From the Deutsches Herzzentrum München and 1. Medizinische Klinik,
Klinikum rechts der Isar, Technische Universität München, Germany.
Correspondence to Dr Helmut Schühlen, 1. Medizinische Klinik der Technischen Universität München, Klinikum rechts der Isar, Ismaninger Str 22, D-81675 München, Germany. E-mail h.schuehlen{at}med1.med.tu-muenchen.de
Methods and ResultsStenting was attempted in 2894 procedures
during the 5-year study period (success in 98.3% of 3815 lesions).
After failure, the MACE rate was 42.6%. The risk for failure was
higher for lesions in the left circumflex coronary artery or in
venous bypass grafts and after an acute occlusion before stenting; it
increased with stenosis length or grade and decreased with
vessel size and growing institutional experience in stenting. After
success, death occurred in 0.8%, death or myocardial infarction in
2.0%, and any MACE in 3.6%. Independent risk factors for MACE were
older age, diabetes, acute myocardial infarction, unstable angina,
impaired left ventricular function, residual dissections,
stent overlap, longer stented segments, and a postprocedural regimen
without ticlopidine. Procedural factors were substantially stronger
predictors than operator-independent variables available before
procedures. Overall, the risk declined after the first 3 days. Two
major factors exhibited time-dependent variations of their influence:
while residual dissections were the dominant risk factor within the
first 3 days with a reduction after that, no protective effect of
ticlopidine could be identified before day 3. From these results, we
derived a risk stratification protocol for individual procedures.
ConclusionsThese results underscore the importance of optimal
angiographic results and the need for antiplatelet regimens with
immediate onset. Our risk stratification protocol may guide individual
postprocedural care and allow us to compare risk profiles of different
study populations and to devise quality control programs for stenting.
Although stenting is technically more difficult than standard PTCA, it
can be achieved with a high primary success rate (94% to
97%).5 6 7 8 However, most studies reporting
procedural success rates have included only selected patients, for
example, those with less complex stenoses. These data might not
be applicable to many patients in the increasing routine use of stents.
A comprehensive analysis of the risk of procedural failure and
the associated risk of MACE is warranted.
Technical refinements and improvements of postprocedural antithrombotic
therapy have reduced the rate of MACE during early
follow-up.9 10 11 12 However, the MACE rates may vary
substantially, depending on clinical, angiographic, and procedural
characteristics,13 and a comprehensive
analysis of the risk for MACE is not available. A protocol for
individual risk stratification may not only guide the necessary
follow-up care and treatment but also allow us to devise quality
control programs for interventional procedures with stent placement.
The rationale of the present study was therefore to analyze
the risk for procedural failure of attempted stent placement and the
risk for MACE after successful stenting and to develop a risk
stratification protocol for successful procedures.
Stent Placement
Clinical Management After Success
A complete 30-day follow-up is available for all procedures; all
patients were seen as outpatients 1 month after discharge or were
contacted by telephone.
Definitions
Data Analysis and Statistics
The risk of procedural failure was calculated per lesion with a
logistic regression model based on factors available before procedures.
Odds ratios were computed for significant correlates. For continuous
variables, these refer to the ratio between the odds for the 1st
and 3rd quartiles. No significant changes in regression coefficients
were observed in 1000 bootstrap replications,15
even after a potential clustering effect for interventions in >1
lesion was accounted for. We did not limit the number of variables
entered into the analysis. However, an unrestricted model
yielded the best Akaike's information criterion (model
The risk for MACE was analyzed per procedure with Cox
proportional hazard models. Hazard ratios were computed for significant
correlates. For interventions in >1 lesion, angiographic variables
of 1 randomly assigned lesion were entered into the analysis;
for lesion length and length of stented segments, we analyzed
the sum of measurements of all lesions to avoid missing an additive
role. For the Cox model, the proportional hazard assumption over time
was initially tested for each variable. A time-dependent
covariable was added to variables that did not satisfy this
assumption (product of variable with log-transformed
time-to-event). The Cox model was validated in 2 ways: first, the model
was fitted to 200 bootstrap samples (training sample) and to the
original data (test sample); the resulting correlation was very close
(bootstrap estimate for slope shrinkage, 0.79). Second, the survival
predicted from 200 bootstrap replications correlated well with the
actual Kaplan-Meier survival in all time intervals analyzed. To
define subgroups of patients with different risks for MACE, linear risk
predictors for each procedure were derived from Cox model
analysis. Quartile values were used to differentiate risk
groups. On the basis of this model, we developed software to predict
the risk for MACE. The program assigns a patient to 1 predicted risk
group after actual parameters are entered. Detailed
subgroup analysis was made by use of the
CART.16 The knots of the first 4 divisions are
presented unless a subgroup had <50 cases and <10 events.
