Our aim was to prospectively investigate the association between carotid artery intima-media thickness (IMT) as well as carotid plaque and incidence of coronary heart disease (CHD) and stroke in Chinese, among whom data are limited.
Methods and Findings
We conducted a community-based cohort study composed of 2190 participants free of cardiovascular disease at baseline in one community. During a median 10.5-year follow up, we documented 68 new cases of coronary heart disease and 94 cases of stroke. The multivariate relative risks (RRs) associated with a change of 1 standard deviation of maximal common carotid IMT were 1.38 (95% confidence interval [CI], 1.12–1.70) for CHD and 1.47 (95% CI, 1.28–1.69) for stroke. The corresponding RRs with internal carotid IMT were 1.47 (95% CI, 1.21–1.79) for CHD and 1.52 (95% CI, 1.31–1.76) for stroke. Carotid plaque measured by the degree of diameter stenosis was also significantly associated with increased risk of CHD (p for trend<0.0001) and stroke (p for trend<0.0001). However, these associations were largely attenuated when adjusting for IMT measurements.
Citation: Chien K-L, Su T-C, Jeng J-S, Hsu H-C, Chang W-T, Chen M-F, et al. (2008) Carotid Artery Intima-Media Thickness, Carotid Plaque and Coronary Heart Disease and Stroke in Chinese. PLoS ONE 3(10): e3435. https://doi.org/10.1371/journal.pone.0003435
Editor: Jeffrey S. Berger, Duke Clinical Research Institute, United States of America
Received: May 20, 2008; Accepted: September 22, 2008; Published: October 17, 2008
Copyright: © 2008 Chien et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
Funding: This study was supported partly by grants from the National Science Council in Taiwan (NSC 97-2314-B-002 -130 -MY3, NSC 96-2314-B-002-155- ). Dr. Frank Hu's research is partly supported by American Heart Association Established Investigator Award.
Competing interests: The authors have declared that no competing interests exist.
Cardiovascular disease remains the leading cause of death worldwide. International studies have demonstrated that Asian and Western populations have different patterns of cardiovascular disease events, . In Western countries, coronary heart disease (CHD) is more common than stroke, whereas in Asian-Pacific countries, stroke outnumbers CHD . Because of ethnic differences in the atherosclerosis process, it is important to investigate the role of subclincial atherosclerosis in the development of CHD and stroke in Asian populations.
Intima-media thickness (IMT) measurements of the common carotid artery (CCA) and internal carotid artery (ICA) are considered as useful indicators of carotid atherosclerosis–. Previous studies have only focused on common measurements of carotid arteries and did not discriminate the potential differences between CCA and ICA, . Evidence showed that CCA and ICA narrowing may reflect different pathophysiology and thus may be differentially related to cardiovascular events.. Moreover, the carotid plaque severity has also been associated with increased risk of cardiovascular disease , –. Therefore, we conducted a prospective community-based cohort study to examine the associations of carotid artery IMT and carotid plaque with incidence of CHD and stroke in Chinese in Taiwan.
Higher IMT was associated with higher prevalence of obesity, hypertension, and the metabolic syndrome (table 1). The correlations between IMT and other risk factors ranged from 0.07 for triglycerides to 0.20 for systolic blood pressure (Table 2). The IMT measurements were correlated with the carotid plaque score (0.34–0.37). The carotid plaque score was minimally correlated with other risk factors, ranging −0.06 for body mass index to 0.06 for serum cholesterol.
The incidence of CHD and stroke events increased progressively with increasing quartiles for IMT measurements (Table 3). After multivariate adjustments, the relative risks (RRs) associated with a change of 1 standard deviation of maximal common carotid IMT were 1.38 (95% confidence interval [CI], 1.12–1.70) for CHD and 1.47 (95% CI, 1.28–1.69) for stroke. Internal carotid IMT had a slightly higher risk for CHD and stroke: the corresponding RRs with 1 standard deviation of maximal internal carotid IMT were 1.47 (95% CI, 1.21–1.79) for CHD and 1.52 (95% CI, 1.31–1.76) for stroke. Carotid plaque was also significantly associated with cardiovascular events: the multivariate RRs with 1 unit increment in carotid plaque were 1.15 (95% CI, 1.07–1.24) for CHD and 1.11 (95% CI, 1.05–1.18) for stroke events. Analyses based on the quartiles of common and internal carotid IMT and carotid plaque showed similar results as those from the continuous analyses.
In multivariate analyses including both IMT and carotid plaque score in the same models (Table 4), the association of common carotid IMT with CHD becomes nonsignificant (multivariate RR, 1.16, 95% CI, 0.86–1.57), but its association with stroke risk remained significant (RR, 1.48, 95% CI, 1.21–1.80). The internal carotid IMT remained significant for both CHD and stroke. However, the relative risk of carotid plaque diminished appreciably and became nonsignificant after adjusting for IMT in the models.
In stratified analyses, common and internal carotid IMT predicted CHD risk in most subgroup analyses defined by cardiovascular risk factors, and only the tests for interaction between IMT and diabetes were statistically significant (P for interaction = 0.03 for CCA) (data not shown). Common and internal carotid IMT was also significantly associated with the risk of stroke in most subgroups (all P for interaction >0.05).
Adding IMT provided only a slight improvement in predicting the risk of CHD and stroke beyond the standard risk factors (Table 5). First, the increase in the AUC (from 0.787 to 0.798 for CHD, from 0.822 to 0.829 for stroke) reached a borderline significant level after adding IMT to the models with traditional risk factors for CHD. Second, adding IMT information resulted in a slightly better integrated discrimination improvement (IDI) for stroke (IDI = 0.022, P = .011) and CHD (IDI = 0.0035, P = .09). These findings showed non-significant improvement by adding IMT information.
