics for the
overall study population are listed in Tables 1 and 2. There
were 1,644 patients in our study population that underwent
eMPI (74% male and a mean age of 72.4±5.1 years).
Amongst the patients that underwent exercise MPI, there
were 103 deaths during the follow-up time (See Table 1).
There were 573 (34%) total abnormal exercise MPI
studies, and 48 (3%) equivocal studies. Subsequent
revascularization was performed on 121/573 (21%) patients
with abnormal exercise MPI and 15/1,043 (1%) in the
normal exercise MPI group within 90 days (Figure 1).
The rates of revascularization based on reported SSS
and SDS is summarized in Tables 3 and 4. It is clear that
the size of the perfusion defect as assessed by SDS and SSS
influenced down stream revascularization.
There was no difference in mortality in patients with
abnormal MPI vs. those with normal perfusion studies
(Figure 2). The standard MPI variables, except for ESV,
failed to risk-stratify elderly patients who were able to
exercise. The maximum METs ranged from 2.4 to 14.5
(25% of the patients achieved <6.3 METs, and 25%
achieved >8.7 METs), with a mean of 7.4±1.8 METs in this
population.
The maximum METs achieved was the most powerful
predictor of death amongst patients who were able to
exercise. Patients who were able to exercise ≤7 METs
(n=758) had significantly worse survival compared those
who were able to exercise >7 METs (n=906) (log-rank
Table 1 Baseline demographics
Patient characteristics Total population, N=5,944 pMPI, N=4,280 eMPI, N=1,664 P-value
Age, year 74.5±5.95 75.3±6.08 72.4±5.06 <0.0001
Male 3,560 (60%) 2,330 (54%) 1,230 (74%) <0.0001
BMI 28.7±8.32 29±8.4 27.9±8.07 <0.0001
Death on follow-up 701 (12%) 629 (15%) 72 (4%) <0.0001
Non-insulin dependent DM 1,196 (20%) 949 (22%) 247 (15%) <0.0001
Insulin dependent DM 500 (8.4%) 442 (10%) 58 (3.5%) <0.0001
Hypertension 5,027 (90%) 3,727 (87%) 1,300 (78%) <0.0001
Known CAD 3,034 (51%) 2,097 (49%) 937 (56%) <0.0001
History of_CABG 1,680 (28%) 1,189 (28%) 491 (30%) 0.22
History of_PCI 1,769 (30%) 1,162 (27%) 607 (36%) <0.0001
Betablocker use 3,569 (60%) 2,710 (64%) 859 (52%) <0.0001
Ace-inhibitor use 2,381 (40%) 1,749 (41%) 632 (38%) 0.03
Statin use 3,752 (63%) 2,614 (61%) 1,138 (68%) <0.0001
Current tobacco use 372 (6.3%) 301 (7.1%) 71 (4.3%) <0.0001
Resting systolic blood pressure 139.67±20.35 138±19 140±20 0.005
Resting diastolic blood pressure 81.13±15.25 82±11 81±15 0.54
pMPI, pharmacologic myocardial perfusion imaging; eMPI, exercise myocardial perfusion imaging; CAD, coronary artery disease;
CABG, coronary artery bypass grafting; PCI, percutaneous intervention.
8 Kwon et al. Prognostic value of MPI in the Medicare population
© Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org
P<0.0001) (Figure 2). Patients with abnormal scans who
underwent subsequent revascularization had worse survival
compared to those who had abnormal scans but were not
revascularized at 2.4 years of follow-up (Figure 3; log rank
P-value =0.01). The independent predictors of survival
for patients undergoing MPI are listed in Table 5. A high
ESV, male gender, diabetes, and older age were also
independently associated with worse survival. No other
nuclear variables were independent predictors of mortality.
Table 6 lists the MPI variables in Cox proportional hazard
model for death, which were not significantly associated
with mortality in our study.
Discussion
In this study, we evaluated the prognostic value of clinical
and MPI variables in elderly patients undergoing MPI as well
as the rates and outcomes of subsequent revascularization.
Our study is the a large observational study in the modern
era of medical therapy that shows that elderly patients (mean
age 75) who are able to exercise have excellent prognosis,
despite an abnormal MPI test result. The only MPI variable
that predicted mortality in this group was a higher ESV.
Furthermore, patients who achieved greater than seven
METs had significantly improved outcomes compared to
those who achieved ≤7 METs. However, the overall MPI
test result when dichotomized into normal vs. abnormal did
not provide any further risk stratification in those with less
functional capacity.
Our study also demonstrated that as expected when
patients have a larger perfusion defect, a higher rate of
revascularization was seen. For instance patients with limited
Table 2 Nuclear MPI variables
Nuclear variables Total population, N=5,944 pMPI, N=4,280 eMPI, N=1,664 P-value
Abnormal stress test 2,294 (39%) 1,721 (40%) 573 (34%) <0.0001
Equivocal stress test 192 (3.2%) 144 (3.4%) 48 (2.9%) 0.32
Normal stress test 3,458 (58%) 2,415 (56%) 901 (54%) 0.22
Stress ESV 35.1±33.5 37.6±36 28.7±25.1 <0.0001
SRS 2.68±5.72 2.84±5.91 2.26±5.17 0.0001
SSS 4.8±7.3 5.02±7.4 4.24±7 <0.0001
Stress EF 62.8±14.2 61.4±14.6 66.5±12.3 <0.0001
Stress EDV 79.8±43.2 81.9±45.4 74.4±36.6 <0.0001
SDS 2.12±4.37 2.18±4.37 1.98±4.34 0.0042
pMPI, pharmacologic myocardial perfusion imaging; eMPI, exercise myocardial perfusion imaging; EF, ejection fraction; ESV, end-
systolic volume; SDS, summed difference score; SRS, summed rest score; SSS, summed stress score.
Figure 1 Flow chart of patients based on type of myocardial
perfusion imaging (MPI), test result, and revascularization.
Table 3 Revascularization rates stratified by summed stress score
Total # abnormal
MPI N=573
Rate of 90 day
revascularization [%]
SSS =0-2 39 1 [2.6]
SSS =3-4 88 11 [12]
SSS >4 446 109 [24]*
*, Chi-square with two degrees of freedom =14.94, P=0.0006.
#, number of patients.
Table 4 Revascularization rates stratified by summed difference score
Total # abnormal
MPI N=573
Rate of 90 day
revascularization [%]
SDS =0-2 202 10 [5.0]
SDS =3-4 98 13 [13]
SDS ≥4 273 98 [36]*
*, Chi-Square with two degrees of freedom =71.12, P=0.0001.
#, number of patients.
9Cardiovascular Diagnosis and Therapy, Vol 4, No 1 February 2014
© Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org
or no ischemia had only 5% chance of revascularization at
90 days versus a 36% chance when the amount of
ischemia was large (Table 4). However, a limited impact of
revascularization on short-term mortality was observed,
particularly in patients who can exercise. In fact, patients
with abnormal exercise MPI who subsequently underwent
revascularization had worse outcomes than those who did
not, suggesting that the early procedural hazard was not
associated with downstream survival benefit at the time of
follow up.
MPI in the middle-aged population has been shown to
provide incremental prognostic value for predicting cardiac
events and death in patients with known or suspected CAD.
One meta-analysis demonstrated that both age and the
inability to complete an exercise test are independent and
negative prognostic indicators in patients with CAD (23).
These data cannot be translated to the Medicare population
given the co-morbidities present as well as the competing
mortality risk from other disease processes. A recent study
of elderly patients undergoing MPI demonstrated the utility
of MPI in elderly patients over the age of 75 years (13).
However, this retrospective study analyzed patients who
underwent MPI between 1991 and 1999, and it is unclear
if these patients were treated with modern medical therapy.
Furthermore, the study population had relatively mild
perfusion defects, and the study did not distinguish between
differences in outcomes after subsequent revascularization
based on the type of stress testing (exercise vs. pharmacologic),
or functional capacity. Several smaller studies have also
examined the prognostic value of MPI in the elderly
(9-12,15,16,24,25); however, our study is novel in that it
demonstrates the neutralizing effect of the ability to exercise in
patients with abnormal MPI in an older patient population.
We also demonstrated that maximum METs achieved
was the most powerful independent predictor of mortality,
even more powerful than age and abnormal MPI findings,
in this patient population. This finding contradicts previous
smaller studies and conventional thinking that MPI findings
0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5
YearsYears
Abnormal 573 572 569 51 429 326 206 60
Normal 1,043 1,042 1,027 871 687 512 335 105
Abnormal
Normal
P=0.67
>7 METs 906 906 903 792 648 495 232 100
≤7 METs 758 755 741 636 514 377 240 69
>7 METs
≤7 METs
Survival(%)
Survival(%)
100
90
80
70
60
50
100
90
80
70
60
50
Survival based on study impression Survival based on maximum METs achieved
0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5
P<0.001
Figure 2 Exercise group only-survival analysis.
0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5
Years (after exercise test)
Survival(%)
100
90
80
70
60
50
P-value=0.01*
Normal exercise MPI
Abnormal exercise MPI-revascularization
Abnormal exercise MPI-no revascularization
0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5
Normal 1,043 1,042 1,027 871 687 513 335 105
Abnormal (–revasc) 452 452 449 413 344 267 167 54
Abnormal (+revasc) 121 121 120 100 86 59 40 7
Figure 3 Exercise only group—Unadjusted survival of patients
with abnormal myocardial perfusion imaging (MPI) based on
revascularization. *, assuming that >90% of patients underwent
subsequent percutaneous intervention (PCI) at our institution.
10 Kwon et al. Prognostic value of MPI in the Medicare population
© Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org
should provide incremental information over functional
capacity in this patient population (9,11,23,25). However,
our findings are supported by three other studies. The first
examined the utility of MPI as well as exercise treadmill
testing (ETT) in 626 outpatients age 65 and older, mean
age 70.7 years. This study found that age, gender, exercise
tolerance, and ischemia were independent predictors
of death (25). ROC curve analysis in this study for the
prediction of future events demonstrated the area under
the curve to be 0.659 for patient age and sex; 0.715 for age,
sex, and treadmill time (P=0.048 vs. age and sex); and 0.721
for age, sex, treadmill time, and MPI ischemia (P=0.027
vs. age and sex but P=NS vs. age, sex, and treadmill time).
Therefore, this suggests that after age, sex, and exercise
tolerance were determined, the addition of ischemia of
assessment by MPI offered relatively small incremental
value. The other evaluated 514 elderly patients (≥65 yrs)
who underwent ETT and demonstrated that workload
alone was the only ETT variable that was independently
associated with outcomes (26). Furthermore, Sui et al.
evaluated a cohort of 2,603 patients over the age of 60 years
and found that poor cardiorespiratory fitness was a powerful
predictor of mortality (27).
Our study demonstrates that traditionally accepted
prognostic nuclear variables are not as useful in the
Medicare population undergoing MPI. Clinical variables,
ESV, and functional capacity provided the most prognostic
information in terms of all-cause mortality. It is important
to note that ESV was the only MPI variable that was
predictive of survival, which was also recently demonstrated
in a recent study by Doyle et al. (28).
Older patients with stable CAD who undergo
interventions represent a substantial expenditure without
proof of benefit (29). As the population continues to age,
the potential financial burden of increasing nuclear imaging