Failure was associated with a 42.6% MACE rate compared with 3.6%
after successful procedures (OR=19.9; 95% CI, 11.0 to 35.3), with
8.2% deaths compared with 0.9% (OR=10.5; CI, 3.0 to 29.3) and 14.8%
death or MI compared with 2.0% (OR=8.4; CI, 3.5 to 18.3). Unsuccessful
procedures with MACE (n=26) differed from uneventful procedures with
regard to vessel size (2.80±0.62 versus 3.11±0.61 mm;
P=0.05), and they showed a trend toward more unstable angina
(42% versus 17%; P=0.06).
Risk for Procedural Failure of Stent Placement
Risk for MACE After Successful Stent Placement
This analysis is based on 4 categories of factors: (1) clinical
data; (2) lesion characteristics, both available before procedures and
operator-independent; (3) procedural factors describing the
intervention and the final results; and (4) the postprocedural
antithrombotic regimen (categorized as with or without ticlopidine).
These 4 categories are separated by thin lines in Table 2
Time Dependency of Risk Factors
Risk Stratification
To calculate individual risks of procedures based on actual
parameters, linear risk predictors were derived from the
Cox model with all variables. This risk stratification protocol
defines 3 risk groups on the basis of the quartiles of the study
population. The 2 quartiles with the lowest risk were condensed to 1
low-risk group because the quartile values were not significantly
different (0.4% and 1.0%). This model therefore identified a large
group with a low risk and 2 smaller groups with intermediate and high
risk. Figure 7
Procedural success was achieved in 97.9% of procedures. This success
rate is higher than reported for several studies that had included only
selected patients.5 6 7 8 However, most of these
studies used stents premounted on delivery systems with unfavorable
balloon catheter profiles and limited trackability. The majority of our
procedures were performed with hand-mounted stents on low-profile,
rapid-exchange catheters. In our analysis, procedural failure
was more likely in venous bypass grafts or lesions in the LCx, after an
acute occlusion before stenting (after the initial PTCA), and in
smaller vessels with tighter or longer lesions. The main factor for
success, however, was the institutional experience in stent placement
technique. This time-dependent protective factor reflects our
institutional learning curve together with continuing improvements in
technique. In view of the high MACE rate observed after unsuccessful
procedures, these data underscore the need for optimization of
technical equipment as well as operational skills.
Our data indicate that MACE rates after successful stenting may vary
substantially. CART analysis (Figure 6
We had included a very large number of factors: clinical data and
lesion characteristics available before an intervention, procedural
factors referring to the intervention and the final results, and the
postprocedural antithrombotic regimen. Nine characteristics were
identified as significant and independent risk factors for MACE.
Several of these factors had already been suggested by logistic
regression analyses focusing on thrombotic stent occlusion in
smaller patient cohorts.3 19 20 21 22 23 Five of the
significant factors are operator-independent, because they refer to a
patient's status before the intervention (age, diabetes, acute MI,
unstable angina, impaired LV function); 4 are operator-dependent,
because they refer to either the procedure itself with final results
(length of stented segment, residual dissection, stent overlap) or the
postprocedural regimen (ticlopidine). The 3 most significant factors
were all procedural variables (residual dissection, postprocedural
regimen, and length of stented segment). Furthermore, in our
analysis of partial models (Figure 4
Our data indicate that the risk for MACE is highest during the first 3
days and decreases rapidly after that. However, only after procedures
with a low-risk profile, no event occurred after week 2 (Figure 7B
Some factors included in our analyses for MACE have been
subject to major debate, for example, maximum balloon pressure and
balloon-to-vessel ratio. Neither variable was identified as a
significant factor. Both were initially deemed important for the
transition from full anticoagulation to combined antiplatelet
therapy.25 However, although high-pressure stent
dilatations are widely performed, controlled data are not
available.17 Retrospective analyses
looking at the influence of high pressure and subsequent events did not
identify an independent role of balloon
pressure,12 22 and preliminary results from 2
randomized trials did not indicate a significant benefit for patients
treated with high-pressure balloon
inflations.26 27 Final results of these and
possibly other randomized trials are necessary to define the role of
balloon pressure.
