Thrombosis |
From the Department of Epidemiology (L.F.B., P.A.P.), University of Michigan, Ann Arbor, and the Department of Laboratory Medicine and Pathology (G.G.K.), the Department of Diagnostic Radiology (P.F.S.), the Division of Hypertension and Department of Internal Medicine (S.T.T.), and the Division of Cardiovascular Diseases and Department of Internal Medicine (R.S.S.), Mayo Clinic and Foundation, Rochester, Minn.
| Abstract |
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Key Words: fibrinogen coronary artery calcification electron beam computed tomography
| Introduction |
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| Methods |
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All participants provided written informed consent, and the study protocols were approved by the Mayo Clinic Institutional Review Board and the University of Michigan Health Sciences Institutional Review Board.
Measures
Coronary artery disease (CAD) risk factors, including
cholesterol/HDL cholesterol, systolic
blood pressure, and body mass index (BMI), were measured at the time of
a physical examination that included an EBT examination for CAC and a
blood sample drawn after a 12-hour overnight fast.9 Age
and history of myocardial infarction, stroke, and cigarette use were
assessed through an interview preceding the physical examination.
Plasma samples, anticoagulated with EDTA at the time of blood drawing
and stored at -70°C, were thawed. C-reactive protein (CRP) and
fibrinogen were measured by immunoturbidimetric assays (Kamiya
Biomedical Corp) on a Roche Cobas Mira. The intra-assay coefficients of
variation for CRP and fibrinogen were
6% and
7%, respectively.
Less than one half of the study participants (89 [39%] of 227) had
CRP concentrations >2.4 mg/L. Therefore, CRP concentrations were
dichotomized on the basis of this threshold, and elevated CRP was
analyzed as a binary variable. Fibrinogen concentration was
considered as a continuous variable.
Previous studies have shown that EDTA plasma gives higher values of
fibrinogen than does citrated plasma, most likely because of the
dilutive effect of collecting blood in aqueous sodium
citrate.11 To understand these differences, we conducted a
calibration study by collecting paired EDTA plasma and citrated plasma
samples from 35 additional clinical patients who had clottable
fibrinogen measured in citrated plasma by a thrombin clotting rate
assay on an MDA-180 instrument (Organon Teknika). The normal reference
range for this assay is 1.75 to 3.50 µmol/L. For these 35
patients, EDTA plasma samples were frozen at -70°C. These samples
were then thawed, and fibrinogen was measured with the
immunoturbidimetric assay used in the present study. In the
calibration study, there was a strong correlation in fibrinogen levels
measured by the 2 methods (r=0.97). Immunologic fibrinogen
measured in EDTA plasma was
46% higher than clottable fibrinogen
measured in citrated plasma (data not shown).
The quantity of CAC was measured with an Imatron C-150 EBT scanner (Imatron Inc). A scan run consisted of 40 contiguous 3-mm-thick tomographic slices, from the root of the aorta to the apex of the heart. Scan time was 100 ms per tomogram. All images were triggered at end diastole during 2 to 4 breath-holdings with the use of ECG gating.
Tomograms were scored by a radiological technologist using an automated scoring system.12 CAC was defined as a hyperattenuating focus within 5 mm of the arterial midline, at least 4 adjacent pixels in size, and with CT number >130 Hounsfield units throughout the focus. After inspecting the technical quality and scoring accuracy of each tomogram, an experienced radiologist interpreted the findings of each scan run. The quantity of CAC was defined as the CAC score according to Agatston et al.13
Statistical Analysis
All analyses were performed separately in men and women.
A value of P<0.05 was considered significant for all
analyses.
Age, cholesterol/HDL cholesterol,
systolic blood pressure, BMI, history of cigarette smoking,
elevated CRP, and plasma fibrinogen concentration were considered as
predictors of a high quantity of CAC. Estimated clottable fibrinogen
concentrations, based on the equation from the calibration study
(clottable fibrinogen concentration=immunologic plasma
fibrinogen/1.4666), were presented, but no statistical tests
were performed on these values. Differences between participants with
high quantities of CAC and those with no detectable CAC were evaluated
by t tests for age, cholesterol/HDL
cholesterol, systolic blood pressure, BMI, and
plasma fibrinogen concentration and by
2 tests
for percentage with elevated CRP and history of smoking.
The association of each CAD risk factor and plasma fibrinogen
concentration with a high quantity of CAC was further investigated by
univariate logistic regression. The likelihood ratio test
was used to determine whether any of these variables was a
significant predictor of a high quantity of CAC. Twice the natural
logarithm of the ratio of the maximum likelihood of the logistic
regression model with the variable (model 1) versus the maximum
likelihood of a model with the just the intercept was taken to
approximate a
2 distribution with 1
df.