studies and possible subsequent interventions may be
significant. Therefore, the prognostic benefit needs to be
closely scrutinized. Our study again raises the question of
prognostic benefit of such procedures, particularly in older
patients who can exercise. With recent studies such as the
COURAGE trial (30), the there is little justification for
spending resources on stress imaging to guide subsequent
revascularizations in elderly patients with stable CAD.
The randomized Trial of Invasive versus Medical therapy
in Elderly patients (TIME) trial demonstrated only a
significant reduction in anginal symptoms and subsequent
hospitalizations, but no significant improvement in
mortality, in patients who were revascularized versus those
who were treated medically (31). Therefore, in older
patients without symptoms, stress imaging and subsequent
revascularization for abnormal findings may not provide
any prognostic benefit. Furthermore, in patients who are
able to exercise, an abnormal MPI does not appear to
impact survival or provide any further risk stratification.
In an era of increasing Medicare and budgetary financial
constraints and with the explosion of proven pharmaceutical
therapeutic primary and secondary prevention tools (Asprin,
betablockers, ACE inhibitors, Clopidogrel and statins),
the utility of non-invasive stress testing in the Medicare
population needs to be further scrutinized.
Table 5 Multivariable Cox proportional hazard model for death
Risk factor Estimate ± SE Chi-square statistic P-value HR (95% CI) Reliability (%)
Max METs –0.38±0.082 21.9 <0.0001 0.68 (0.58-0.80) 59
ESVa
1.7E-7±4.9E-8 11.8 0.0006 NA 62
Male 070±0.31 5.1 0.0200 2.0 (1.1-3.7) 50
Diabetes 0.59±0.26 5.1 0.0200 1.8 (1.08-3.0) 50
Older ageb
0.54±0.24 4.9 0.0300 NA 50
a
, cubic transformation, ESV3
; b
, exponential transformation exp (age/50). ESV, end systolic volume; HR, hazard ratio.
Table 6 MPI variables in Cox proportional hazard model for death
Exercise
group
Univariable Multivariable*
HR (95% CI) P-value HR (95% CI) P-value
SSS 1.018
(0.989-1.047)
0.23 0.993
(0.960-1.030)
0.68
SRS 1.001
(0.957-1.046)
0.97 0.971
(0.921-1.023)
0.27
SDS 1.039
(0.997-1.083)
0.07 1.014
(0.971-1.058)
0.54
*, Includes the five variables from Table 5 with the single
nuclear variable added; HR, hazard ratio.
11Cardiovascular Diagnosis and Therapy, Vol 4, No 1 February 2014
© Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org
Limitations
Selection bias may be a significant limitation in our study.
Our patients were referred for MPI at a tertiary-care
medical center, and may have more co-morbidities than
the typical patient of similar age, however we included all
patients (both ambulatory and hospitalized patients) who
presented for evaluation. Subsequent myocardial infarction
and cardiac hospitalization were not recorded in this study.
Another limitation is that 90-day revascularization status
was based upon knowledge of CABG and PCI performed
at our institution. Active follow-up was not used in the
analysis of revascularization; however, from our clinical
practice patterns, we assume that >90% of this patient
cohort would have returned here for care and only a few
early interventions would have been missed. Statistical
comparisons and long-term evaluation of the effect of
revascularization would need active follow-up and a more
appropriate competing risk analysis.
Conclusions
In our study population, perfusion defects on MPI lacked
the ability to provide incremental risk stratification. The
ability to exercise and the number of METs achieved seem
to neutralize the impact of MPI results on mortality. In
this setting, patients who are able to exercise have excellent
outcomes, despite abnormal MPI findings. As expected,
the results of MPI influenced the rate of revascularization.
However, revascularization in patients who can exercise
even when faced with an abnormal MPI failed to be
protective. The assumption that MPI in older patients can
be further risk stratify patients beyond exercise capacity in
the modern era needs to be tested in a prospective trial.
Acknowledgements
DHK, PH, and WAJ 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.
Disclosure: Dr. Kwon is a consultant for Astellas. Dr. Manuel
Cerqueira is on the Scientific Advisory Board and Speakers
Bureau for Astellas Pharma USA. None of the other authors
have conflicts of interests that would bias the analysis of our
study.
References
1.	 Foot DK, Lewis RP, Pearson TA, et al. Demographics
and cardiology, 1950-2050. J Am Coll Cardiol
2000;35:66B-80B.
2.	 Konstam MA, Patten RD, Thomas I, et al. Effects of
losartan and captopril on left ventricular volumes in elderly
patients with heart failure: results of the ELITE ventricular
function substudy. Am Heart J 2000;139:1081-7.
3.	 Senior R, Basu S, Kinsey C, et al. Carvedilol prevents
remodeling in patients with left ventricular dysfunction
after acute myocardial infarction. Am Heart J
1999;137:646-52.
4.	 Weintraub WS, Boden WE, Zhang Z, et al. Cost-
effectiveness of percutaneous coronary intervention in
optimally treated stable coronary patients. Circ Cardiovasc
Qual Outcomes 2008;1:12-20.
5.	 Kwok JM, Miller TD, Hodge DO, et al. Prognostic value
of the Duke treadmill score in the elderly. J Am Coll
Cardiol 2002;39:1475-81.
6.	 Fletcher GF, Balady GJ, Amsterdam EA, et al. Exercise
standards for testing and training: a statement for
healthcare professionals from the American Heart
Association. Circulation 2001;104:1694-740.
7.	 Gibbons RJ, Balady GJ, Bricker JT, et al. ACC/AHA 2002
guideline update for exercise testing: summary article. A
report of the American College of Cardiology/American
Heart Association Task Force on Practice Guidelines
(Committee to Update the 1997 Exercise Testing
Guidelines). J Am Coll Cardiol 2002;40:1531-40.
8.	 Gibbons RJ, Balady GJ, Beasley JW, et al. ACC/AHA
Guidelines for Exercise Testing. A report of the American
College of Cardiology/American Heart Association Task
Force on Practice Guidelines (Committee on Exercise
Testing). J Am Coll Cardiol 1997;30:260-311.
9.	 De Winter O, Velghe A, Van de Veire N, et al. Incremental
prognostic value of combined perfusion and function
assessment during myocardial gated SPECT in patients
aged 75 years or older. J Nucl Cardiol 2005;12:662-70.
10.	 Lima RS, De Lorenzo A, Pantoja MR, et al.
Incremental prognostic value of myocardial perfusion
99m-technetium-sestamibi SPECT in the elderly. Int J
Cardiol 2004;93:137-43.
11.	 Valeti US, Miller TD, Hodge DO, et al. Exercise single-
photon emission computed tomography provides effective
risk stratification of elderly men and elderly women.
Circulation 2005;111:1771-6.
12.	 Zafrir N, Mats I, Solodky A, et al. Characteristics
and outcome of octogenarian population referred for
myocardial perfusion imaging: comparison with non-
octogenarian population with reference to gender. Clin
12 Kwon et al. Prognostic value of MPI in the Medicare population
© Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org
Cite this article as: Kwon DH, Menon V, Houghtaling P,
Lieber E, Brunken RC, Cerqueira MD, Jaber WA. Predictive
value of exercise myocardial perfusion imaging in the
Medicare population: the impact of the ability to exercise.
Cardiovasc Diagn Ther 2014;4(1):5-12. doi: 10.3978/
j.issn.2223-3652.2014.02.09
Cardiol 2006;29:117-20.
13.	 Hachamovitch R, Kang X, Amanullah AM, et al.
Prognostic implications of myocardial perfusion single-
photon emission computed tomography in the elderly.
Circulation 2009;120:2197-206.
14.	 Kawamura M, Ohta Y, Katoh K, et al. Medium- to long-
term prognostic impact of dipyridamole thallum-201
myocardial single-photon emission computed tomography
in elderly patients. Circ J 2003;67:913-7.
15.	 Nagao T, Chikamori T, Hida S, et al. Quantitative gated
single-photon emission computed tomography with (99m)
Tc sestamibi predicts major cardiac events in elderly
patients with known or suspected coronary artery disease:
the QGS-Prognostic Value in the Elderly (Q-PROVE)
Study. Circ J 2007;71:1029-34.
16.	 Schinkel AF, Elhendy A, Biagini E, et al. Prognostic
stratification using dobutamine stress 99mTc-tetrofosmin
myocardial perfusion SPECT in elderly patients unable to
perform exercise testing. J Nucl Med 2005;46:12-8.
17.	 Johnson NP, Schimmel DR Jr, Dyer SP, et al. Survival
by stress modality in patients with a normal myocardial
perfusion study. Am J Cardiol 2011;107:986-9.
18.	 Cerqueira MD, Weissman NJ, Dilsizian V, et al.
Standardized myocardial segmentation and nomenclature
for tomographic imaging of the heart. A statement for
healthcare professionals from the Cardiac Imaging
Committee of the Council on Clinical Cardiology of the
American Heart Association. Int J Cardiovasc Imaging
2002;18:539-42.
19.	 Berman DS, Kiat H, Friedman JD, et al. Separate
acquisition rest thallium-201/stress technetium-99m
sestamibi dual-isotope myocardial perfusion single-photon
emission computed tomography: a clinical validation study.
J Am Coll Cardiol 1993;22:1455-64.
20.	 Berman DS, Hachamovitch R, Kiat H, et al. Incremental
value of prognostic testing in patients with known or
suspected ischemic heart disease: a basis for optimal
utilization of exercise technetium-99m sestamibi
myocardial perfusion single-photon emission computed
tomography. J Am Coll Cardiol 1995;26:639-47.
21.	 Lauer MS, Blackstone EH, Young JB, et al. Cause of death
in clinical research: time for a reassessment? J Am Coll
Cardiol 1999;34:618-20.
22.	 Efron B, Tibshirani RJ. eds. An Introduction to the
Boostrap. New York: Chapman and Hall/CRC, 1998.
23.	 Navare SM, Mather JF, Shaw LJ, et al. Comparison of
risk stratification with pharmacologic and exercise stress
myocardial perfusion imaging: a meta-analysis. J Nucl
Cardiol 2004;11:551-61.
24.	 Curtis JP, Ko DT, Wang Y, et al. The prognostic value of
vasodilator myocardial perfusion imaging in octogenarians.
Am J Geriatr Cardiol 2004;13:239-45; quiz 246-7.
25.	 Steingart RM, Hodnett P, Musso J, et al. Exercise
myocardial perfusion imaging in elderly patients. J Nucl
Cardiol 2002;9:573-80.
26.	 Goraya TY, Jacobsen SJ, Pellikka PA, et al. Prognostic
value of treadmill exercise testing in elderly persons. Ann
Intern Med 2000;132:862-70.
27.	 Sui X, LaMonte MJ, Laditka JN, et al. Cardiorespiratory
fitness and adiposity as mortality predictors in older adults.
JAMA 2007;298:2507-16.
28.	 Doyle M, Weinberg N, Pohost GM, et al. Left ventricular
energy model predicts adverse events in women with
suspected myocardial ischemia: results from the NHLBI-
sponsored women’s ischemia syndrome evaluation (WISE)
study. Cardiovasc Diagn Ther 2013;3:64-72.
29.	 Agarwal S, Banerjee S, Tuzcu EM, et al. Influence of age
on revascularization related costs of hospitalization among
patients of stable coronary artery disease. Am J Cardiol
2010;105:1549-54.
30.	 Boden WE, O’Rourke RA, Teo KK, et al. Optimal medical
therapy with or without PCI for stable coronary disease. N
Engl J Med 2007;356:1503-16.
31.	 Pfisterer M, Trial of Invasive versus Medical therapy in
Elderly patients Investigators. Long-term outcome in
elderly patients with chronic angina managed invasively
versus by optimized medical therapy: four-year follow-up
of the randomized Trial of Invasive versus Medical therapy
in Elderly patients (TIME). Circulation 2004;110:1213-8.