The results of this large prospective study of middle-aged and older Chinese indicate that elevated carotid IMT measurements significantly predict an increase risk of CHD and stroke in healthy Chinese, independent of other cardiovascular risk factors. These data provide useful information on the potential utility of IMT measurements and carotid sonography in screening subclinical cardiovascular disease in populations with relatively low CHD but high stroke risk.
Carotid sonography has been recommended as a screening tool for future cardiovascular events among high-risk populations, such as elderly adults, type 2 diabetics or stable CHD patients. Updated consensus has proposed the standards for measurement of IMT and plaque in the carotid artery, . However, there is a disagreement regarding the use of these measurements as screening tool in the general population. And it has been recommended that more data need to be collected for different ethnic groups. Our study has partially filled this gap.
Carotid artery IMT and plaque stenosis, as markers of subclincial atherosclerosis, reflect not only early atherosclerosis but also compensatory enlargement with medial hypertrophy as a result of smooth muscle cell proliferation reactions, . Because atherosclerosis develops in men at an earlier stage, carotid IMT is greater in men than in women. Common and internal carotid artery IMT progression has been related to several cardiovascular risk factors including smoking, hypertension and hyperglycemia . In the stiffer arteries such as ICA, systolic blood pulse is augmented by fast travel of pulse wave and the blood flow velocity is reduced in diastole, further accelerating lipid deposition and local inflammation and results in increasing thickness of intima medial layers in ICA.
Clinical observations suggested that the higher blood pressure and vascular wall shear stress on the left carotid artery resulted in higher common carotid IMT on left side, ; however, the side difference was only limited to CCA and did not affect the prediction of subsequent cardiovascular events. Our study did not show differential effects of measurements from different sides on CVD risk. Also, there were no appreciable gender, age, smoking, hypertension, obesity and hyperlipidemia differences in the role of IMT for predicting risk of CHD and stroke. Nevertheless, our findings showed a slightly higher risk for CHD and stroke for ICA than for CCA, but the difference was small.
Several cohort studies have explored the association between carotid artery IMT and the incidence of CHD and stroke in Western populations, , , , . After one year follow-up among 1257 middle-aged Finnish men, common carotid IMT was associated a 3.3-fold increased risk for CHD event. In the Rotterdam Elderly Study including 7983 participants older than 55 years and follow up for 6 years, common carotid IMT was a significant predictor for stroke and CHD, . Chambless and colleagues demonstrated that the combined CCA and ICA measurements were significant predictors of CHD among 15792 middle-aged adults in the Atherosclerosis Risk in Community cohort. In another study based on 5858 older adults (65 years of age or older) and 6 year of follow-up , O'Leary and colleagues demonstrated that both common and internal carotid IMT measurements were significant predictors of CHD and stroke.
Few studies have examined the role of carotid IMT in predicting CVD events in Asian populations–. In a study of Japanese diabetic patients, carotid IMT was associated with increased CHD events during a 3-year follow up . Among 298 elderly Japanese (older than 75 years, average 80 years), carotid IMT was associated with increased cardiovascular death and total mortality during 3 years of follow-up. Our study provided strong evidence that carotid IMT significantly predicts CHD and stroke in a community-based healthy Chinese population. Furthermore, our findings were compatible with a recent meta-analysis results which showed one standard deviation of IMT difference increased a 1.26-fold risk for CHD and a 1.32-fold risk for stroke .
Carotid plaque provided additional information for cardiovascular risk prediction because the plaque score reflects the severity of irregular morphology and lumen narrowing, . Carotid plaque was reported to be associated with local inflammation and biomechanical stress and was considered as a marker of advanced atherosclerosis. Furthermore, ethnic variation in carotid plaque severity has been demonstrated and African Americans men appear to have appreciably lower carotid plaque than white men. Cross-sectional studies found that carotid plaque was significantly associated with prevalence of CHD, and the prospective cohort data suggested that carotid plaque predicted future risk of ischemic stroke among 1939 U.S. adults and among 1289 elderly Japanese men. Our findings suggested that the carotid plaque was significantly associated with risk of CHD and stroke, but the association was largely explained by IMT.
To our knowledge, this is the first extensive investigation of carotid artery structure and risk of CHD and stroke among Chinese. Because of the prospective cohort design, the baseline measurements of our cohort members were unlikely to be affected by disease status. Furthermore, the use of a community-based population could reduce the possibility of selection bias. We also included important covariates including socioeconomic status, lifestyle factors, and well-established CVD risk factors including hypertension, diabetes, blood lipid profiles and the metabolic syndrome. Adjustment for these variables did not diminish the role of IMT in predicting CHD or stroke.
Our study had several potential limitations. First, the number of incident cases of CHD and stroke events was relatively small, even with more than a decade's follow up, which would reduce the power to detect the subtle differences between common and internal carotid artery IMT and make the relative risk estimation unstable. However, the 95% confidence intervals for the estimated relative risks were narrow and tests for linear trends were significant for our exposure variables. Second, we did not measure functional parameters such as resistance index, which might be useful for further risk stratification. In addition, there was no formal comparison of our results to those from other racial/ethnic groups. Nonetheless, our findings added to the existing literature about the role of carotid atherosclerosis for further cardiovascular risk.