Limitations
All significant risk factors for procedural failure or MACE that are
available before procedures were only weak predictors in our
analysis (except for institutional experience); therefore, no
inferences can be made that these might constitute contraindications
for stenting.
Postprocedural increases in creatine kinase have been associated with
adverse outcome, particularly with an increase in late
mortality.28 In our study, routine measurements
of creatine kinase were used only to confirm a diagnosis of the adverse
event of acute MI (in all our studies defined as twice the upper limit
of normal2); small increases in enzyme levels
were not recorded in the database. Therefore, we cannot evaluate
the possible role of such a rise below the index limit.
Intravascular ultrasound studies were performed in only a minority of
procedures. Therefore, this study does not allow for a meaningful
analysis of the role of intravascular ultrasound or
intravascular ultrasound measurements. We used predominantly
hand-mounted slotted-tube stents; an unrestricted applicability of our
results to other types (ie, with delivery systems or coil stents) would
have to be verified in specific studies.
Bootstrapping procedures were performed to validate the results of our
models; additional prospective or randomized trials may be necessary to
further validate the findings of our study.
Summary
Received December 2, 1997;
revision received February 18, 1998;
accepted March 17, 1998.
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George BS, Voorhees WD, Roubin GS, Fearnot NE,
Pinkerton CA, Raizner AE, King SB, Holmes DR, Topol ER, Kereiakes DJ,
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© 1998 American Heart Association, Inc.
Clinical Investigation and Reports
Intracoronary Stenting and Risk for Major Adverse Cardiac Events During the First Month
![]()
Abstract
Top
Abstract
Introduction
Methods
Results
Discussion
References
BackgroundOur rationale for this
study was to analyze the risk for procedural failure of
attempted stenting and the risk for major adverse cardiac events (MACE)
after success and to develop a risk stratification protocol for
successful procedures.
Key Words: stents coronary disease risk factors platelet aggregation inhibitors
![]()
Introduction
Top
Abstract
Introduction
Methods
Results
Discussion
References
Coronary stenting has
become an established treatment for suboptimal results after
conventional angioplasty (PTCA),1 2 3 4 and it
reduces restenosis rates in comparison with
PTCA.5 6 The use of stents has been growing
continuously beyond these indications, and today stents are a
ubiquitous routine in interventional cardiology.
![]()
Methods
Top
Abstract
Introduction
Methods
Results
Discussion
References
Patient Population
During the 5-year study period between May 1992 and May 1997,
stent placement was attempted during 2894 consecutive procedures (2444
patients, 3815 lesions); 73 additional procedures in patients with
cardiogenic shock or mechanical ventilation before PTCA were excluded
from this analysis.
Before stenting, no additional alternative technique (ie,
rotational ablation, laser, or other debulking devices) was used.
Implantation of various slotted-tubetype stents was performed as
previously described.2 The majority were
hand-crimped on the angioplasty balloon catheters (95.4%).
Intravascular ultrasound studies were performed in only a minority of
procedures (8.3%).
Three different antithrombotic regimens were used: full
anticoagulation (18.7% of procedures), combined antiplatelet
therapy (79.7%), and aspirin alone (1.6%). All patients were given
aspirin (100 mg BID) and intravenous heparin for 12 hours
(target partial thromboplastin time, 80 to 100 seconds). Patients with
full anticoagulation received the coumarin derivative phenprocoumon
(Marcumar; Hoffmann-La Roche), and intravenous heparin was
continued until a target international normalized ratio of 3.5 to 4.5
was achieved. Patients assigned to combined antiplatelet therapy
received ticlopidine (250 mg BID; Tiklyd, Sanofi-Winthrop). Ticlopidine
or phenprocoumon was given for 4 weeks. Because of the pivotal role of
ticlopidine,9 11 12 postprocedural regimens are
categorized as either with or without ticlopidine.
Procedural success was defined as successful stent placement at
the desired position with <30% residual stenosis. MACE were
death of cardiac or procedure-related origin, MI, and repeat target
lesion revascularization by PTCA or
coronary artery bypass graft surgery during a 30-day follow-up.