More Related Content

What's hot

Vascular repair after firearm injury is associated with increased morbidity a...
Vascular repair after firearm injury is associated with increased morbidity a...Vascular repair after firearm injury is associated with increased morbidity a...
Vascular repair after firearm injury is associated with increased morbidity a...anomwiradana
 
Benefits os Statins in Elderly Subjects Without Established Cardiovascular Di...
Benefits os Statins in Elderly Subjects Without Established Cardiovascular Di...Benefits os Statins in Elderly Subjects Without Established Cardiovascular Di...
Benefits os Statins in Elderly Subjects Without Established Cardiovascular Di...Rodrigo Vargas Zapana
 
Murley Meghan Thesis Female Heart Rate Variability - A Pilot Reliability Study
Murley Meghan Thesis Female Heart Rate Variability - A Pilot Reliability StudyMurley Meghan Thesis Female Heart Rate Variability - A Pilot Reliability Study
Murley Meghan Thesis Female Heart Rate Variability - A Pilot Reliability StudyMeghan Murley
 
Score risk chest pain
Score risk chest painScore risk chest pain
Score risk chest painmio190
 
What is the place of CT coronary angiography in ED chest pain?
What is the place of CT coronary angiography in ED chest pain?What is the place of CT coronary angiography in ED chest pain?
What is the place of CT coronary angiography in ED chest pain?kellyam18
 
J clin exp card predictors of ischaemia and outcomes in egyptian patients wit...
J clin exp card predictors of ischaemia and outcomes in egyptian patients wit...J clin exp card predictors of ischaemia and outcomes in egyptian patients wit...
J clin exp card predictors of ischaemia and outcomes in egyptian patients wit...Alexandria University, Egypt
 
Impact of statins and beta-blocker therapy on mortality after coronary artery...
Impact of statins and beta-blocker therapy on mortality after coronary artery...Impact of statins and beta-blocker therapy on mortality after coronary artery...
Impact of statins and beta-blocker therapy on mortality after coronary artery...Paul Schoenhagen
 
Meta analisis of statin
Meta analisis of statinMeta analisis of statin
Meta analisis of statinEmy Oktaviani
 
CT Coronary Angiogram VS Cardiac Stress Test
CT Coronary Angiogram VS Cardiac Stress TestCT Coronary Angiogram VS Cardiac Stress Test
CT Coronary Angiogram VS Cardiac Stress Testahvc0858
 
Estudio clínico randomizado para prevenir fibrilación auricular post operator...
Estudio clínico randomizado para prevenir fibrilación auricular post operator...Estudio clínico randomizado para prevenir fibrilación auricular post operator...
Estudio clínico randomizado para prevenir fibrilación auricular post operator...Cirugias
 
Substance abuse & sirs.published article.6.17.11.docx
Substance abuse & sirs.published article.6.17.11.docxSubstance abuse & sirs.published article.6.17.11.docx
Substance abuse & sirs.published article.6.17.11.docxElizabeth "Beth" NeSmith
 
Syntax I Kirurgens øJne
Syntax I Kirurgens øJneSyntax I Kirurgens øJne
Syntax I Kirurgens øJneHostrup
 
Novel Method for Automated Analysis of Retinal Images: Results in Subjects wi...
Novel Method for Automated Analysis of Retinal Images: Results in Subjects wi...Novel Method for Automated Analysis of Retinal Images: Results in Subjects wi...
Novel Method for Automated Analysis of Retinal Images: Results in Subjects wi...Mutiple Sclerosis
 

What's hot (19)

Vascular repair after firearm injury is associated with increased morbidity a...
Vascular repair after firearm injury is associated with increased morbidity a...Vascular repair after firearm injury is associated with increased morbidity a...
Vascular repair after firearm injury is associated with increased morbidity a...
 
Dores et al
Dores et alDores et al
Dores et al
 
Benefits os Statins in Elderly Subjects Without Established Cardiovascular Di...
Benefits os Statins in Elderly Subjects Without Established Cardiovascular Di...Benefits os Statins in Elderly Subjects Without Established Cardiovascular Di...
Benefits os Statins in Elderly Subjects Without Established Cardiovascular Di...
 
Murley Meghan Thesis Female Heart Rate Variability - A Pilot Reliability Study
Murley Meghan Thesis Female Heart Rate Variability - A Pilot Reliability StudyMurley Meghan Thesis Female Heart Rate Variability - A Pilot Reliability Study
Murley Meghan Thesis Female Heart Rate Variability - A Pilot Reliability Study
 
Score risk chest pain
Score risk chest painScore risk chest pain
Score risk chest pain
 
Abcc3
Abcc3Abcc3
Abcc3
 
What is the place of CT coronary angiography in ED chest pain?
What is the place of CT coronary angiography in ED chest pain?What is the place of CT coronary angiography in ED chest pain?
What is the place of CT coronary angiography in ED chest pain?
 
J clin exp card predictors of ischaemia and outcomes in egyptian patients wit...
J clin exp card predictors of ischaemia and outcomes in egyptian patients wit...J clin exp card predictors of ischaemia and outcomes in egyptian patients wit...
J clin exp card predictors of ischaemia and outcomes in egyptian patients wit...
 
Impact of statins and beta-blocker therapy on mortality after coronary artery...
Impact of statins and beta-blocker therapy on mortality after coronary artery...Impact of statins and beta-blocker therapy on mortality after coronary artery...
Impact of statins and beta-blocker therapy on mortality after coronary artery...
 
Meta analisis of statin
Meta analisis of statinMeta analisis of statin
Meta analisis of statin
 
CT Coronary Angiogram VS Cardiac Stress Test
CT Coronary Angiogram VS Cardiac Stress TestCT Coronary Angiogram VS Cardiac Stress Test
CT Coronary Angiogram VS Cardiac Stress Test
 
Deep learning-approach
Deep learning-approachDeep learning-approach
Deep learning-approach
 
Presentation
Presentation Presentation
Presentation
 
Chest pain scores
Chest pain scoresChest pain scores
Chest pain scores
 
Estudio clínico randomizado para prevenir fibrilación auricular post operator...
Estudio clínico randomizado para prevenir fibrilación auricular post operator...Estudio clínico randomizado para prevenir fibrilación auricular post operator...
Estudio clínico randomizado para prevenir fibrilación auricular post operator...
 
Substance abuse & sirs.published article.6.17.11.docx
Substance abuse & sirs.published article.6.17.11.docxSubstance abuse & sirs.published article.6.17.11.docx
Substance abuse & sirs.published article.6.17.11.docx
 
Syntax I Kirurgens øJne
Syntax I Kirurgens øJneSyntax I Kirurgens øJne
Syntax I Kirurgens øJne
 
Abcc
AbccAbcc
Abcc
 
Novel Method for Automated Analysis of Retinal Images: Results in Subjects wi...
Novel Method for Automated Analysis of Retinal Images: Results in Subjects wi...Novel Method for Automated Analysis of Retinal Images: Results in Subjects wi...
Novel Method for Automated Analysis of Retinal Images: Results in Subjects wi...
 

Viewers also liked

Screening for asymptomatic cad in diabetes
Screening for asymptomatic cad in diabetesScreening for asymptomatic cad in diabetes
Screening for asymptomatic cad in diabetesShyam Jadhav
 
Intraprocedural guidance: which imaging technique ranks highest and which one...
Intraprocedural guidance: which imaging technique ranks highest and which one...Intraprocedural guidance: which imaging technique ranks highest and which one...
Intraprocedural guidance: which imaging technique ranks highest and which one...Cardiovascular Diagnosis and Therapy (CDT)
 
Site-specific intravascular ultrasound analysis of remodelling index and calc...
Site-specific intravascular ultrasound analysis of remodelling index and calc...Site-specific intravascular ultrasound analysis of remodelling index and calc...
Site-specific intravascular ultrasound analysis of remodelling index and calc...Cardiovascular Diagnosis and Therapy (CDT)
 
Occurrence of Lutembacher syndrome in a rural regional hospital: case report ...
Occurrence of Lutembacher syndrome in a rural regional hospital: case report ...Occurrence of Lutembacher syndrome in a rural regional hospital: case report ...
Occurrence of Lutembacher syndrome in a rural regional hospital: case report ...Cardiovascular Diagnosis and Therapy (CDT)
 
A case of acute aortic insufficiency due to severe rheumatoid arthritis, show...
A case of acute aortic insufficiency due to severe rheumatoid arthritis, show...A case of acute aortic insufficiency due to severe rheumatoid arthritis, show...
A case of acute aortic insufficiency due to severe rheumatoid arthritis, show...Cardiovascular Diagnosis and Therapy (CDT)
 
A “low and slow” approach to successful medical treatment of primary cardiac ...
A “low and slow” approach to successful medical treatment of primary cardiac ...A “low and slow” approach to successful medical treatment of primary cardiac ...
A “low and slow” approach to successful medical treatment of primary cardiac ...Cardiovascular Diagnosis and Therapy (CDT)
 
2006, Vol.24, Issues 1, Emergency Cardiac Care From Ed To Ccu
2006, Vol.24, Issues 1, Emergency Cardiac Care   From Ed To Ccu2006, Vol.24, Issues 1, Emergency Cardiac Care   From Ed To Ccu
2006, Vol.24, Issues 1, Emergency Cardiac Care From Ed To CcuLuigi Melendez
 
Standards of medical care in dm 2014
Standards of medical care in dm 2014Standards of medical care in dm 2014
Standards of medical care in dm 2014Julio León
 

Viewers also liked (14)

Screening for asymptomatic cad in diabetes
Screening for asymptomatic cad in diabetesScreening for asymptomatic cad in diabetes
Screening for asymptomatic cad in diabetes
 
Intraprocedural guidance: which imaging technique ranks highest and which one...
Intraprocedural guidance: which imaging technique ranks highest and which one...Intraprocedural guidance: which imaging technique ranks highest and which one...
Intraprocedural guidance: which imaging technique ranks highest and which one...
 
Cardiac imaging in prosthetic paravalvular leaks
Cardiac imaging in prosthetic paravalvular leaksCardiac imaging in prosthetic paravalvular leaks
Cardiac imaging in prosthetic paravalvular leaks
 
Small worlds
Small worldsSmall worlds
Small worlds
 
Site-specific intravascular ultrasound analysis of remodelling index and calc...
Site-specific intravascular ultrasound analysis of remodelling index and calc...Site-specific intravascular ultrasound analysis of remodelling index and calc...
Site-specific intravascular ultrasound analysis of remodelling index and calc...
 
