Repeatability Limits for Measurement of Coronary Artery Calcified Plaque with Cardiac CT in the Multi-Ethnic Study of Atherosclerosis

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1 Cardiac Imaging Original Research Chung et al. CT of Coronary Artery Plaque Cardiac Imaging Original Research Hyoju Chung 1 Robyn L. McClelland 1 Ronit Katz 1 J. Jeffrey Carr 2 Matthew J. Budoff 3 Chung H, McClelland RL, Katz R, Carr JJ, Budoff MJ Keywords: cardiac CT, coronary artery calcification, detectable change, repeated scan, repeatability, repeatability limit DOI:1.2214/AJR Received June 14, 27; accepted after revision September 21, 27. Supported by contracts N1-HC through N1-HC and N1-HC from the National Heart, Lung, and Blood Institute. 1 Department of Biostatistics, Collaborative Health Studies Coordinating Center, University of Washington, 62 NE 74th St, Building 29, Suite 31, Seattle, WA Address correspondence to R. L. McClelland (rmcclell@u.washington.edu). 2 Department of Radiology, Wake Forest University School of Medicine, Winston-Salem, NC. 3 Los Angeles Biomedical Research Institute at Harbor UCLA, Torrance, CA. WEB This is a Web exclusive article. AJR 28; 19:W87 W X/8/192 W87 American Roentgen Ray Society Repeatability Limits for Measurement of Coronary Artery Calcified Plaque with Cardiac CT in the Multi-Ethnic Study of Atherosclerosis OBJECTIVE. The purposes of this study were to examine the repeatability of the findings of coronary artery calcification (CAC) measured with CT on repeated scans, to estimate 95% repeatability limits for CAC, and to use these limits to quantify detectable change in CAC over time. Subjects AND METHODS. The Multi-Ethnic Study of Atherosclerosis is a prospective cohort study with 6,814 participants years old and free of clinical cardiovascular disease at enrollment. Agreement for presence of CAC was assessed for 6,742 participants who had baseline replicate scans on which a CAC score of indicated no coronary calcification. Among 3,38 participants with baseline CAC, the 95% repeatability limits were established with a quantile regression model. Detectable change in CAC during follow-up was defined by an increase or decrease beyond the baseline repeatability limit. RESULTS. At baseline, 274 (4.1%) of the rescan pairs were discordant (presence or absence of CAC). Greater body mass index was associated with a discordant pair (trend, p <.5). The upper 95% repeatability limits were (.17 Agatston score) + (4.89 Agatston score) + (.44 body mass index) 1.84 for Agatston score and (.16 volumetric calcium score) + (4.3 volumetric calcium score) + (.23 body mass index) 5. for volumetric calcium score. Rescan repeatability was comparable for electron beam and 4-MDCT scanners. At 2.5 years of average follow-up (range,.9 5. years), a detectable increase in Agatston and volumetric calcium scores was observed in 1,27 (36.3%) and 1,2 (36.%), respectively, of 2,832 participants with baseline CAC. CONCLUSION. The repeatability limits derived can be used to evaluate whether an increase in CAC score exceeds that expected from measurement error alone. C T has been found to be a noninvasive radiologic technique for acquiring images of the coronary arteries and for assessing coronary artery calcification (CAC) [1 6]. Two types of cardiac CT are used for measuring CAC: electron beam CT (EBCT) and MDCT. EBCT was introduced in the late 198s and has been extensively studied and used. MDCT was introduced in the late 199s and has rapidly evolved to be the dominant CT system for measurement of CAC and for CT angiography. Despite the increasing role of cardiac CT in medical practice and ongoing improvement in CT technology, concerns remain about the clinical utility of cardiac CT beyond traditional cardiovascular risk factors and about the variability of CT measurements of calcified plaque on repeated scans [7]. For variability on repeated scans, the main challenges are continuous heart mo- tion, varying plaque size, large patient size, and intraobserver and interobserver variability in calcium scoring. The degree of agreement between measurements obtained in quick succession, called repeatability [8], is important not only in comparisons of scanner types and CAC scoring systems but also in the evaluation of change in CAC over time. Our goal was to quantify rescan repeatability with a repeatability limit. For the repeatability limit, we used the International Organization for Standardization definition, which is described by Sevrukov et al. [9] as the value less than or equal to which the absolute difference between two test results obtained under repeatability conditions may be expected to be with a probability of 95%. The Multi-Ethnic Study of Atherosclerosis [1] is a prospective cohort study with 6,814 U.S. participants free of clinical cardiovascular disease. In the study, two sequential AJR:19, February 28 W87