Institutional experience was the time between the day of the procedure
and the beginning of the study (May 1, 1992). The following assessments
were performed by the operator at the end of the procedure: LV function
was categorized as normal in the absence of wall motion abnormalities,
slightly impaired if 1 or 2 of 7 ventricular segments were
hypokinetic, impaired if several segments were hypokinetic or 1 or 2
akinetic, and severely impaired if several segments were akinetic with
only 1 or 2 normal segments. A residual dissection was noted in the
presence of a small (<5-mm) dissection in the stented or adjacent
segment; dissections >5 mm for which a necessary coverage with
additional stents could not be achieved for procedural or technical
reasons were defined as substantial residual dissections. Quantitative
angiographic analysis was performed off-line on a commercially
available system with edge-detection algorithms (CMS, Medis Medical
Imaging Systems) by trained technicians not involved in the procedures
and unaware of the operator's qualitative assessments. Measurements of
minimal luminal diameter and reference diameter (before and at the
conclusion of the procedure), of stenosis length, of the
minimal diameter of the largest balloon at maximum inflation pressure,
and of the length of the stented segment were obtained.
Data were continuously assessed and entered into a relational
database. Clinical data were recorded to define procedures, and
angiographic data were assessed for individual lesions treated during a
procedure. Analyses were performed with S-Plus software
(MathSoft), expanded by a function library by
Harrell.14 Statistical significance was assumed
at P<0.05.
2 minus twice the number of
parameters aside from the
intercept).14 The reliability of the model was
assessed by cross-validation. The model was fitted to 200 bootstrap
replications (training sample) and to the original data (test sample)
with a good agreement (bootstrap estimate for slope shrinkage,
-0.70).14
![]()
Results
Top
Abstract
Introduction
Methods
Results
Discussion
References
Stent placement was attempted in 3815 lesions during 2894
procedures in 2444 patients. Procedural success was achieved in 98.3%
of lesions and 97.9% of procedures. The reasons for procedural failure
were inability to reach or cross the primary target lesion with the
stent (n=19), inability to cross an already placed stent with another
stent to reach an additional distal target lesion (as defined by a
residual stenosis >30% or a substantial dissection extending
distally; n=29), inability to achieve adequate flow or a distal
thrombus with TIMI flow <2 (n=12), and a perforation of a venous
bypass graft (n=1). In 53 procedures, a stent was lost before
implantation (0.8% of total number of stents implanted); in 6 of
these, no final success could be achieved (resulting in 1 MACE). In 47
procedures, the stent could be withdrawn from the coronary
circulation and was lost in the aorta or the peripheral
circulation without any associated clinical complication. In 6 of the
53 procedures, a stent was lost within the coronary
circulation. Five of these were recovered; 1 was pressed against the
vessel wall with an additional stent. All 6 cases were finished
successfully without any subsequent MACE.
In view of the poor outcome after failure, we analyzed all
variables available before procedures to identify risk factors for
failure. All procedures with attempted stent placement are described in
Table 1
, distinguishing successful from
unsuccessful procedures. All factors were entered into a
multivariate logistic regression analysis; the
resulting P values are listed in the Table
. The 6
significant risk factors for procedural failure are illustrated in
Figure 1
: the risk increased with
stenosis length and grade but decreased with vessel size; it
was higher in the case of an acute occlusion before stenting (after the
initial PTCA) and for lesions in venous bypass grafts or the LCx. The
most significant factor was the institutional experience in stent
placement technique: with increasing practice during the 5 years,
procedural failure was less likely (Figure 2
).
View this table:
[in a new window]
Table 1. Factors Analyzed for Risk of Procedural
Failure

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Figure 1. Odds ratios for independent risk factors for
procedural failure as identified by multivariate
analysis (for target vessel, LCx [CX] or venous bypass graft
vs all other lesion locations; for continuous variables calculated
for 1st vs 3rd quartile, ie, for vessel size, reference
diameter 3.38 vs 2.66 mm; stenosis grade, 86.0% vs 63.4%
grade stenosis before intervention; stenosis length,
13.6 vs 6.8 mm; institutional experience in stent placement
technique, 4th vs 1st year); odds ratios are displayed on logarithmic
scale.

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Figure 2. Risk for procedural failure (odds) as a function
of institutional experience in stent placement technique, adjusted for
all other covariates.