Occurrence of Lutembacher syndrome in a rural regional hospital: case report ...
Occurrence of Lutembacher syndrome in a rural regional hospital: case report ...Occurrence of Lutembacher syndrome in a rural regional hospital: case report ...
Occurrence of Lutembacher syndrome in a rural regional hospital: case report ...
 
A case of acute aortic insufficiency due to severe rheumatoid arthritis, show...
A case of acute aortic insufficiency due to severe rheumatoid arthritis, show...A case of acute aortic insufficiency due to severe rheumatoid arthritis, show...
A case of acute aortic insufficiency due to severe rheumatoid arthritis, show...
 
100 drops of my mother’s tears
100 drops of my mother’s tears100 drops of my mother’s tears
100 drops of my mother’s tears
 
The Human Element
The Human ElementThe Human Element
The Human Element
 
A “low and slow” approach to successful medical treatment of primary cardiac ...
A “low and slow” approach to successful medical treatment of primary cardiac ...A “low and slow” approach to successful medical treatment of primary cardiac ...
A “low and slow” approach to successful medical treatment of primary cardiac ...
 
Multi-modal CT scanning in the evaluation of cerebrovascular disease patients
Multi-modal CT scanning in the evaluation of cerebrovascular disease patientsMulti-modal CT scanning in the evaluation of cerebrovascular disease patients
Multi-modal CT scanning in the evaluation of cerebrovascular disease patients
 
2006, Vol.24, Issues 1, Emergency Cardiac Care From Ed To Ccu
2006, Vol.24, Issues 1, Emergency Cardiac Care   From Ed To Ccu2006, Vol.24, Issues 1, Emergency Cardiac Care   From Ed To Ccu
2006, Vol.24, Issues 1, Emergency Cardiac Care From Ed To Ccu
 
Standards of medical care in dm 2014
Standards of medical care in dm 2014Standards of medical care in dm 2014
Standards of medical care in dm 2014
 
Angina Pectoris, e-Medicine Article
Angina Pectoris, e-Medicine ArticleAngina Pectoris, e-Medicine Article
Angina Pectoris, e-Medicine Article
 

Similar to Kwon et.al

Sex Differences in Clinical Characteristics and Outcomes after Intracerebral ...
Sex Differences in Clinical Characteristics and Outcomes after Intracerebral ...Sex Differences in Clinical Characteristics and Outcomes after Intracerebral ...
Sex Differences in Clinical Characteristics and Outcomes after Intracerebral ...vita kusuma
 
THE RELATIONSHIP OF SIC and CLINICAL OUTCOME.docx
THE RELATIONSHIP OF SIC and CLINICAL OUTCOME.docxTHE RELATIONSHIP OF SIC and CLINICAL OUTCOME.docx
THE RELATIONSHIP OF SIC and CLINICAL OUTCOME.docxyudistiraanwar1
 
The Impact of Lymph Node Dissection on Survival in Intermediate- and High-Ris...
The Impact of Lymph Node Dissection on Survival in Intermediate- and High-Ris...The Impact of Lymph Node Dissection on Survival in Intermediate- and High-Ris...
The Impact of Lymph Node Dissection on Survival in Intermediate- and High-Ris...semualkaira
 
EGSYS_score_for_the_prediction_in_cardiac_etiology.pdf
EGSYS_score_for_the_prediction_in_cardiac_etiology.pdfEGSYS_score_for_the_prediction_in_cardiac_etiology.pdf
EGSYS_score_for_the_prediction_in_cardiac_etiology.pdfdavidsanchez321177
 
Septic cmp poster
Septic cmp poster Septic cmp poster
Septic cmp poster jhammes
 
Cardiovascular risk evaluation and management before renal transplantation sl...
Cardiovascular risk evaluation and management before renal transplantation sl...Cardiovascular risk evaluation and management before renal transplantation sl...
Cardiovascular risk evaluation and management before renal transplantation sl...Christos Argyropoulos
 
Cedars-Sinai Publication
Cedars-Sinai PublicationCedars-Sinai Publication
Cedars-Sinai Publicationmtchin08
 
International Study of Comparative Health Effectiveness with Medical and Inva...
International Study of Comparative Health Effectiveness with Medical and Inva...International Study of Comparative Health Effectiveness with Medical and Inva...
International Study of Comparative Health Effectiveness with Medical and Inva...Chi Pham
 
Journal club edgt 2016 (1)
Journal club edgt 2016 (1)Journal club edgt 2016 (1)
Journal club edgt 2016 (1)sath_gasclub
 
Early Detection of Left Ventricular Dysfunction in Type II Diabetic Patients ...
Early Detection of Left Ventricular Dysfunction in Type II Diabetic Patients ...Early Detection of Left Ventricular Dysfunction in Type II Diabetic Patients ...
Early Detection of Left Ventricular Dysfunction in Type II Diabetic Patients ...Premier Publishers
 
B3SC proceedings of November 2016,Singapore
B3SC proceedings of November 2016,SingaporeB3SC proceedings of November 2016,Singapore
B3SC proceedings of November 2016,SingaporeGlobal R & D Services
 
PROSPER trial journal club
PROSPER trial journal clubPROSPER trial journal club
PROSPER trial journal clubGovind Madhaw
 
Heart disease prediction by using novel optimization algorithm_ A supervised ...
Heart disease prediction by using novel optimization algorithm_ A supervised ...Heart disease prediction by using novel optimization algorithm_ A supervised ...
Heart disease prediction by using novel optimization algorithm_ A supervised ...BASMAJUMAASALEHALMOH
 
Cardiology manscript from medical school
Cardiology manscript from medical schoolCardiology manscript from medical school
Cardiology manscript from medical schoolKate Moreng
 

Similar to Kwon et.al (20)

Sex Differences in Clinical Characteristics and Outcomes after Intracerebral ...
Sex Differences in Clinical Characteristics and Outcomes after Intracerebral ...Sex Differences in Clinical Characteristics and Outcomes after Intracerebral ...
Sex Differences in Clinical Characteristics and Outcomes after Intracerebral ...
 
THE RELATIONSHIP OF SIC and CLINICAL OUTCOME.docx
THE RELATIONSHIP OF SIC and CLINICAL OUTCOME.docxTHE RELATIONSHIP OF SIC and CLINICAL OUTCOME.docx
THE RELATIONSHIP OF SIC and CLINICAL OUTCOME.docx
 
The Impact of Lymph Node Dissection on Survival in Intermediate- and High-Ris...
The Impact of Lymph Node Dissection on Survival in Intermediate- and High-Ris...The Impact of Lymph Node Dissection on Survival in Intermediate- and High-Ris...
The Impact of Lymph Node Dissection on Survival in Intermediate- and High-Ris...
 
EGSYS_score_for_the_prediction_in_cardiac_etiology.pdf
EGSYS_score_for_the_prediction_in_cardiac_etiology.pdfEGSYS_score_for_the_prediction_in_cardiac_etiology.pdf
EGSYS_score_for_the_prediction_in_cardiac_etiology.pdf
 
Septic cmp poster
Septic cmp poster Septic cmp poster
Septic cmp poster
 
Cardiovascular risk evaluation and management before renal transplantation sl...
Cardiovascular risk evaluation and management before renal transplantation sl...Cardiovascular risk evaluation and management before renal transplantation sl...
Cardiovascular risk evaluation and management before renal transplantation sl...
 
Stress echo and aortic stenosis
Stress echo and aortic stenosisStress echo and aortic stenosis
Stress echo and aortic stenosis
 
23
2323
23
 
Factors Predict Perioperative Morbidity pancreatic resection
Factors Predict Perioperative Morbidity pancreatic resectionFactors Predict Perioperative Morbidity pancreatic resection
Factors Predict Perioperative Morbidity pancreatic resection
 
Cedars-Sinai Publication
Cedars-Sinai PublicationCedars-Sinai Publication
Cedars-Sinai Publication
 
International Study of Comparative Health Effectiveness with Medical and Inva...
International Study of Comparative Health Effectiveness with Medical and Inva...International Study of Comparative Health Effectiveness with Medical and Inva...
International Study of Comparative Health Effectiveness with Medical and Inva...
 
Journal club edgt 2016 (1)
Journal club edgt 2016 (1)Journal club edgt 2016 (1)
Journal club edgt 2016 (1)
 
Zoellner_AnnofHem
Zoellner_AnnofHemZoellner_AnnofHem
Zoellner_AnnofHem
 
Hemorrhage
HemorrhageHemorrhage
Hemorrhage
 
ASC 2015 Searchable Abstracts
ASC 2015 Searchable AbstractsASC 2015 Searchable Abstracts
ASC 2015 Searchable Abstracts
 
Early Detection of Left Ventricular Dysfunction in Type II Diabetic Patients ...
Early Detection of Left Ventricular Dysfunction in Type II Diabetic Patients ...Early Detection of Left Ventricular Dysfunction in Type II Diabetic Patients ...
Early Detection of Left Ventricular Dysfunction in Type II Diabetic Patients ...
 
B3SC proceedings of November 2016,Singapore
B3SC proceedings of November 2016,SingaporeB3SC proceedings of November 2016,Singapore
B3SC proceedings of November 2016,Singapore
 
PROSPER trial journal club
PROSPER trial journal clubPROSPER trial journal club
PROSPER trial journal club
 
Heart disease prediction by using novel optimization algorithm_ A supervised ...
Heart disease prediction by using novel optimization algorithm_ A supervised ...Heart disease prediction by using novel optimization algorithm_ A supervised ...
Heart disease prediction by using novel optimization algorithm_ A supervised ...
 
Cardiology manscript from medical school
Cardiology manscript from medical schoolCardiology manscript from medical school
Cardiology manscript from medical school
 

More from Cardiovascular Diagnosis and Therapy (CDT)

Management of gastrointestinal bleeding in patients anticoagulated with dabig...
Management of gastrointestinal bleeding in patients anticoagulated with dabig...Management of gastrointestinal bleeding in patients anticoagulated with dabig...
Management of gastrointestinal bleeding in patients anticoagulated with dabig...Cardiovascular Diagnosis and Therapy (CDT)
 
Electrocardiograhic findings resulting in inappropriate cardiac catheterizati...
Electrocardiograhic findings resulting in inappropriate cardiac catheterizati...Electrocardiograhic findings resulting in inappropriate cardiac catheterizati...
Electrocardiograhic findings resulting in inappropriate cardiac catheterizati...Cardiovascular Diagnosis and Therapy (CDT)
 
Low rate of cardiovascular events in patients with acute myocarditis diagnose...
Low rate of cardiovascular events in patients with acute myocarditis diagnose...Low rate of cardiovascular events in patients with acute myocarditis diagnose...
Low rate of cardiovascular events in patients with acute myocarditis diagnose...Cardiovascular Diagnosis and Therapy (CDT)
 
Assessment of subendocardial vs. subepicardial left ventricular twist using t...
Assessment of subendocardial vs. subepicardial left ventricular twist using t...Assessment of subendocardial vs. subepicardial left ventricular twist using t...
Assessment of subendocardial vs. subepicardial left ventricular twist using t...Cardiovascular Diagnosis and Therapy (CDT)
 