In conclusion, we demonstrate that IMT and carotid plaque were associated the risks of CHD and stroke among Chinese. Because of only moderate correlation coefficients between carotid artery measurements and traditional vascular risk factors, the carotid artery measurements especially IMT can be useful for comprehensive evaluation of cardiovascular risk in Asian populations.
Study Design and Study Participants
Details of this cohort study have been published previously–. Briefly, the Chin-Shan Community Cardiovascular Cohort Study (CCCC) began in 1990 by recruiting 1703 men and 1899 women of Chinese ethnicity aged 35 years old and above from the Chin-Shan township, 30 km north of metropolitan Taipei, Taiwan. Lifestyle information and medical conditions were assessed by interview questionnaires at 2-year cycles for the initial 6 years, and the validity and reproducibility of these data and anthropometric measurements have been reported in detail elsewhere. Two thousand and two hundred forty-four participants had complete carotid ultrasonography measurements in 1994–1995. After excluding those with previous history of cardiac disease (n = 16) and cerebrovascular disease (n = 38), a total of 2190 participants were included in this study. For cohort follow up from 1994 to the end of 2005 (a total of 20,102.7 person-years, median 10.5 years, inter-quartile range: 9.5–10.6 years), we documented 68 incident cases of CHD, 94 incident cases of stroke (including 79 cases of ischemic and unclassified type and 15 cases of hemorrhagic type). Incident CHD cases were defined by nonfatal myocardial infarction, fatal coronary heart disease and hospitalization due to percutaneous coronary intervention and coronary bypass surgery. Deaths were identified from official certificate documents, further verified by house-to-house visits. Fatal CHD was considered to have occurred if fatal myocardial infarction was confirmed by hospital records or if CHD was listed as the cause of death on the death certificate as the underlying and most plausible cause of death, or if evidence of previous CHD was available. Incident stroke cases were ascertained according to the following criteria: a sudden neurological symptom of vascular origin that lasted longer than 24 hours, with supporting evidence from the image study. Transient ischemic attacks were not included in this study. The cases were confirmed by internists. The National Taiwan University College of Public Health Committee Review Board approved the study protocol. The participants gave verbal informed consent due to minimal harm to the participants and the requirement to obtain a signed consent form in this non-invasive observational study was waived.
Measurement of biochemical markers
The procedures of blood sample collection were reported elsewhere , . Briefly, all venous blood samples drawn after a 12-hour overnight fast were immediately refrigerated and transported within 6 hours to the National Taiwan University Hospital. Serum samples were then stored at −70°C before batch assay for levels of total cholesterol, triglycerides, and high density lipoprotein cholesterol (HDL-C). Standard enzymatic tests for serum cholesterol and triglycerides were used (Merck 14354 and 14366, Germany, respectively). HDL-C levels were measured in supernatants after the precipitation of specimens with magnesium chloride phosphotungstate reagents (Merck 14993). LDL-C concentrations were calculated as total cholesterol minus cholesterol in the supernatant by precipitation method (Merck 14992).
Carotid artery ultrasonographic measurements
The measurements of IMT were obtained by using a Hewlett-Packard SONO 1500 ultrasound system, equipped with a 7.5 MHz real-time B-mode scanner to examine the patient's carotid arteries. Patients were asked to lie supine with the neck extended in a slightly lateral rotation. Then we scanned the carotid artery and found the lumen of the carotid artery beneath the surface of the neck. We defined IMT as the distance from the front edge of the first echogenic line (lumen-intima interface) to the front edge of the second line (media-adventitia interface) in the far wall of the vessel. We performed the same procedures on the other side of the neck. The maximal IMT was defined by averaging maximal measurement on both sides. The inter-observer reliability of these measurements using the inter-rater and intra-rater correlation reliability ranged from 0.70 to 0.93.
The quantification of carotid plaque was described elsewhere , . Briefly, carotid artery segment, including proximal CCA (>20 mm proximal to the bulb bifurcation), distal CCA, bulb, ICA, and external carotid artery were examined bilaterally. A grade was assigned to each chosen segment: grade 0 for normal or no observable plaque; grade 1 for one small plaque with diameter stenosis <30%; grade 2 for one medium plaque with 30% to 49% diameter stenosis or multiple small plaques; grade 3 for one large plaque with 50% to 99% diameter stenosis or multiple plaques with at least one medium plaque; and grade 4 for 100% occlusion. The carotid plaques on the proximal and distal CCA, the bulb, and the internal and external carotid arteries, were measured and given numerical values; measurements were tallied and an individual was assigned a composite score for the severity of carotid plaque. Reproducibility of plaque grade scores was good, with a kappa value of 0.70.
Participants were categorized into quartiles of common and internal carotid artery IMT measurements. Continuous variables were presented by mean (standard deviation) or median levels, and categorical data were presented in contingency tables. Correlations between baseline IMT and other cardiovascular risk factors were estimated by Spearman's partial correlation coefficients adjusted for age and gender.