Bivariate logistic regression models were then used to investigate the association of plasma fibrinogen concentration with a high quantity of CAC, after adjusting for each CAD risk factor. The likelihood ratio test was used to compare the model with each risk factor and fibrinogen (model 2) to a model with just the risk factor (model 1). Next, the significance of interaction terms between each CAD risk factor and fibrinogen was assessed by using the likelihood ratio test to compare the model with the interaction term with the model without the interaction term (model 2).
Finally, multiple logistic regression models were fit in which the association of fibrinogen with a high quantity of CAC was evaluated after adjusting for all CAD risk factors simultaneously along with any interaction terms that were found to be significant in the bivariate analyses. The likelihood ratio test was used to compare the full model with all CAD risk factors, plasma fibrinogen, and any interaction terms with a reduced model with just the CAD risk factors.
Odds ratios and 95% CIs for having a high quantity of CAC for a 1standard deviation (1-SD) increase in quantitative variables or change in status for elevated CRP or smoking history were calculated.
| Results |
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Associations With High Quantities of CAC in Men
The mean±SD CAC score among men with high quantities of CAC was
965.7±800.9 (range 40.5 to 3036.7, Table 1
). Compared with men with no
detectable CAC, men with high quantities of CAC had significantly
higher mean age, BMI, systolic blood pressure, history of
cigarette smoking, and plasma fibrinogen concentration (Table 1
). On the basis of the univariate logistic
regression model, a 1-SD increase in plasma fibrinogen concentration
was associated with an odds ratio of 1.6 (95% CI 1.1 to 2.5) for a
high quantity of CAC (model 1 in Table 2
).
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In bivariate logistic regression models, plasma fibrinogen
concentration remained significantly associated with the probability of
a high quantity of CAC after considering the effects of BMI,
cholesterol/HDL cholesterol, history of
cigarette smoking, systolic blood pressure, or elevated CRP
(model 2 versus model 1, Table 2
). In the age-adjusted model,
plasma fibrinogen concentration was marginally associated with the
probability of a high quantity of CAC (P=0.0704). In all
bivariate models (data not shown), a 1-SD increase in plasma fibrinogen
concentration was associated with similar odds ratios that varied from
1.5 in the model adjusted for age to 1.7 in the model adjusted for
systolic blood pressure. There were no significant interaction
terms between fibrinogen level and any CAD risk factors.
After adjusting for all CAD risk factors in a multiple logistic regression model, plasma fibrinogen concentration was no longer a significant predictor of a high quantity of CAC. The odds ratio for plasma fibrinogen was 1.3 (95% CI 0.8 to 2.2, P=0.2198 for full versus reduced model). In the full model, age was the only significant predictor of a high quantity of CAC (P<0.05), whereas BMI (P=0.0636) and history of smoking (P=0.0704) were marginally significant (data not shown).
Associations With High Quantity of CAC in Women
The mean±SD CAC score among women with a high quantity of CAC was
442.4±681.4 (range 2.1 to 3349.4, Table 1
). Compared with women
with no detectable CAC, women with a high quantity of CAC had
significantly higher BMI, systolic blood pressure, history of
cigarette smoking, and plasma fibrinogen concentration (Table 1
). On the basis of the univariate logistic
regression model, a 1-SD increase in plasma fibrinogen concentration
was associated with an odds ratio of 2.5 (95% CI 1.6 to 4.1) for
having a high quantity of CAC (model 1 in Table 2
).
In bivariate analyses, plasma fibrinogen concentration remained
significantly associated with the probability of a high quantity of CAC
after considering the effects of each CAD risk factor (model 2 versus
model 1, Table 2
). In all bivariate models (data not shown), a
1-SD increase in plasma fibrinogen concentration was associated with
similar odds ratios that varied from 2.1 in the model adjusted for BMI
to 2.6 in the model adjusted for age. Additionally, there was a
significant interaction term between plasma fibrinogen concentration
and age. The predicted probability of a high quantity of CAC for women
with high and low plasma fibrinogen concentrations (mean±1 SD) across
the age range of women observed in the present study (50 to 69
years) is plotted in the Figure
. On the
basis of the model, younger women with high levels of plasma fibrinogen
were much more likely to have a high quantity of CAC than were younger
women with low levels of plasma fibrinogen. At older ages, the
difference in probability of a high quantity of CAC between women with
high or low levels of plasma fibrinogen decreased (see
Figure
).
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After adjustments were made for all CAD risk factors in a multivariate logistic regression model, plasma fibrinogen concentration and an interaction term between plasma fibrinogen concentration and age were the only significant predictors of a high quantity of CAC (P<0.0001 for full versus reduced model). In the full model, a history of cigarette smoking (P=0.0554) was a marginally significant predictor of a high quantity of CAC (data not shown).
| Discussion |
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Some caution should be used in interpreting our results because participants were selected for the present study on the basis of the results of their EBT examinations. Thus, we cannot exclude the possibility that the observed elevated fibrinogen concentration was a result, rather than a cause, of the preclinical atherosclerosis as measured with EBT. Although elevated fibrinogen concentration may reflect inflammatory activity associated with atherosclerosis, fibrinogen has also been shown to stimulate smooth muscle migration and proliferation, promote platelet aggregation, and contribute to blood viscosity and thrombi, and it is a component of atherosclerotic plaques.14 In the present study, after adjusting for another marker of inflammation (elevated CRP), plasma fibrinogen remained significantly associated with a high quantity of CAC. Therefore, these findings provide further evidence for direct mechanisms by which fibrinogen may contribute to the atherosclerotic process and coronary events.2 Additionally, although CAC almost always indicates the presence of atherosclerosis, soft plaques with no or very low levels of CAC that are undetectable by EBT may exist. Therefore, some participants who did not have detectable CAC in the present study may actually have atherosclerosis.