Magnetic resonance imaging as a tool to assess reliability in simulating hemo...
Magnetic resonance imaging as a tool to assess reliability in simulating hemo...Magnetic resonance imaging as a tool to assess reliability in simulating hemo...
Magnetic resonance imaging as a tool to assess reliability in simulating hemo...Cardiovascular Diagnosis and Therapy (CDT)
 
Effect of carvedilol on atrial remodeling in canine model of atrial fibrillation
Effect of carvedilol on atrial remodeling in canine model of atrial fibrillationEffect of carvedilol on atrial remodeling in canine model of atrial fibrillation
Effect of carvedilol on atrial remodeling in canine model of atrial fibrillationCardiovascular Diagnosis and Therapy (CDT)
 
Utility of balloon assisted technique in trans catheter closure of very larg...
Utility of balloon assisted technique in trans catheter closure of  very larg...Utility of balloon assisted technique in trans catheter closure of  very larg...
Utility of balloon assisted technique in trans catheter closure of very larg...Cardiovascular Diagnosis and Therapy (CDT)
 
4D-flow MRI of double aortic arch in a 14-year-old patient Authors: Nadya Al-...
4D-flow MRI of double aortic arch in a 14-year-old patient Authors: Nadya Al-...4D-flow MRI of double aortic arch in a 14-year-old patient Authors: Nadya Al-...
4D-flow MRI of double aortic arch in a 14-year-old patient Authors: Nadya Al-...Cardiovascular Diagnosis and Therapy (CDT)
 

More from Cardiovascular Diagnosis and Therapy (CDT) (16)

AME Publishing Company
AME Publishing CompanyAME Publishing Company
AME Publishing Company
 
Traumatic aortic injury: CT findings, mimics, and therapeutic options
Traumatic aortic injury: CT findings, mimics, and therapeutic optionsTraumatic aortic injury: CT findings, mimics, and therapeutic options
Traumatic aortic injury: CT findings, mimics, and therapeutic options
 
Management of gastrointestinal bleeding in patients anticoagulated with dabig...
Management of gastrointestinal bleeding in patients anticoagulated with dabig...Management of gastrointestinal bleeding in patients anticoagulated with dabig...
Management of gastrointestinal bleeding in patients anticoagulated with dabig...
 
Electrocardiograhic findings resulting in inappropriate cardiac catheterizati...
Electrocardiograhic findings resulting in inappropriate cardiac catheterizati...Electrocardiograhic findings resulting in inappropriate cardiac catheterizati...
Electrocardiograhic findings resulting in inappropriate cardiac catheterizati...
 
Transcatheter closure of atrial septal defects: how large is too large?
Transcatheter closure of atrial septal defects: how large is too large?Transcatheter closure of atrial septal defects: how large is too large?
Transcatheter closure of atrial septal defects: how large is too large?
 
Low rate of cardiovascular events in patients with acute myocarditis diagnose...
Low rate of cardiovascular events in patients with acute myocarditis diagnose...Low rate of cardiovascular events in patients with acute myocarditis diagnose...
Low rate of cardiovascular events in patients with acute myocarditis diagnose...
 
Assessment of subendocardial vs. subepicardial left ventricular twist using t...
Assessment of subendocardial vs. subepicardial left ventricular twist using t...Assessment of subendocardial vs. subepicardial left ventricular twist using t...
Assessment of subendocardial vs. subepicardial left ventricular twist using t...
 
New horizons in cardiovascular magnetic resonance imaging
New horizons in cardiovascular magnetic resonance imagingNew horizons in cardiovascular magnetic resonance imaging
New horizons in cardiovascular magnetic resonance imaging
 
The reversal of cardiology practices: interventions that were tried in vain
The reversal of cardiology practices: interventions that were tried in vainThe reversal of cardiology practices: interventions that were tried in vain
The reversal of cardiology practices: interventions that were tried in vain
 
Acute aortic syndrome
Acute aortic syndromeAcute aortic syndrome
Acute aortic syndrome
 
Cloud publishing
Cloud publishingCloud publishing
Cloud publishing
 
Magnetic resonance imaging as a tool to assess reliability in simulating hemo...
Magnetic resonance imaging as a tool to assess reliability in simulating hemo...Magnetic resonance imaging as a tool to assess reliability in simulating hemo...
Magnetic resonance imaging as a tool to assess reliability in simulating hemo...
 
Effect of carvedilol on atrial remodeling in canine model of atrial fibrillation
Effect of carvedilol on atrial remodeling in canine model of atrial fibrillationEffect of carvedilol on atrial remodeling in canine model of atrial fibrillation
Effect of carvedilol on atrial remodeling in canine model of atrial fibrillation
 
Utility of balloon assisted technique in trans catheter closure of very larg...
Utility of balloon assisted technique in trans catheter closure of  very larg...Utility of balloon assisted technique in trans catheter closure of  very larg...
Utility of balloon assisted technique in trans catheter closure of very larg...
 
4D-flow MRI of double aortic arch in a 14-year-old patient Authors: Nadya Al-...
4D-flow MRI of double aortic arch in a 14-year-old patient Authors: Nadya Al-...4D-flow MRI of double aortic arch in a 14-year-old patient Authors: Nadya Al-...
4D-flow MRI of double aortic arch in a 14-year-old patient Authors: Nadya Al-...
 
Gene expression and IVUS
Gene expression and IVUSGene expression and IVUS
Gene expression and IVUS
 

Recently uploaded

Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service HyderabadCall Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabaddelhimodelshub1
 
Call Girls Hyderabad Kirti 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Kirti 9907093804 Independent Escort Service HyderabadCall Girls Hyderabad Kirti 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Kirti 9907093804 Independent Escort Service Hyderabaddelhimodelshub1
 
Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...
Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...
Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...High Profile Call Girls Chandigarh Aarushi
 
Call Girls Uppal 7001305949 all area service COD available Any Time
Call Girls Uppal 7001305949 all area service COD available Any TimeCall Girls Uppal 7001305949 all area service COD available Any Time
Call Girls Uppal 7001305949 all area service COD available Any Timedelhimodelshub1
 
College Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
College Call Girls Mumbai Alia 9910780858 Independent Escort Service MumbaiCollege Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
College Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbaisonalikaur4
 
Russian Call Girls in Raipur 9873940964 Book Hot And Sexy Girls
Russian Call Girls in Raipur 9873940964 Book Hot And Sexy GirlsRussian Call Girls in Raipur 9873940964 Book Hot And Sexy Girls
Russian Call Girls in Raipur 9873940964 Book Hot And Sexy Girlsddev2574
 
Call Girl Service ITPL - [ Cash on Delivery ] Contact 7001305949 Escorts Service
Call Girl Service ITPL - [ Cash on Delivery ] Contact 7001305949 Escorts ServiceCall Girl Service ITPL - [ Cash on Delivery ] Contact 7001305949 Escorts Service
Call Girl Service ITPL - [ Cash on Delivery ] Contact 7001305949 Escorts Servicenarwatsonia7
 
Call Girls in Adil Nagar 7001305949 Free Delivery at Your Door Model
Call Girls in Adil Nagar 7001305949 Free Delivery at Your Door ModelCall Girls in Adil Nagar 7001305949 Free Delivery at Your Door Model
Call Girls in Adil Nagar 7001305949 Free Delivery at Your Door ModelCall Girls Lucknow
 
Hi,Fi Call Girl In Marathahalli - 7001305949 with real photos and phone numbers
Hi,Fi Call Girl In Marathahalli - 7001305949 with real photos and phone numbersHi,Fi Call Girl In Marathahalli - 7001305949 with real photos and phone numbers
Hi,Fi Call Girl In Marathahalli - 7001305949 with real photos and phone numbersnarwatsonia7
 
Basics of Anatomy- Language of Anatomy.pptx
Basics of Anatomy- Language of Anatomy.pptxBasics of Anatomy- Language of Anatomy.pptx
Basics of Anatomy- Language of Anatomy.pptxAyush Gupta
 
Housewife Call Girls Nandini Layout - Phone No 7001305949 For Ultimate Sexual...
Housewife Call Girls Nandini Layout - Phone No 7001305949 For Ultimate Sexual...Housewife Call Girls Nandini Layout - Phone No 7001305949 For Ultimate Sexual...
Housewife Call Girls Nandini Layout - Phone No 7001305949 For Ultimate Sexual...narwatsonia7
 
Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...ggsonu500
 
2025 Inpatient Prospective Payment System (IPPS) Proposed Rule
2025 Inpatient Prospective Payment System (IPPS) Proposed Rule2025 Inpatient Prospective Payment System (IPPS) Proposed Rule
2025 Inpatient Prospective Payment System (IPPS) Proposed RuleShelby Lewis
 
Russian Call Girls in Goa Samaira 7001305949 Independent Escort Service Goa
Russian Call Girls in Goa Samaira 7001305949 Independent Escort Service GoaRussian Call Girls in Goa Samaira 7001305949 Independent Escort Service Goa
Russian Call Girls in Goa Samaira 7001305949 Independent Escort Service Goanarwatsonia7
 
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...delhimodelshub1
 

Recently uploaded (20)

Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service HyderabadCall Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
Call Girl Hyderabad Madhuri 9907093804 Independent Escort Service Hyderabad
 
Call Girls Hyderabad Kirti 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Kirti 9907093804 Independent Escort Service HyderabadCall Girls Hyderabad Kirti 9907093804 Independent Escort Service Hyderabad
Call Girls Hyderabad Kirti 9907093804 Independent Escort Service Hyderabad
 
Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...
Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...
Call Girls Service Chandigarh Grishma ❤️🍑 9907093804 👄🫦 Independent Escort Se...
 
Call Girls Uppal 7001305949 all area service COD available Any Time
Call Girls Uppal 7001305949 all area service COD available Any TimeCall Girls Uppal 7001305949 all area service COD available Any Time
Call Girls Uppal 7001305949 all area service COD available Any Time
 
College Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
College Call Girls Mumbai Alia 9910780858 Independent Escort Service MumbaiCollege Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
College Call Girls Mumbai Alia 9910780858 Independent Escort Service Mumbai
 
Russian Call Girls in Raipur 9873940964 Book Hot And Sexy Girls
Russian Call Girls in Raipur 9873940964 Book Hot And Sexy GirlsRussian Call Girls in Raipur 9873940964 Book Hot And Sexy Girls
Russian Call Girls in Raipur 9873940964 Book Hot And Sexy Girls
 
Call Girl Service ITPL - [ Cash on Delivery ] Contact 7001305949 Escorts Service
Call Girl Service ITPL - [ Cash on Delivery ] Contact 7001305949 Escorts ServiceCall Girl Service ITPL - [ Cash on Delivery ] Contact 7001305949 Escorts Service
Call Girl Service ITPL - [ Cash on Delivery ] Contact 7001305949 Escorts Service
 
Call Girls in Adil Nagar 7001305949 Free Delivery at Your Door Model
Call Girls in Adil Nagar 7001305949 Free Delivery at Your Door ModelCall Girls in Adil Nagar 7001305949 Free Delivery at Your Door Model
Call Girls in Adil Nagar 7001305949 Free Delivery at Your Door Model
 
Hi,Fi Call Girl In Marathahalli - 7001305949 with real photos and phone numbers
Hi,Fi Call Girl In Marathahalli - 7001305949 with real photos and phone numbersHi,Fi Call Girl In Marathahalli - 7001305949 with real photos and phone numbers
Hi,Fi Call Girl In Marathahalli - 7001305949 with real photos and phone numbers
 
Basics of Anatomy- Language of Anatomy.pptx
Basics of Anatomy- Language of Anatomy.pptxBasics of Anatomy- Language of Anatomy.pptx
Basics of Anatomy- Language of Anatomy.pptx
 
Housewife Call Girls Nandini Layout - Phone No 7001305949 For Ultimate Sexual...
Housewife Call Girls Nandini Layout - Phone No 7001305949 For Ultimate Sexual...Housewife Call Girls Nandini Layout - Phone No 7001305949 For Ultimate Sexual...
Housewife Call Girls Nandini Layout - Phone No 7001305949 For Ultimate Sexual...
 
Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
Gurgaon Sector 90 Call Girls ( 9873940964 ) Book Hot And Sexy Girls In A Few ...
 
VIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service Lucknow
VIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service LucknowVIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service Lucknow
VIP Call Girls Lucknow Isha 🔝 9719455033 🔝 🎶 Independent Escort Service Lucknow
 
2025 Inpatient Prospective Payment System (IPPS) Proposed Rule
2025 Inpatient Prospective Payment System (IPPS) Proposed Rule2025 Inpatient Prospective Payment System (IPPS) Proposed Rule
2025 Inpatient Prospective Payment System (IPPS) Proposed Rule
 
Model Call Girl in Subhash Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Subhash Nagar Delhi reach out to us at 🔝9953056974🔝Model Call Girl in Subhash Nagar Delhi reach out to us at 🔝9953056974🔝
Model Call Girl in Subhash Nagar Delhi reach out to us at 🔝9953056974🔝
 
Call Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service Dehradun
Call Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service DehradunCall Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service Dehradun
Call Girl Dehradun Aashi 🔝 7001305949 🔝 💃 Independent Escort Service Dehradun
 
College Call Girls Dehradun Kavya 🔝 7001305949 🔝 📍 Independent Escort Service...
College Call Girls Dehradun Kavya 🔝 7001305949 🔝 📍 Independent Escort Service...College Call Girls Dehradun Kavya 🔝 7001305949 🔝 📍 Independent Escort Service...
College Call Girls Dehradun Kavya 🔝 7001305949 🔝 📍 Independent Escort Service...
 
Russian Call Girls in Goa Samaira 7001305949 Independent Escort Service Goa
Russian Call Girls in Goa Samaira 7001305949 Independent Escort Service GoaRussian Call Girls in Goa Samaira 7001305949 Independent Escort Service Goa
Russian Call Girls in Goa Samaira 7001305949 Independent Escort Service Goa
 
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
College Call Girls Hyderabad Sakshi 9907093804 Independent Escort Service Hyd...
 
Call Girls Guwahati Aaradhya 👉 7001305949👈 🎶 Independent Escort Service Guwahati
Call Girls Guwahati Aaradhya 👉 7001305949👈 🎶 Independent Escort Service GuwahatiCall Girls Guwahati Aaradhya 👉 7001305949👈 🎶 Independent Escort Service Guwahati
Call Girls Guwahati Aaradhya 👉 7001305949👈 🎶 Independent Escort Service Guwahati
 