Incidence rates of CHD and stroke were calculated by dividing the number of cases by the person-years of follow up for each quartile of IMT. Relative risk of CHD and stroke was calculated by dividing the incidence rate of each quartile by the rate in the first quartile. In addition, we estimated the relative risks associated with a change of one standard deviation in the IMT. We used Cox proportional-hazards models to adjust for potential confounding variables. We specified four models to estimate relative risk of CHD and stroke. In model 1, we adjusted for age groups (35–44, 45–54, 55–64, 65–74, > = 75 years old) and gender. In Model 2, we additionally adjusted for body mass index (<18, 18 to 20.9, 21 to 22.9, 23 to 24.9, or > = 25 kg/m2) and lifestyle factors, including alcohol intake (nondrinker/current), smoking, (yes/no) and exercise(yes/no), as well as socioeconomic status, including marital status(single, married, or divorced), educational level (<9 years, ≥9 years), occupation (no work, manual work, or professional), and family history of CHD (yes/no). In Model 3, we adjusted further for the presence or absence of hypertension and diabetes and continuous variables including LDL and HDL cholesterol levels. In model 4, we further adjusted for the presence or absence of the metabolic syndrome defined by the NCEP ATP III criteria. To test for linear trend across IMT quartiles, we used the median IMT value for each quartile. The goodness of fit for each model was tested by the Hosmer and Lemeshow test. We conducted stratified analyses to evaluate a potential effect modification by baseline hypertension (absence or presence), diabetes (absence or presence), total cholesterol, and body mass index using median values as the cutoffs.
We compared the performance of the models without and with CCA IMT information using the area under the receiver operating characteristic curve (AUC). The curve is a graph of sensitivity versus 1-specificity (or false-positive rate) for various cutoff definitions of a positive diagnostic test result. Statistical differences in the AUCs were compared using the method of DeLong et al. However, the AUC value is not the best discriminatory statistics for prediction power–. Therefore, we provided several additional statistics, including integrated discrimination improvement (IDI) and net reclassification improvement (NRI)  for the comparison of nested models with and without IMT. The IDI is considered the difference between improvement in average sensitivity and any potential increase in average ‘one minus specificity’, and is estimated as the difference in Yates discrimination slopes between the nested models, . The reclassification table as a tool for comparing the models was suggested by Ridker and colleagues. Pencina and colleagues constructed the reclassification tables and developed a NRI (net reclassification improvement) statistic according to a sum of differences between the ‘upward’ movement in categories for event subjects and the “downward’ movement in those for nonevent subjects. A priori risk categories were defined as 0–5%, 5–10%, 10–20%, and > = 20%.
All statistical tests were two-tailed with a type I error of 0.05, and P values<0.05 were considered statistically significant. Analyses were performed with SAS version 9.1 (SAS Institute, Cary, NC) and Stata version 9.1 (Stata Corporation, College Station, Texas).
We thank the participants in the Chin-Shan community and the cardiologists at National Taiwan University Hospital for their assistance in this study.
Conceived and designed the experiments: KLC MFC YTL. Performed the experiments: JSJ HCH WTC. Analyzed the data: KLC TCS HCH FH. Contributed reagents/materials/analysis tools: TCS WTC YTL. Wrote the paper: FH.
- 1. Rosamond W, Flegal K, Friday G, Furie K, Go A, et al. (2007) Heart disease and stroke statistics–2007 update: a report from the American Heart Association Statistics Committee and Stroke Statistics Subcommittee. Circulation 115: e69–171.W. RosamondK. FlegalG. FridayK. FurieA. Go2007Heart disease and stroke statistics–2007 update: a report from the American Heart Association Statistics Committee and Stroke Statistics Subcommittee.Circulation115e69171
- 2. Reddy KS (2004) Cardiovascular disease in non-Western countries. New England Journal Medicine 350: 2438–2440.KS Reddy2004Cardiovascular disease in non-Western countries.New England Journal Medicine35024382440
- 3. van den Hoogen PC, Feskens EJ, Nagelkerke NJ, Menotti A, Nissinen A, et al. (2000) The relation between blood pressure and mortality due to coronary heart disease among men in different parts of the world. Seven Countries Study Research Group. N Engl J Med 342: 1–8.PC van den HoogenEJ FeskensNJ NagelkerkeA. MenottiA. Nissinen2000The relation between blood pressure and mortality due to coronary heart disease among men in different parts of the world. Seven Countries Study Research Group.N Engl J Med34218