Only participants with high quantities of CAC or participants with no detectable CAC were selected for inclusion in the present study. This study design was useful for a preliminary exploration of the association of fibrinogen with CAC because few stored specimens were required to be thawed and measured. Given the significant findings, future studies should be conducted in a study group with a full range of quantity of CAC to determine whether there is a dose-response effect between plasma fibrinogen concentrations and the quantity of CAC.
The fibrinogen assays used in many studies measure clottable fibrinogen
with citrated plasma. In the present study, we only used stored
EDTA plasma. Previous studies have shown that EDTA plasma gives higher
values than citrated plasma, most likely because of the dilutive effect
of collecting blood in aqueous sodium citrate.11 In our
calibration study among 35 clinical patients, immunologic fibrinogen
measured in EDTA plasma was
46% higher than clottable fibrinogen
measured in citrated plasma. The mean±SD estimated clottable
fibrinogen concentration in the study group was 3.1±0.65
µmol/L, which is within the normal reference range (1.75 to 3.50
µmol/L) for clottable fibrinogen measured in citrated plasma.
Consistent with other studies,15 16 mean
fibrinogen concentration was higher among women than men (Table 1
).
The reasons for finding an age-dependent association of plasma fibrinogen concentration with a high quantity of CAC in women is not entirely clear. Elevated fibrinogen concentration may be associated with early atherosclerosis, as evidenced by the strong association found in younger women who tend to have few conventional CAD risk factors. Among older women, risk factors other than fibrinogen concentration may be more closely associated with a high quantity of CAC. With increasing age, the change in menopause status and the combined effects of increases in BMI, increases in blood pressure, and an adverse lipid profile may also dilute the fibrinogen effects observed in younger women. Also, there may have been an unknown amount of survival bias in the present study because individuals with a history of myocardial infarction, stroke, or surgery involving the coronary arteries were not eligible to participate. Compared with the asymptomatic women eligible for the study, these ineligible symptomatic women are expected to be older and to have higher plasma fibrinogen concentrations and higher quantities of CAC.
In the present study, bivariate logistic regression models allowed us to examine the association of fibrinogen with a high quantity of CAC, after adjusting individually for each CAD risk factor. Inferences from these models are important from a biological perspective. However, the associations in the presence of all CAD risk factors are important to consider when evaluating the clinical utility of a new marker of CAD.17 Our findings suggest value in using fibrinogen concentration to further stratify risks in women. The association of plasma fibrinogen with a high quantity of CAC remained statistically significant after adjusting for all CAD risk factors simultaneously in a multivariate logistic regression model. This is consistent with previous studies in which the prediction of cardiovascular disease was improved by the addition of fibrinogen to models containing major cardiovascular disease risk factors.14 18
Among men, the association between fibrinogen and a high quantity of CAC failed to reach statistical significance in a multivariate logistic regression model; however, the strength of the association was similar to that found in the univariate and bivariate logistic regression models. Given that the strength of the association was not as large in men as in women, it would be useful to conduct another study in a larger group to determine whether fibrinogen levels are useful to predict which men are at higher risk for subclinical atherosclerosis.
Almost 25% of the patients with premature cardiovascular disease do not have any of the conventional CAD risk factors, and the presence of a high quantity of CAC at EBT has stimulated the search for other risk factors.19 EBT has been shown to identify individuals with preclinical atherosclerosis who would be considered to be at low risk for coronary events on the basis of conventional CAD risk factors.20 Thus, scanning for CAC with EBT may help uncover novel risk factors for preclinical disease and facilitate the development of new therapies for the prevention of CAD events.9
Fibrinogen is inexpensive to measure (the cost is comparable to the cost of a typical lipid profile) and is modifiable by the use of agents such as bezafibrate.21 Presently, there is a lack of clinical trials to demonstrate the effect of lowering fibrinogen with such agents on clinical end points. EBT has been shown to be useful for the measurement of the progression of CAC over time.22 23 In one study,23 lipid-lowering agents were shown to decrease the progression of CAC in a group followed for 1 year. Future studies should investigate the effects of fibrinogen-lowering agents on the progression of CAC as measured with EBT in middle-aged asymptomatic individuals.
| Acknowledgments |
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| Footnotes |
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Received December 14, 1999; accepted May 5, 2000.
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