Kwon et.al

  • 1. © Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org Background With the advent of effective medical therapy and sophisticated percutaneous and surgical coronary revascularization techniques, life expectancy of patients with coronary artery disease (CAD) has dramatically improved (1). Consequently, more Medicare patients are being referred for ECG gated single photon emission computed tomography myocardial perfusion imaging (MPI) studies using exercise (eMPI) and pharmacologic (pMPI) stress to evaluate the presence and extent of underlying atherosclerotic CAD. In the United States, the proportion of the population over the age of 65 years is projected to increase from 12.4% in 2000 to 19.6% in 2030 (2). Although the elderly represent only 13% of the population, they consume approximately 36% of health care expenditures (3). Despite being major consumers of the health care dollar, the Medicare population has been under-represented in clinical trials assessing the utility of interventional and diagnostic strategies (4). In this age of increasing Medicare costs, the role of non-invasive stress testing remains poorly defined in the elderly. A previous study demonstrated that exercise stress testing provides different prognostic information in Original Article Predictive value of exercise myocardial perfusion imaging in the Medicare population: the impact of the ability to exercise Deborah H. Kwon, Venu Menon, Penny Houghtaling, Elizabeth Lieber, Richard C. Brunken, Manuel D. Cerqueira, Wael A. Jaber Cleveland Clinic, Department of Cardiovascular Medicine, Cleveland, OH 44195, USA Corresponding to: Deborah H. Kwon, MD. Cleveland Clinic, Department of Cardiovascular Medicine, 9500 Euclid Avenue, J1-5, Cleveland, OH 44195, USA. Email: kwond@ccf.org. Background: Although the prognostic value of quantitative single photon emission computed tomography myocardial perfusion imaging (MPI) with exercise and pharmacologic stress is well established, the prognostic and management value in the Medicare age population is less clear. Methods: The prospectively populated Cleveland Clinic nuclear cardiology database was used to identify 5,994 consecutive pateints, age >65 years [1,664 (28%) exercise MPI, mean age 72.4±5.1, 74% male], who underwent MPI between January 2004 and January 2008. Clinical baseline variables, post test 90 days revascularization and MPI variables were analyzed. Overall and stratified nonparametric survival estimates were obtained by Kaplan-Meier method. Median follow-up time was 2.4 years. Parametric hazard modeling with bootstrap bagging methods was used to determine prognostic variables predicting mortality. Results: There was no difference in mortality in patients with an abnormal MPI vs. those with normal MPI. Amongst the patients who underwent exercise MPI, there were 103 (6%) deaths and 121 (8.2%) revascularizations. Only lower exercise capacity (<7 METs) and higher end systolic volume (ESV) predicted mortality. Although a larger amount of ischemia influenced down stream revascularization ischemia, revascularization of patients with an abnormal exercise MPI did not offer a survival benefit (log rank P value=0.01). Conclusions: In the a Medicare age population, exercise MPI perfusion variables influenced rates of revascularization but failed to provide incremental significant risk-stratification beyond exercise capacity. Maximum METs achieved appears to be a better predictor of survival. Keywords: Cardiovascular outcomes; exercise testing; prognosis; single-photon emission computed tomography; revascularization Submitted Nov 22, 2013. Accepted for publication Feb 15, 2014. doi: 10.3978/j.issn.2223-3652.2014.02.09 Scan to your mobile device or view this article at: http://www.thecdt.org/article/view/3365/4203
  • 2. 6 Kwon et al. Prognostic value of MPI in the Medicare population © Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org middle aged vs. elderly men over the age of 75 years (5), and elderly patients are often unable to exercise or have contraindications to exercise stress testing (6-8). Several recent studies have combined both eMPI and pMPI test types in their outcomes evaluation in elderly patients (9-17); However, end systolic volume (ESV), stress ejection fraction (EF), functional capacity, and the impact of downstream revascularization were not consistently measured and analyzed. Therefore, it is unknown how functional capacity, EF, ESV, and the presence of ischemia interact to predict risk in elderly patients. We sought to determine the value of exercise MPI and clinical variables in predicting mortality in a large, diverse elderly patient population who underwent gated eMPI. Furthermore, we sought to assess the rate of downstream revascularization and outcomes in this large cohort. Methods Our institution’s IRB approved nuclear cardiology database prospectively records variables on all patients referred for MPI. A 17-segment model is used to semiquantitatively score rest and stress perfusion, EF, wall motion score and the subjective presence of left and right ventricular (RV) dilation are recorded (18). A retrospective analysis of this database was performed to identify all patients who underwent adenosine pharmacological and exercise gated MPI between October 2004 and January 2008. The choice of MPI testing was made by the referring physician. Clinical variables [age, gender, smoking history, diabetes, insulin use, hypertension, and history of coronary artery bypass grafting (CABG)], nuclear variables [stress EF, summed difference score (SDS), summed rest score (SRS), stress ESV, RV dilation, and the overall physician’s result of the test (abnormal, equivocal, or normal)] were recorded. All revascularization procedures [percutaneous intervention (PCI) or CABG] found within 90 days of the index MPI study were analyzed. Gated MPI stress protocol Patients undergoing eMPI were subjected to an appropriate exercise protocol guided by the individual patient’s functional capacity. Heart rate, blood pressure, and ECG were continuously monitored throughout both study types. All protocols, acquisition, processing, and display were performed in accordance with the Imaging Guidelines of the American Society of Nuclear Cardiology (19). Stress and rest perfusion images were semi-quantitatively scored using a 17-segment model of the left ventricle using 4DMMPI software (Invia, Ann Arbor, Michigan) (18). Global summed stress score (SSS) and SRS were calculated by adding the scores of the 17 segments in the stress and resting images, respectively. Each segment was scored by an experienced physician certified by the Certification Board of Nuclear Cardiology or the American Board of Nuclear Medicine using a 5-point scoring system (0, normal; 1, equivocal; 2, moderate reduction of isotope uptake; 3, severe reduction of uptake; and 4, absence of detectable tracer uptake in a segment). On the basis of the number and severity of segments with scores >2, the observers judged the study results as normal, abnormal, or equivocal/non- diagnostic (20). Studies were deemed non-diagnostic due to poor study quality despite re-scanning and/or multiple reiterations due to severe attenuation artifacts, poor count statistics, significant adjacent gastro-intestinal activity, or motion artifacts causing image degradation. Statistical analysis The primary end-point was all-cause mortality (21). Continuous data are expressed as means ± standard deviation. Wilcoxon rank sum tests were used to analyze group differences for the continuous data. Categorical data are displayed as frequencies and percentages, and comparisons are made using Chi-square tests (Fisher exact tests if appropriate). Results were analyzed in three groups (normal, abnormal and equivocal). Transformations of the continuous measures (i.e., logarithmic, inverse, exponential) were assessed for proper calibration of risk factors with respect to outcome. Overall and stratified nonparametric survival estimates were obtained by the Kaplan-Meier method. A parametric method was used to resolve the number of phases of instantaneous risk for death (hazard function) and to estimate the shaping parameters. Due to the quite constant phase of events following MPI, final multivariable models were created and presented using Cox proportional hazard models. In the mortality analyses, interactions of ESV with gender, age, and test result were all tested to assess any subgroup differences. Bootstrap bagging with automated re-sampling and stepwise selection was used to determine reliable risk factors of mortality (22). Factors occurring in 50% or more of the bootstrap models were retained to form a final multivariable risk factor model. All variables were considered for the initial mortality analysis using 200
  • 3. 7Cardiovascular Diagnosis and Therapy, Vol 4, No 1 February 2014 © Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org bootstrap runs. Mean imputation was used for missing data values. A second bootstrap analysis was done (200 additional runs) after excluding the individual segment scores to avoid confounding and focus on the summary scores for prediction. Statistical analyses were performed using SAS® version 9.1. Follow-up The average follow-up was 2.4±0.9 years (median 2.4 years). We searched the Social Security Death Index to identify deaths that occurred after the index MPI study during follow-up. All-cause mortality has been shown to be a more objective and unbiased endpoint than “cardiac mortality” (21). Furthermore, competing non-cardiovascular mortality risk in this elderly population is important. We also looked at 90-day percutaneous or surgical revascularization for the whole group. Results The clinical and MPI findings and characteristics for the overall study population are listed in Tables 1 and 2. There were 1,644 patients in our study population that underwent eMPI (74% male and a mean age of 72.4±5.1 years). Amongst the patients that underwent exercise MPI, there were 103 deaths during the follow-up time (See Table 1). There were 573 (34%) total abnormal exercise MPI studies, and 48 (3%) equivocal studies. Subsequent revascularization was performed on 121/573 (21%) patients with abnormal exercise MPI and 15/1,043 (1%) in the normal exercise MPI group within 90 days (Figure 1). The rates of revascularization based on reported SSS and SDS is summarized in Tables 3 and 4. It is clear that the size of the perfusion defect as assessed by SDS and SSS influenced down stream revascularization. There was no difference in mortality in patients with abnormal MPI vs. those with normal perfusion studies (Figure 2). The standard MPI variables, except for ESV, failed to risk-stratify elderly patients who were able to exercise. The maximum METs ranged from 2.4 to 14.5 (25% of the patients achieved <6.3 METs, and 25% achieved >8.7 METs), with a mean of 7.4±1.8 METs in this population. The maximum METs achieved was the most powerful predictor of death amongst patients who were able to exercise. Patients who were able to exercise ≤7 METs (n=758) had significantly worse survival compared those who were able to exercise >7 METs (n=906) (log-rank Table 1 Baseline demographics Patient characteristics Total population, N=5,944 pMPI, N=4,280 eMPI, N=1,664 P-value Age, year 74.5±5.95 75.3±6.08 72.4±5.06 <0.0001 Male 3,560 (60%) 2,330 (54%) 1,230 (74%) <0.0001 BMI 28.7±8.32 29±8.4 27.9±8.07 <0.0001 Death on follow-up 701 (12%) 629 (15%) 72 (4%) <0.0001 Non-insulin dependent DM 1,196 (20%) 949 (22%) 247 (15%) <0.0001 Insulin dependent DM 500 (8.4%) 442 (10%) 58 (3.5%) <0.0001 Hypertension 5,027 (90%) 3,727 (87%) 1,300 (78%) <0.0001 Known CAD 3,034 (51%) 2,097 (49%) 937 (56%) <0.0001 History of_CABG 1,680 (28%) 1,189 (28%) 491 (30%) 0.22 History of_PCI 1,769 (30%) 1,162 (27%) 607 (36%) <0.0001 Betablocker use 3,569 (60%) 2,710 (64%) 859 (52%) <0.0001 Ace-inhibitor use 2,381 (40%) 1,749 (41%) 632 (38%) 0.03 Statin use 3,752 (63%) 2,614 (61%) 1,138 (68%) <0.0001 Current tobacco use 372 (6.3%) 301 (7.1%) 71 (4.3%) <0.0001 Resting systolic blood pressure 139.67±20.35 138±19 140±20 0.005 Resting diastolic blood pressure 81.13±15.25 82±11 81±15 0.54 pMPI, pharmacologic myocardial perfusion imaging; eMPI, exercise myocardial perfusion imaging; CAD, coronary artery disease; CABG, coronary artery bypass grafting; PCI, percutaneous intervention.
  • 4. 8 Kwon et al. Prognostic value of MPI in the Medicare population © Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org P<0.0001) (Figure 2). Patients with abnormal scans who underwent subsequent revascularization had worse survival compared to those who had abnormal scans but were not revascularized at 2.4 years of follow-up (Figure 3; log rank P-value =0.01). The independent predictors of survival for patients undergoing MPI are listed in Table 5. A high ESV, male gender, diabetes, and older age were also independently associated with worse survival. No other nuclear variables were independent predictors of mortality. Table 6 lists the MPI variables in Cox proportional hazard model for death, which were not significantly associated with mortality in our study. Discussion In this study, we evaluated the prognostic value of clinical and MPI variables in elderly patients undergoing MPI as well as the rates and outcomes of subsequent revascularization. Our study is the a large observational study in the modern era of medical therapy that shows that elderly patients (mean age 75) who are able to exercise have excellent prognosis, despite an abnormal MPI test result. The only MPI variable that predicted mortality in this group was a higher ESV. Furthermore, patients who achieved greater than seven METs had significantly improved outcomes compared to those who achieved ≤7 METs. However, the overall MPI test result when dichotomized into normal vs. abnormal did not provide any further risk stratification in those with less functional capacity. Our study also demonstrated that as expected when patients have a larger perfusion defect, a higher rate of revascularization was seen. For instance patients with limited Table 2 Nuclear MPI variables Nuclear variables Total population, N=5,944 pMPI, N=4,280 eMPI, N=1,664 P-value Abnormal stress test 2,294 (39%) 1,721 (40%) 573 (34%) <0.0001 Equivocal stress test 192 (3.2%) 144 (3.4%) 48 (2.9%) 0.32 Normal stress test 3,458 (58%) 2,415 (56%) 901 (54%) 0.22 Stress ESV 35.1±33.5 37.6±36 28.7±25.1 <0.0001 SRS 2.68±5.72 2.84±5.91 2.26±5.17 0.0001 SSS 4.8±7.3 5.02±7.4 4.24±7 <0.0001 Stress EF 62.8±14.2 61.4±14.6 66.5±12.3 <0.0001 Stress EDV 79.8±43.2 81.9±45.4 74.4±36.6 <0.0001 SDS 2.12±4.37 2.18±4.37 1.98±4.34 0.0042 pMPI, pharmacologic myocardial perfusion imaging; eMPI, exercise myocardial perfusion imaging; EF, ejection fraction; ESV, end- systolic volume; SDS, summed difference score; SRS, summed rest score; SSS, summed stress score. Figure 1 Flow chart of patients based on type of myocardial perfusion imaging (MPI), test result, and revascularization. Table 3 Revascularization rates stratified by summed stress score Total # abnormal MPI N=573 Rate of 90 day revascularization [%] SSS =0-2 39 1 [2.6] SSS =3-4 88 11 [12] SSS >4 446 109 [24]* *, Chi-square with two degrees of freedom =14.94, P=0.0006. #, number of patients. Table 4 Revascularization rates stratified by summed difference score Total # abnormal MPI N=573 Rate of 90 day revascularization [%] SDS =0-2 202 10 [5.0] SDS =3-4 98 13 [13] SDS ≥4 273 98 [36]* *, Chi-Square with two degrees of freedom =71.12, P=0.0001. #, number of patients.