- 4. Bild DE, Detrano R, Peterson D, Guerci A, Liu K, et al. (2005) Ethnic differences in coronary calcification: the Multi-Ethnic Study of Atherosclerosis (MESA). Circulation 111: 1313–1320.DE BildR. DetranoD. PetersonA. GuerciK. Liu2005Ethnic differences in coronary calcification: the Multi-Ethnic Study of Atherosclerosis (MESA).Circulation11113131320
- 5. Hodis HN, Mack WJ, LaBree L, Selzer RH, Liu CR, et al. (1998) The role of carotid arterial intima-media thickness in predicting clinical coronary events. Ann Intern Med 128: 262–269.HN HodisWJ MackL. LaBreeRH SelzerCR Liu1998The role of carotid arterial intima-media thickness in predicting clinical coronary events.Ann Intern Med128262269
- 6. Bots ML, Hoes AW, Koudstaal PJ, Hofman A, Grobbee DE (1997) Common carotid intima-media thickness and risk of stroke and myocardial infarction: the Rotterdam Study. Circulation 96: 1432–1437.ML BotsAW HoesPJ KoudstaalA. HofmanDE Grobbee1997Common carotid intima-media thickness and risk of stroke and myocardial infarction: the Rotterdam Study.Circulation9614321437
- 7. Touboul PJ, Elbaz A, Koller C, Lucas C, Adrai V, et al. (2000) Common carotid artery intima-media thickness and brain infarction : the Etude du Profil Genetique de l'Infarctus Cerebral (GENIC) case-control study. The GENIC Investigators. Circulation 102: 313–318.PJ TouboulA. ElbazC. KollerC. LucasV. Adrai2000Common carotid artery intima-media thickness and brain infarction : the Etude du Profil Genetique de l'Infarctus Cerebral (GENIC) case-control study. The GENIC Investigators.Circulation102313318
- 8. Scuteri A, Manolio TA, Marino EK, Arnold AM, Lakatta EG (2004) Prevalence of specific variant carotid geometric patterns and incidence of cardiovascular events in older persons. The Cardiovascular Health Study (CHS E-131). J Am Coll Cardiol 43: 187–193.A. ScuteriTA ManolioEK MarinoAM ArnoldEG Lakatta2004Prevalence of specific variant carotid geometric patterns and incidence of cardiovascular events in older persons. The Cardiovascular Health Study (CHS E-131).J Am Coll Cardiol43187193
- 9. Nichols WW, Pepine CJ, O'Rourke MF (1999) Carotid-artery intima and media thickness as a risk factor for myocardial infarction and stroke. N Engl J Med 340: 1762–1763.WW NicholsCJ PepineMF O'Rourke1999Carotid-artery intima and media thickness as a risk factor for myocardial infarction and stroke.N Engl J Med34017621763
- 10. O'Leary DH, Polak JF, Kronmal RA, Manolio TA, Burke GL, et al. (1999) Carotid-artery intima and media thickness as a risk factor for myocardial infarction and stroke in older adults. Cardiovascular Health Study Collaborative Research Group. N Engl J Med 340: 14–22.DH O'LearyJF PolakRA KronmalTA ManolioGL Burke1999Carotid-artery intima and media thickness as a risk factor for myocardial infarction and stroke in older adults. Cardiovascular Health Study Collaborative Research Group.N Engl J Med3401422
- 11. Kitamura A, Iso H, Imano H, Ohira T, Okada T, et al. (2004) Carotid intima-media thickness and plaque characteristics as a risk factor for stroke in Japanese elderly men. Stroke 35: 2788–2794.A. KitamuraH. IsoH. ImanoT. OhiraT. Okada2004Carotid intima-media thickness and plaque characteristics as a risk factor for stroke in Japanese elderly men.Stroke3527882794
- 12. Silvestrini M, Vernieri F, Pasqualetti P, Matteis M, Passarelli F, et al. (2000) Impaired cerebral vasoreactivity and risk of stroke in patients with asymptomatic carotid artery stenosis. Jama 283: 2122–2127.M. SilvestriniF. VernieriP. PasqualettiM. MatteisF. Passarelli2000Impaired cerebral vasoreactivity and risk of stroke in patients with asymptomatic carotid artery stenosis.Jama28321222127
- 13. Brook RD, Bard RL, Patel S, Rubenfire M, Clarke NS, et al. (2006) A negative carotid plaque area test is superior to other noninvasive atherosclerosis studies for reducing the likelihood of having underlying significant coronary artery disease. Arterioscler Thromb Vasc Biol 26: 656–662.RD BrookRL BardS. PatelM. RubenfireNS Clarke2006A negative carotid plaque area test is superior to other noninvasive atherosclerosis studies for reducing the likelihood of having underlying significant coronary artery disease.Arterioscler Thromb Vasc Biol26656662
- 14. Prati P, Vanuzzo D, Casaroli M, Bader G, Mos L, et al. (2006) Determinants of carotid plaque occurrence. A long-term prospective population study: the San Daniele Project. Cerebrovasc Dis 22: 416–422.P. PratiD. VanuzzoM. CasaroliG. BaderL. Mos2006Determinants of carotid plaque occurrence. A long-term prospective population study: the San Daniele Project.Cerebrovasc Dis22416422
- 15. Prabhakaran S, Rundek T, Ramas R, Elkind MS, Paik MC, et al. (2006) Carotid plaque surface irregularity predicts ischemic stroke: the northern Manhattan study. Stroke 37: 2696–2701.S. PrabhakaranT. RundekR. RamasMS ElkindMC Paik2006Carotid plaque surface irregularity predicts ischemic stroke: the northern Manhattan study.Stroke3726962701