The overall incidence of MACE was 3.6% (n=102). In 65 events, the
cause was stent occlusion verified by angiography or autopsy; 20 were
repeat PTCAs with patent stents but nonocclusive dissections in
neighboring segments or side branches; 3 were MIs due to side branch
occlusions after stenting; 12 were deaths of cardiac origin without
evidence of stent occlusion; and 2 were procedure-related noncardiac
deaths. No other deaths occurred during the study period. The
association of all factors with MACE is summarized in Table 2
, with P values from the Cox
model. Independent risk factors were older age, diabetes, acute MI,
unstable angina, impaired LV function, residual dissections, stent
overlap, and longer stented segments; a postprocedural regimen with
ticlopidine was a significant protective factor (Figure 3
).
View this table:
[in a new window]
Table 2. Factors Analyzed for Risk of MACE After Successful
Stent Placement

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Figure 3. Hazard ratios for independent risk factors for
MACE after successful stenting identified by Cox analysis (for
age calculated for 1st vs 3rd quartile; ie, 71.1 vs 55.8 years; for
impaired LV function, impaired vs normal; for length of stented
segment, 30 vs 15 mm; for residual dissection, substantial vs no
residual dissection); hazard ratios are displayed on a
logarithmic scale.
. To assess
the contribution of each category to the strength of the final Cox
model, we analyzed partial models with variables from the
respective categories. These results are illustrated in Figure 4
in a comparison of the
2 of the partial models. The models with
variables available before the procedure that are
operator-independent yield a relatively low
2,
indicating only a minor contribution to the strength of the full model.
The model with procedural variables yields a high
2, which is further increased if the adjunct
postprocedural regimen is included. These analyses indicate a
dominant contribution of these operator-dependent factors to the risk
for MACE.

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Figure 4. Comparison of strength of partial models of Cox
regression analysis (ie,
2) for risk for MACE:
result for full model with all variables is displayed by top bar.
2 for 3 partial models with only 1 category of
variables are shown in middle (these categories of variables
are separated by thin lines in Table 2
). Bottom,
2 for a
model including all variables available before procedure, ie,
clinical and lesion variables, is compared with
2 of
a model combining procedural variables with postprocedural
ticlopidine regimen. Graph illustrates dominant influence of
operator-dependent variables.
Figure 5A
shows the cumulative
incidence of MACE. There is an apparent decline in the risk for MACE,
with >50% of events occurring in week 1. This decreasing hazard as a
function of time is illustrated in Figure 5B
. All significant factors
were tested for temporal variations of their influence. The 2 factors
identified are illustrated in Figure 5C
. Residual dissections
constituted a major risk factor during the first 3 days, with a
decreasing weight afterward. An opposing effect was seen for a regimen
without ticlopidine: during the first 2 days, this did not constitute a
significant risk; however, the hazard ratio later increased
significantly, peaking after 1 week. This signifies that a protective
effect of ticlopidine could not be identified before day 3.

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Figure 5. A, Cumulative incidence of all MACE during first
30 days after successful stent placement (TLR indicates target lesion
revascularization, ie, repeat PTCA or bypass
grafting of target lesion). B, Instantaneous hazard rate for MACE
during time course of 30 days. Graph illustrates that risk for MACE
decreases rapidly within first 5 days. C, Time-dependent contribution
of 2 factors to risk for MACE, residual dissection, and a
postprocedural regimen without ticlopidine: for both factors, hazard
ratio is illustrated as a function of time for study period of 30
days.
We used a CART model to define subgroups with distinct MACE rates
(Figure 6
). The primary risk factor was
the grade of residual dissection: in its presence, the MACE rate
increased from 2.1% to 8.4%. It increases further for subgroups with
length of stented segment >15 mm and substantial residual
dissections to a maximum of 27.8%. Conversely, the lowest event rate
of 0.5% could be found in a large group of
30% of all procedures
(n=844) in patients with normal LV function, a postprocedural regimen
with ticlopidine, and no acute MI.

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Figure 6. CART model constructed with independent risk
factors for MACE. Knots identify subgroups of procedures with different
MACE rates. Area of a circle indicates size of a subgroup relative to
whole group (n=2833). Discriminating factors of knots are indicated;
group with higher event rate is always positioned on right
branch.
shows the cumulative MACE
rates for these groups. This graph illustrates that in the high and
intermediate risk groups, events occurred throughout the observation
period. In the low-risk group, however, no event occurred after day
15.

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Figure 7. Observed cumulative event rate for 3 risk groups
as stratified by Cox model. Risk stratification into 3 groups is based
on quartiles of study population (2 low-risk quartiles are condensed to
1 group because risk of these 2 quartiles was not significantly
different).