  • 5. 9Cardiovascular Diagnosis and Therapy, Vol 4, No 1 February 2014 © Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org or no ischemia had only 5% chance of revascularization at 90 days versus a 36% chance when the amount of ischemia was large (Table 4). However, a limited impact of revascularization on short-term mortality was observed, particularly in patients who can exercise. In fact, patients with abnormal exercise MPI who subsequently underwent revascularization had worse outcomes than those who did not, suggesting that the early procedural hazard was not associated with downstream survival benefit at the time of follow up. MPI in the middle-aged population has been shown to provide incremental prognostic value for predicting cardiac events and death in patients with known or suspected CAD. One meta-analysis demonstrated that both age and the inability to complete an exercise test are independent and negative prognostic indicators in patients with CAD (23). These data cannot be translated to the Medicare population given the co-morbidities present as well as the competing mortality risk from other disease processes. A recent study of elderly patients undergoing MPI demonstrated the utility of MPI in elderly patients over the age of 75 years (13). However, this retrospective study analyzed patients who underwent MPI between 1991 and 1999, and it is unclear if these patients were treated with modern medical therapy. Furthermore, the study population had relatively mild perfusion defects, and the study did not distinguish between differences in outcomes after subsequent revascularization based on the type of stress testing (exercise vs. pharmacologic), or functional capacity. Several smaller studies have also examined the prognostic value of MPI in the elderly (9-12,15,16,24,25); however, our study is novel in that it demonstrates the neutralizing effect of the ability to exercise in patients with abnormal MPI in an older patient population. We also demonstrated that maximum METs achieved was the most powerful independent predictor of mortality, even more powerful than age and abnormal MPI findings, in this patient population. This finding contradicts previous smaller studies and conventional thinking that MPI findings 0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5 YearsYears Abnormal 573 572 569 51 429 326 206 60 Normal 1,043 1,042 1,027 871 687 512 335 105 Abnormal Normal P=0.67 >7 METs 906 906 903 792 648 495 232 100 ≤7 METs 758 755 741 636 514 377 240 69 >7 METs ≤7 METs Survival(%) Survival(%) 100 90 80 70 60 50 100 90 80 70 60 50 Survival based on study impression Survival based on maximum METs achieved 0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5 P<0.001 Figure 2 Exercise group only-survival analysis. 0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5 Years (after exercise test) Survival(%) 100 90 80 70 60 50 P-value=0.01* Normal exercise MPI Abnormal exercise MPI-revascularization Abnormal exercise MPI-no revascularization 0.0 0.5 1.0 1.5 2.0 2.5 3.0 3.5 Normal 1,043 1,042 1,027 871 687 513 335 105 Abnormal (–revasc) 452 452 449 413 344 267 167 54 Abnormal (+revasc) 121 121 120 100 86 59 40 7 Figure 3 Exercise only group—Unadjusted survival of patients with abnormal myocardial perfusion imaging (MPI) based on revascularization. *, assuming that >90% of patients underwent subsequent percutaneous intervention (PCI) at our institution.
  • 6. 10 Kwon et al. Prognostic value of MPI in the Medicare population © Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org should provide incremental information over functional capacity in this patient population (9,11,23,25). However, our findings are supported by three other studies. The first examined the utility of MPI as well as exercise treadmill testing (ETT) in 626 outpatients age 65 and older, mean age 70.7 years. This study found that age, gender, exercise tolerance, and ischemia were independent predictors of death (25). ROC curve analysis in this study for the prediction of future events demonstrated the area under the curve to be 0.659 for patient age and sex; 0.715 for age, sex, and treadmill time (P=0.048 vs. age and sex); and 0.721 for age, sex, treadmill time, and MPI ischemia (P=0.027 vs. age and sex but P=NS vs. age, sex, and treadmill time). Therefore, this suggests that after age, sex, and exercise tolerance were determined, the addition of ischemia of assessment by MPI offered relatively small incremental value. The other evaluated 514 elderly patients (≥65 yrs) who underwent ETT and demonstrated that workload alone was the only ETT variable that was independently associated with outcomes (26). Furthermore, Sui et al. evaluated a cohort of 2,603 patients over the age of 60 years and found that poor cardiorespiratory fitness was a powerful predictor of mortality (27). Our study demonstrates that traditionally accepted prognostic nuclear variables are not as useful in the Medicare population undergoing MPI. Clinical variables, ESV, and functional capacity provided the most prognostic information in terms of all-cause mortality. It is important to note that ESV was the only MPI variable that was predictive of survival, which was also recently demonstrated in a recent study by Doyle et al. (28). Older patients with stable CAD who undergo interventions represent a substantial expenditure without proof of benefit (29). As the population continues to age, the potential financial burden of increasing nuclear imaging studies and possible subsequent interventions may be significant. Therefore, the prognostic benefit needs to be closely scrutinized. Our study again raises the question of prognostic benefit of such procedures, particularly in older patients who can exercise. With recent studies such as the COURAGE trial (30), the there is little justification for spending resources on stress imaging to guide subsequent revascularizations in elderly patients with stable CAD. The randomized Trial of Invasive versus Medical therapy in Elderly patients (TIME) trial demonstrated only a significant reduction in anginal symptoms and subsequent hospitalizations, but no significant improvement in mortality, in patients who were revascularized versus those who were treated medically (31). Therefore, in older patients without symptoms, stress imaging and subsequent revascularization for abnormal findings may not provide any prognostic benefit. Furthermore, in patients who are able to exercise, an abnormal MPI does not appear to impact survival or provide any further risk stratification. In an era of increasing Medicare and budgetary financial constraints and with the explosion of proven pharmaceutical therapeutic primary and secondary prevention tools (Asprin, betablockers, ACE inhibitors, Clopidogrel and statins), the utility of non-invasive stress testing in the Medicare population needs to be further scrutinized. Table 5 Multivariable Cox proportional hazard model for death Risk factor Estimate ± SE Chi-square statistic P-value HR (95% CI) Reliability (%) Max METs –0.38±0.082 21.9 <0.0001 0.68 (0.58-0.80) 59 ESVa 1.7E-7±4.9E-8 11.8 0.0006 NA 62 Male 070±0.31 5.1 0.0200 2.0 (1.1-3.7) 50 Diabetes 0.59±0.26 5.1 0.0200 1.8 (1.08-3.0) 50 Older ageb 0.54±0.24 4.9 0.0300 NA 50 a , cubic transformation, ESV3 ; b , exponential transformation exp (age/50). ESV, end systolic volume; HR, hazard ratio. Table 6 MPI variables in Cox proportional hazard model for death Exercise group Univariable Multivariable* HR (95% CI) P-value HR (95% CI) P-value SSS 1.018 (0.989-1.047) 0.23 0.993 (0.960-1.030) 0.68 SRS 1.001 (0.957-1.046) 0.97 0.971 (0.921-1.023) 0.27 SDS 1.039 (0.997-1.083) 0.07 1.014 (0.971-1.058) 0.54 *, Includes the five variables from Table 5 with the single nuclear variable added; HR, hazard ratio.
  • 7. 11Cardiovascular Diagnosis and Therapy, Vol 4, No 1 February 2014 © Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org Limitations Selection bias may be a significant limitation in our study. Our patients were referred for MPI at a tertiary-care medical center, and may have more co-morbidities than the typical patient of similar age, however we included all patients (both ambulatory and hospitalized patients) who presented for evaluation. Subsequent myocardial infarction and cardiac hospitalization were not recorded in this study. Another limitation is that 90-day revascularization status was based upon knowledge of CABG and PCI performed at our institution. Active follow-up was not used in the analysis of revascularization; however, from our clinical practice patterns, we assume that >90% of this patient cohort would have returned here for care and only a few early interventions would have been missed. Statistical comparisons and long-term evaluation of the effect of revascularization would need active follow-up and a more appropriate competing risk analysis. Conclusions In our study population, perfusion defects on MPI lacked the ability to provide incremental risk stratification. The ability to exercise and the number of METs achieved seem to neutralize the impact of MPI results on mortality. In this setting, patients who are able to exercise have excellent outcomes, despite abnormal MPI findings. As expected, the results of MPI influenced the rate of revascularization. However, revascularization in patients who can exercise even when faced with an abnormal MPI failed to be protective. The assumption that MPI in older patients can be further risk stratify patients beyond exercise capacity in the modern era needs to be tested in a prospective trial. Acknowledgements DHK, PH, and WAJ 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. Disclosure: Dr. Kwon is a consultant for Astellas. Dr. Manuel Cerqueira is on the Scientific Advisory Board and Speakers Bureau for Astellas Pharma USA. None of the other authors have conflicts of interests that would bias the analysis of our study. References 1. Foot DK, Lewis RP, Pearson TA, et al. Demographics and cardiology, 1950-2050. J Am Coll Cardiol 2000;35:66B-80B. 2. Konstam MA, Patten RD, Thomas I, et al. Effects of losartan and captopril on left ventricular volumes in elderly patients with heart failure: results of the ELITE ventricular function substudy. Am Heart J 2000;139:1081-7. 3. Senior R, Basu S, Kinsey C, et al. Carvedilol prevents remodeling in patients with left ventricular dysfunction after acute myocardial infarction. Am Heart J 1999;137:646-52. 4. Weintraub WS, Boden WE, Zhang Z, et al. Cost- effectiveness of percutaneous coronary intervention in optimally treated stable coronary patients. Circ Cardiovasc Qual Outcomes 2008;1:12-20. 5. Kwok JM, Miller TD, Hodge DO, et al. Prognostic value of the Duke treadmill score in the elderly. J Am Coll Cardiol 2002;39:1475-81. 6. Fletcher GF, Balady GJ, Amsterdam EA, et al. Exercise standards for testing and training: a statement for healthcare professionals from the American Heart Association. Circulation 2001;104:1694-740. 7. Gibbons RJ, Balady GJ, Bricker JT, et al. ACC/AHA 2002 guideline update for exercise testing: summary article. A report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines (Committee to Update the 1997 Exercise Testing Guidelines). J Am Coll Cardiol 2002;40:1531-40. 8. Gibbons RJ, Balady GJ, Beasley JW, et al. ACC/AHA Guidelines for Exercise Testing. A report of the American College of Cardiology/American Heart Association Task Force on Practice Guidelines (Committee on Exercise Testing). J Am Coll Cardiol 1997;30:260-311. 9. De Winter O, Velghe A, Van de Veire N, et al. Incremental prognostic value of combined perfusion and function assessment during myocardial gated SPECT in patients aged 75 years or older. J Nucl Cardiol 2005;12:662-70. 10. Lima RS, De Lorenzo A, Pantoja MR, et al. Incremental prognostic value of myocardial perfusion 99m-technetium-sestamibi SPECT in the elderly. Int J Cardiol 2004;93:137-43. 11. Valeti US, Miller TD, Hodge DO, et al. Exercise single- photon emission computed tomography provides effective risk stratification of elderly men and elderly women. Circulation 2005;111:1771-6. 12. Zafrir N, Mats I, Solodky A, et al. Characteristics and outcome of octogenarian population referred for myocardial perfusion imaging: comparison with non- octogenarian population with reference to gender. Clin
  • 8. 12 Kwon et al. Prognostic value of MPI in the Medicare population © Cardiovascular Diagnosis and Therapy. All rights reserved. Cardiovasc Diagn Ther 2014;4(1):5-12www.thecdt.org Cite this article as: Kwon DH, Menon V, Houghtaling P, Lieber E, Brunken RC, Cerqueira MD, Jaber WA. Predictive value of exercise myocardial perfusion imaging in the Medicare population: the impact of the ability to exercise. Cardiovasc Diagn Ther 2014;4(1):5-12. doi: 10.3978/ j.issn.2223-3652.2014.02.09 Cardiol 2006;29:117-20. 13. Hachamovitch R, Kang X, Amanullah AM, et al. Prognostic implications of myocardial perfusion single- photon emission computed tomography in the elderly. Circulation 2009;120:2197-206. 14. Kawamura M, Ohta Y, Katoh K, et al. Medium- to long- term prognostic impact of dipyridamole thallum-201 myocardial single-photon emission computed tomography in elderly patients. Circ J 2003;67:913-7. 15. Nagao T, Chikamori T, Hida S, et al. Quantitative gated single-photon emission computed tomography with (99m) Tc sestamibi predicts major cardiac events in elderly patients with known or suspected coronary artery disease: the QGS-Prognostic Value in the Elderly (Q-PROVE) Study. Circ J 2007;71:1029-34. 16. Schinkel AF, Elhendy A, Biagini E, et al. Prognostic stratification using dobutamine stress 99mTc-tetrofosmin myocardial perfusion SPECT in elderly patients unable to perform exercise testing. J Nucl Med 2005;46:12-8. 17. Johnson NP, Schimmel DR Jr, Dyer SP, et al. Survival by stress modality in patients with a normal myocardial perfusion study. Am J Cardiol 2011;107:986-9. 18. Cerqueira MD, Weissman NJ, Dilsizian V, et al. Standardized myocardial segmentation and nomenclature for tomographic imaging of the heart. A statement for healthcare professionals from the Cardiac Imaging Committee of the Council on Clinical Cardiology of the American Heart Association. Int J Cardiovasc Imaging 2002;18:539-42. 19. Berman DS, Kiat H, Friedman JD, et al. Separate acquisition rest thallium-201/stress technetium-99m sestamibi dual-isotope myocardial perfusion single-photon emission computed tomography: a clinical validation study. J Am Coll Cardiol 1993;22:1455-64. 20. Berman DS, Hachamovitch R, Kiat H, et al. Incremental value of prognostic testing in patients with known or suspected ischemic heart disease: a basis for optimal utilization of exercise technetium-99m sestamibi myocardial perfusion single-photon emission computed tomography. J Am Coll Cardiol 1995;26:639-47. 21. Lauer MS, Blackstone EH, Young JB, et al. Cause of death in clinical research: time for a reassessment? J Am Coll Cardiol 1999;34:618-20. 22. Efron B, Tibshirani RJ. eds. An Introduction to the Boostrap. New York: Chapman and Hall/CRC, 1998. 23. Navare SM, Mather JF, Shaw LJ, et al. Comparison of risk stratification with pharmacologic and exercise stress myocardial perfusion imaging: a meta-analysis. J Nucl Cardiol 2004;11:551-61. 24. Curtis JP, Ko DT, Wang Y, et al. The prognostic value of vasodilator myocardial perfusion imaging in octogenarians. Am J Geriatr Cardiol 2004;13:239-45; quiz 246-7. 25. Steingart RM, Hodnett P, Musso J, et al. Exercise myocardial perfusion imaging in elderly patients. J Nucl Cardiol 2002;9:573-80. 26. Goraya TY, Jacobsen SJ, Pellikka PA, et al. Prognostic value of treadmill exercise testing in elderly persons. Ann Intern Med 2000;132:862-70. 27. Sui X, LaMonte MJ, Laditka JN, et al. Cardiorespiratory fitness and adiposity as mortality predictors in older adults. JAMA 2007;298:2507-16. 28. Doyle M, Weinberg N, Pohost GM, et al. Left ventricular energy model predicts adverse events in women with suspected myocardial ischemia: results from the NHLBI- sponsored women’s ischemia syndrome evaluation (WISE) study. Cardiovasc Diagn Ther 2013;3:64-72. 29. Agarwal S, Banerjee S, Tuzcu EM, et al. Influence of age on revascularization related costs of hospitalization among patients of stable coronary artery disease. Am J Cardiol 2010;105:1549-54. 30. Boden WE, O’Rourke RA, Teo KK, et al. Optimal medical therapy with or without PCI for stable coronary disease. N Engl J Med 2007;356:1503-16. 31. Pfisterer M, Trial of Invasive versus Medical therapy in Elderly patients Investigators. Long-term outcome in elderly patients with chronic angina managed invasively versus by optimized medical therapy: four-year follow-up of the randomized Trial of Invasive versus Medical therapy in Elderly patients (TIME). Circulation 2004;110:1213-8.