- 16. Rubin MR, Rundek T, McMahon DJ, Lee HS, Sacco RL, et al. (2006) Carotid artery plaque thickness is associated with increased serum calcium levels: The Northern Manhattan study. Atherosclerosis. MR RubinT. RundekDJ McMahonHS LeeRL Sacco2006Carotid artery plaque thickness is associated with increased serum calcium levels: The Northern Manhattan study.Atherosclerosis
- 17. Jacobowitz GR, Rockman CB, Gagne PJ, Adelman MA, Lamparello PJ, et al. (2003) A model for predicting occult carotid artery stenosis: screening is justified in a selected population. J Vasc Surg 38: 705–709.GR JacobowitzCB RockmanPJ GagneMA AdelmanPJ Lamparello2003A model for predicting occult carotid artery stenosis: screening is justified in a selected population.J Vasc Surg38705709
- 18. Lacroix P, Aboyans V, Criqui MH, Bertin F, Bouhamed T, et al. (2006) Type-2 diabetes and carotid stenosis: a proposal for a screening strategy in asymptomatic patients. Vasc Med 11: 93–99.P. LacroixV. AboyansMH CriquiF. BertinT. Bouhamed2006Type-2 diabetes and carotid stenosis: a proposal for a screening strategy in asymptomatic patients.Vasc Med119399
- 19. Rockman CB, Jacobowitz GR, Gagne PJ, Adelman MA, Lamparello PJ, et al. (2004) Focused screening for occult carotid artery disease: patients with known heart disease are at high risk. J Vasc Surg 39: 44–51.CB RockmanGR JacobowitzPJ GagneMA AdelmanPJ Lamparello2004Focused screening for occult carotid artery disease: patients with known heart disease are at high risk.J Vasc Surg394451
- 20. Touboul PJ, Hennerici MG, Meairs S, Adams H, Amarenco P, et al. (2007) Mannheim carotid intima-media thickness consensus (2004–2006). An update on behalf of the Advisory Board of the 3rd and 4th Watching the Risk Symposium, 13th and 15th European Stroke Conferences, Mannheim, Germany, 2004, and Brussels, Belgium, 2006. Cerebrovasc Dis 23: 75–80.PJ TouboulMG HennericiS. MeairsH. AdamsP. Amarenco2007Mannheim carotid intima-media thickness consensus (2004–2006). An update on behalf of the Advisory Board of the 3rd and 4th Watching the Risk Symposium, 13th and 15th European Stroke Conferences, Mannheim, Germany, 2004, and Brussels, Belgium, 2006.Cerebrovasc Dis237580
- 21. Stein JH, Korcarz CE, Hurst RT, Lonn E, Kendall CB, et al. (2008) Use of carotid ultrasound to identify subclinical vascular disease and evaluate cardiovascular disease risk: a consensus statement from the American Society of Echocardiography Carotid Intima-Media Thickness Task Force. Endorsed by the Society for Vascular Medicine. J Am Soc Echocardiogr 21: 93–111.JH SteinCE KorcarzRT HurstE. LonnCB Kendall2008Use of carotid ultrasound to identify subclinical vascular disease and evaluate cardiovascular disease risk: a consensus statement from the American Society of Echocardiography Carotid Intima-Media Thickness Task Force. Endorsed by the Society for Vascular Medicine.J Am Soc Echocardiogr2193111quiz 189–190. quiz 189–190.
- 22. Pruissen DM, Gerritsen SA, Prinsen TJ, Dijk JM, Kappelle LJ, et al. (2007) Carotid Intima-Media Thickness Is Different in Large- and Small-Vessel Ischemic Stroke: The SMART Study. Stroke 38: 1371–1373.DM PruissenSA GerritsenTJ PrinsenJM DijkLJ Kappelle2007Carotid Intima-Media Thickness Is Different in Large- and Small-Vessel Ischemic Stroke: The SMART Study.Stroke3813711373
- 23. Johnson HM, Douglas PS, Srinivasan SR, Bond MG, Tang R, et al. (2007) Predictors of carotid intima-media thickness progression in young adults: the Bogalusa Heart Study. Stroke 38: 900–905.HM JohnsonPS DouglasSR SrinivasanMG BondR. Tang2007Predictors of carotid intima-media thickness progression in young adults: the Bogalusa Heart Study.Stroke38900905
- 24. Irace C, Cortese C, Fiaschi E, Carallo C, Farinaro E, et al. (2004) Wall shear stress is associated with intima-media thickness and carotid atherosclerosis in subjects at low coronary heart disease risk. Stroke 35: 464–468.C. IraceC. CorteseE. FiaschiC. CaralloE. Farinaro2004Wall shear stress is associated with intima-media thickness and carotid atherosclerosis in subjects at low coronary heart disease risk.Stroke35464468
- 25. Gnasso A, Irace C, Carallo C, De Franceschi MS, Motti C, et al. (1997) In vivo association between low wall shear stress and plaque in subjects with asymmetrical carotid atherosclerosis. Stroke 28: 993–998.A. GnassoC. IraceC. CaralloMS De FranceschiC. Motti1997In vivo association between low wall shear stress and plaque in subjects with asymmetrical carotid atherosclerosis.Stroke28993998
- 26. Rodriguez Hernandez SA, Kroon AA, van Boxtel MP, Mess WH, Lodder J, et al. (2003) Is there a side predilection for cerebrovascular disease? Hypertension 42: 56–60.SA Rodriguez HernandezAA KroonMP van BoxtelWH MessJ. Lodder2003Is there a side predilection for cerebrovascular disease?Hypertension425660
- 27. Foerch C, Buehler A, von Kegler S, Sitzer M (2003) Intima-media thickness side differences are limited to the common carotid artery. Hypertension 42: e17.C. FoerchA. BuehlerS. von KeglerM. Sitzer2003Intima-media thickness side differences are limited to the common carotid artery.Hypertension42e17author reply e18. author reply e18.