![]()
Discussion
Top
Abstract
Introduction
Methods
Results
Discussion
References
In the present study, we provide a comprehensive
analysis of the risk for procedural failure of coronary
stenting as well as the risk for MACE after procedural success, and we
describe a protocol for individual risk stratification. This
analysis included all patients treated at our institutions
during a 5-year period; only patients with cardiogenic shock or
mechanical ventilation before the procedure were excluded. Therefore,
the study population represents the full spectrum of
symptomatic coronary artery disease, including many
patients with acute coronary syndromes and technically complex
lesions who had been excluded from several previous trials.
) shows that there are
well-defined subgroups with particular high or low event rates ranging
from 0.5% to 27.8%. Because these depend on applicable risk factors
identified by the Cox model, any comparison with other studies would
have to account for differences in risk profiles.
), the models with
procedural variables and ticlopidine were the strongest,
whereas models with data available before the intervention contributed
only a minor part to the strength of the final model. These data
suggest that factors describing the procedure and the final result are
the major determinants of early outcome, with a smaller contribution by
factors describing the patient's status before the procedure.
).
Therefore, this study provides only limited support for concepts of a
shorter ticlopidine regimen of only 2 weeks. We had identified 2
factors with significant temporal variations of their influence: the
risk associated with residual dissections peaks during the first 3
days, with a decrease after that, and a protective effect of
ticlopidine cannot be identified before day 3. Residual dissections
represent a suboptimal final result. They have been identified
as the major risk factor for thrombotic stent
occlusions,12 which have been the predominant
cause of MACE in virtually all studies on
stenting.23 The delayed protective effect of
ticlopidine reflects the well-known slow onset of action of this
drug.24 The contrasting effects of these 2
factors might be interrelated, suggesting that the early "gap" of
ticlopidine action should be compensated for either by pretreatment
with ticlopidine for several days or by more potent antiplatelet
drugs with immediate onset of action (ie, glycoprotein
IIb/IIIa receptor inhibitors) given during the procedure
and the first few days. Further studies on optimal strategies for this
early period after stenting are warranted.
The rate of procedural failure was low. This might have affected
the ability of the study to detect specific aspects or predictive
factors for failure and might have increased the risk of a type II
error.
The main findings of the present study can be summarized as
follows. Procedural success can be achieved in a very high number of
procedures. Failure is associated with a >10-fold increase in MACE.
The risk for procedural failure is higher after an acute occlusion
before stenting (after initial PTCA) and for target lesions in the LCx
or in venous bypass grafts; it increases with stenosis length
and grade and decreases with vessel size and growing institutional
experience in stenting. These data underscore the need for optimization
of technical equipment as well as operational skills and training.
After success, the risk for MACE depends predominantly on procedural
characteristics: it is higher in the presence of residual dissections
or stent overlap and increases with the length of the stented segment.
Furthermore, the risk is significantly lower with postprocedural
ticlopidine therapy. The risk for MACE depends to a lesser extent on
operator-independent patient characteristics available before a
procedure (age, diabetes, acute MI, unstable angina, impaired LV
function). The risk for MACE declines after the first 3 days. Residual
dissections are the most important risk factor for this early period,
with a decline later. Ticlopidine has no effect on the risk for this
early period but is a dominant protective factor later. These results
underscore the importance of an optimal angiographic result and the
need for an additional or alternative antiplatelet regimen with
immediate onset. The risk stratification protocol based on our model
calculations may allow us to study more precisely the necessary
individual follow-up care, ie, the low-risk group may be the subject of
future studies on the necessary duration of antithrombotic therapy, and
the high-risk group may be the subject of studies on additional or more
effective antithrombotic regimens. Furthermore, this protocol may
permit an accurate comparison of different study populations. Finally,
because this protocol identified procedural factors in particular, it
may help to establish quality control programs for coronary
stenting, which are undoubtedly needed in the future.
![]()
Selected Abbreviations and Acronyms
CART
=
classification-and-regression tree
LCx
=
left circumflex coronary artery
LV
=
left ventricular
MACE
=
major adverse cardiac event(s)
MI
=
myocardial infarction
PTCA
=
percutaneous transluminal coronary
angioplasty
![]()
References
Top
Abstract
Introduction
Methods
Results
Discussion
References
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