- 28. Salonen JT, Salonen R (1991) Ultrasonographically assessed carotid morphology and the risk of coronary heart disease. Arterioscler Thromb 11: 1245–1249.JT SalonenR. Salonen1991Ultrasonographically assessed carotid morphology and the risk of coronary heart disease.Arterioscler Thromb1112451249
- 29. Chambless LE, Heiss G, Folsom AR, Rosamond W, Szklo M, et al. (1997) Association of coronary heart disease incidence with carotid arterial wall thickness and major risk factors: the Atherosclerosis Risk in Communities (ARIC) Study, 1987–1993. Am J Epidemiol 146: 483–494.LE ChamblessG. HeissAR FolsomW. RosamondM. Szklo1997Association of coronary heart disease incidence with carotid arterial wall thickness and major risk factors: the Atherosclerosis Risk in Communities (ARIC) Study, 1987–1993.Am J Epidemiol146483494
- 30. Hollander M, Hak AE, Koudstaal PJ, Bots ML, Grobbee DE, et al. (2003) Comparison between measures of atherosclerosis and risk of stroke: the Rotterdam Study. Stroke 34: 2367–2372.M. HollanderAE HakPJ KoudstaalML BotsDE Grobbee2003Comparison between measures of atherosclerosis and risk of stroke: the Rotterdam Study.Stroke3423672372
- 31. Szeto CC, Chow KM, Woo KS, Chook P, Kwan BC, et al. (2007) Carotid Intima Media Thickness Predicts Cardiovascular Diseases in Chinese Predialysis Patients with Chronic Kidney Disease. J Am Soc Nephrol. CC SzetoKM ChowKS WooP. ChookBC Kwan2007Carotid Intima Media Thickness Predicts Cardiovascular Diseases in Chinese Predialysis Patients with Chronic Kidney Disease.J Am Soc Nephrol
- 32. Yamasaki Y, Kodama M, Nishizawa H, Sakamoto K, Matsuhisa M, et al. (2000) Carotid intima-media thickness in Japanese type 2 diabetic subjects: predictors of progression and relationship with incident coronary heart disease. Diabetes Care 23: 1310–1315.Y. YamasakiM. KodamaH. NishizawaK. SakamotoM. Matsuhisa2000Carotid intima-media thickness in Japanese type 2 diabetic subjects: predictors of progression and relationship with incident coronary heart disease.Diabetes Care2313101315
- 33. Zhang YN, Cui C, Fan Y, Chang ML, Wu W, et al. (2005) Intima-media thickness of carotid artery is associated with insulin sensitivity and glucose tolerance in elderly Chinese. Chin Med Sci J 20: 10.YN ZhangC. CuiY. FanML ChangW. Wu2005Intima-media thickness of carotid artery is associated with insulin sensitivity and glucose tolerance in elderly Chinese.Chin Med Sci J2010
- 34. Murakami S, Otsuka K, Hotta N, Yamanaka G, Kubo Y, et al. (2005) Common carotid intima-media thickness is predictive of all-cause and cardiovascular mortality in elderly community-dwelling people: Longitudinal Investigation for the Longevity and Aging in Hokkaido County (LILAC) study. Biomed Pharmacother 59: Suppl 1S49–53.S. MurakamiK. OtsukaN. HottaG. YamanakaY. Kubo2005Common carotid intima-media thickness is predictive of all-cause and cardiovascular mortality in elderly community-dwelling people: Longitudinal Investigation for the Longevity and Aging in Hokkaido County (LILAC) study.Biomed Pharmacother59Suppl 1S4953
- 35. Lorenz MW, Markus HS, Bots ML, Rosvall M, Sitzer M (2007) Prediction of clinical cardiovascular events with carotid intima-media thickness: a systematic review and meta-analysis. Circulation 115: 459–467.MW LorenzHS MarkusML BotsM. RosvallM. Sitzer2007Prediction of clinical cardiovascular events with carotid intima-media thickness: a systematic review and meta-analysis.Circulation115459467
- 36. Tang TY, Howarth SP, Li ZY, Miller SR, Graves MJ, et al. (2007) Correlation of carotid atheromatous plaque inflammation with biomechanical stress: Utility of USPIO enhanced MR imaging and finite element analysis. Atherosclerosis. TY TangSP HowarthZY LiSR MillerMJ Graves2007Correlation of carotid atheromatous plaque inflammation with biomechanical stress: Utility of USPIO enhanced MR imaging and finite element analysis.Atherosclerosis
- 37. Freedman BI, Hsu FC, Langefeld CD, Rich SS, Herrington DM, et al. (2005) The impact of ethnicity and sex on subclinical cardiovascular disease: the Diabetes Heart Study. Diabetologia 48: 2511–2518.BI FreedmanFC HsuCD LangefeldSS RichDM Herrington2005The impact of ethnicity and sex on subclinical cardiovascular disease: the Diabetes Heart Study.Diabetologia4825112518
- 38. Kanadasi M, Cayli M, San M, Aikimbaev K, Alhan CC, et al. (2006) The presence of a calcific plaque in the common carotid artery as a predictor of coronary atherosclerosis. Angiology 57: 585–592.M. KanadasiM. CayliM. SanK. AikimbaevCC Alhan2006The presence of a calcific plaque in the common carotid artery as a predictor of coronary atherosclerosis.Angiology57585592
- 39. Su TC, Chien KL, Jeng JS, Chang CJ, Hsu HC, et al. (2006) Pulse pressure, aortic regurgitation and carotid atherosclerosis: a comparison between hypertensives and normotensives. IntJ ClinPract 60: 134–140.TC SuKL ChienJS JengCJ ChangHC Hsu2006Pulse pressure, aortic regurgitation and carotid atherosclerosis: a comparison between hypertensives and normotensives.IntJ ClinPract60134140
- 40. Chien KL, Sung FC, Hsu HC, Su TC, Lin RS, et al. (2002) Apolipoprotein A1 & B, and stroke events in a community-based cohort in Taiwan: Report of Chin-Shan Community Cardiovascular Study. Stroke 33: 39–44.KL ChienFC SungHC HsuTC SuRS Lin2002Apolipoprotein A1 & B, and stroke events in a community-based cohort in Taiwan: Report of Chin-Shan Community Cardiovascular Study.Stroke333944
- 41. Lee YT, Lin RS, Sung FC, Yang CY, Chien KL, et al. (2000) Chin-Shan Community Cardiovascular Cohort in Taiwan: baseline data and five-year follow-up morbidity and mortality. Journal of Clinical Epidemiology 53: 836–846.YT LeeRS LinFC SungCY YangKL Chien2000Chin-Shan Community Cardiovascular Cohort in Taiwan: baseline data and five-year follow-up morbidity and mortality.Journal of Clinical Epidemiology53836846
- 42. Lee YT, Sung FC, Lin RS, Hsu HC, Chien KL, et al. (2001) Peripheral blood cells among community residents living near nuclear power plants. Science of the Total Environment 280: 165–172.YT LeeFC SungRS LinHC HsuKL Chien2001Peripheral blood cells among community residents living near nuclear power plants.Science of the Total Environment280165172
- 43. Chien KL, Lee YT, Sung FC, Su TC, Hsu HC, et al. (1999) Lipoprotein (a) level in the population in Taiwan: relationship to sociodemographic and atherosclerotic risk factors. Atherosclerosis 143: 267–273.KL ChienYT LeeFC SungTC SuHC Hsu1999Lipoprotein (a) level in the population in Taiwan: relationship to sociodemographic and atherosclerotic risk factors.Atherosclerosis143267273
- 44. Chien KL, Sung FC, Hsu HC, Su TC, Chang WD, et al. (2005) Relative importance of atherosclerotic risk factors for coronary heart disease in Taiwan. EurJ CardiovascPrevRehabil 12: 95–101.KL ChienFC SungHC HsuTC SuWD Chang2005Relative importance of atherosclerotic risk factors for coronary heart disease in Taiwan.EurJ CardiovascPrevRehabil1295101
- 45. Wieland H, Seidel D (1983) A simple specific method for precipitation of low density lipoproteins. Journal of Lipid Research 24: 904–909.H. WielandD. Seidel1983A simple specific method for precipitation of low density lipoproteins.Journal of Lipid Research24904909
- 46. Su TC, Jeng JS, Chien KL, Torng PL, Sung FC, et al. (1999) Measurement reliability of common carotid artery intima-media thickness by ultrasonographic assessement. JMedUltrasound 7: 73–79.TC SuJS JengKL ChienPL TorngFC Sung1999Measurement reliability of common carotid artery intima-media thickness by ultrasonographic assessement.JMedUltrasound77379
- 47. Su TC, Jeng JS, Chien KL, Sung FC, Hsu HC, et al. (2001) Hypertension status is the major determinant of carotid atherosclerosis: A community-based study in Taiwan. Stroke 32: 2265–2271.TC SuJS JengKL ChienFC SungHC Hsu2001Hypertension status is the major determinant of carotid atherosclerosis: A community-based study in Taiwan.Stroke3222652271
- 48. (2001) Executive Summary of The Third Report of The National Cholesterol Education Program (NCEP) Expert Panel on Detection, Evaluation, And Treatment of High Blood Cholesterol In Adults (Adult Treatment Panel III). JAMA 285: 2486–2497.2001Executive Summary of The Third Report of The National Cholesterol Education Program (NCEP) Expert Panel on Detection, Evaluation, And Treatment of High Blood Cholesterol In Adults (Adult Treatment Panel III).JAMA28524862497
- 49. Hosmer DW Jr, Lemeshow S (1989) The multiple logistic regression model. Applied logistic regression. 1 ed. New York: John Wiley & Sons. pp. 25–37.DW Hosmer JrS. Lemeshow1989The multiple logistic regression model. Applied logistic regression. 1 edNew YorkJohn Wiley & Sons2537
- 50. Hanley JA, McNeil BJ (1983) A method of comparing the areas under receive operating characteristic curves derived from the same cases. Radiology 148: 839–843.JA HanleyBJ McNeil1983A method of comparing the areas under receive operating characteristic curves derived from the same cases.Radiology148839843
- 51. DeLong ER, DeLong DM, Clarke-Pearson DL (1988) Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach. Biometrics 44: 837–845.ER DeLongDM DeLongDL Clarke-Pearson1988Comparing the areas under two or more correlated receiver operating characteristic curves: a nonparametric approach.Biometrics44837845
- 52. Cook NR (2007) Use and misuse of the receiver operating characteristic curve in risk prediction. Circulation 115: 928–935.NR Cook2007Use and misuse of the receiver operating characteristic curve in risk prediction.Circulation115928935
- 53. Pencina MJ, D' Agostino RBS, D'Agostino RBJ, Vasan RS (2008) Evaluating the added predictive ability of a new marker: From area under the ROC curve to reclassification and beyond. Stat Med 27: 157–172.MJ PencinaRBS D' AgostinoRBJ D'AgostinoRS Vasan2008Evaluating the added predictive ability of a new marker: From area under the ROC curve to reclassification and beyond.Stat Med27157172
- 54. Ridker PM, Buring JE, Rifai N, Cook NR (2007) Development and validation of improved algorithms for the assessment of global cardiovascular risk in women: the Reynolds Risk Score. Jama 297: 611–619.PM RidkerJE BuringN. RifaiNR Cook2007Development and validation of improved algorithms for the assessment of global cardiovascular risk in women: the Reynolds Risk Score.Jama297611619
- 55. Schmid C, Griffith J (1998) Multivariable classification rules: calibration and discrimination. In: Armitage P, Colton T, editors. Encyclopedia of Biostatistics. Chichester, U.K.: Wiley. C. SchmidJ. Griffith1998Multivariable classification rules: calibration and discrimination.P. ArmitageT. ColtonEncyclopedia of BiostatisticsChichester, U.K.Wiley
- 56. Yates J (1982) External correspondence: decomposition of the mean probability score. Organizational Behavior and Human Performance 30: 132–156.J. Yates1982External correspondence: decomposition of the mean probability score.Organizational Behavior and Human Performance30132156