2 Chung et al. CT scans were acquired at enrollment with EBCT or 4-MDCT for nearly all participants (between years 2 and 22) [11]. The first follow-up CT examination was performed 1 5 years after the first. The Multi-Ethnic Study of Atherosclerosis affords an excellent opportunity to compare rescan variability across CT type and participant characteristics (body size, sex, race) and to explore temporal change in CAC exceeding that expected on the basis of baseline rescan variability. The objectives of our study were to construct 95% repeatability limits of CAC scores and to use the repeatability limits to examine detectable change in CAC over time in the Multi-Ethnic Study of Atherosclerosis. Subjects and Methods Study Participants In the Multi-Ethnic Study of Atherosclerosis, 3,213 men and 3,61 women years old (mean age, 62.2 years) were recruited from six U.S. communities from 2 to 22. The communities were Winston-Salem, NC; New York, NY; Baltimore, MD; Minneapolis, MN; Chicago, IL; and Los Angeles, CA. Completion of a CT examination at baseline was one of the inclusion criteria. Exclusion criteria included severe obesity (weight > 3 pounds [136 kg]) and pregnancy. The study population was 38.5% white (n = 2,624), 11.8% Chinese American (n = 83), 27.8% black (n = 1,894), and 21.9% Hispanic (n = 1,493). A detailed description of the study has been published [1]. The Multi-Ethnic Study of Atherosclerosis was approved by the institutional review boards of all participating study sites. Each participant gave informed consent. Multi-Ethnic Study of Atherosclerosis CT Examinations A standardized Multi-Ethnic Study of Atherosclerosis CT and reading protocol has been documented [11, 12]. Briefly, participants were instructed about breath-holding and about the importance of immobility during scanning. All scans were acquired in a single breath-hold. Participants were asked to be relaxed on the table between scans. The protocol was designed to require less than 15 minutes in the CT room, and the average time between scans at baseline was 2 minutes. At the Multi-Ethnic Study of Atherosclerosis baseline, EBCT (Imatron C15 scanner, GE Healthcare) was used at three study sites, and 4-MDCT (LightSpeed scanner, GE Healthcare, or Volume Zoom scanner, Siemens Medical Solutions) at three sites. The field of view of CT images was 35 mm. The detailed CT acquisition has been described by Carr et al. [11]. A total of 6,742 participants had a pair of CT scans with valid Agatston and volumetric calcium scores at baseline, including 3,38 participants with CAC (i.e., a positive CAC score). Follow-up CAC measurements were performed on one half of the cohort (randomly selected) at a second Multi-Ethnic Study of Atherosclerosis examination in years and the other half of the cohort at a third examination in years 24 25, an average of 1.6 and 3.2 years, respectively, after the baseline examination. A total of 5,757 participants in the Multi-Ethnic Study of Atherosclerosis had a follow-up CAC score measured at either examination 2 or examination 3, and 5,733 of them underwent scanning twice consecutively. During the follow-up period, scanners were replaced with newer models at some study sites. At examinations 2 and 3, the following scanners were used for some of the study participants: LightSpeed Pro 16 (GE Healthcare) (n = 515), Sensation 16 (Siemens Medical Solutions) (n = 269), Sensation 64 (Siemens Medical Solutions) (n = 186), Aquilion 32 (Toshiba) (n = 39), and Aquilion 64 (Toshiba) (n = 13). In our study, we focused on the Agatston score [13] and the volumetric calcium score [14]. Calibration phantoms with known calcium density were used in the Multi-Ethnic Study of Atherosclerosis to adjust for attenuation variability across study sites and participants [12]. In our study, however, we used raw CAC measurements without phantom calibration because the within-subject variability was of primary interest and because the Multi-Ethnic Study of Atherosclerosis phantom calibration algorithm is not used clinically. Our findings with raw CAC measurements would be easier to generalize to scans obtained in clinical practice. Detectable Change in CAC over Time For participants with CAC at baseline, we defined detectable change in CAC as a change exceeding the baseline repeatability limits. That is, a difference between the two CAC measurements exceeding that expected from measurement error alone. We examined detectable CAC change from baseline to follow-up using data on participants who had CAC at baseline and who had CAC follow-up data. At each time point (baseline or follow-up), a point estimate of the amount of calcium in each participant was presented as an average CAC score, mostly from dual-scan runs. Statistical Analysis Given two repeated scans (scan 1, scan 2), we used M to denote the average magnitude, or (scan 1 + scan 2)/2; D, the difference, (scan 1 scan 2); and D, the absolute value of the difference. Relative absolute difference is defined as the absolute difference divided by the average (A) with the result expressed as a percentage, or ( D /A) 1. The distribution of CAC in asymptomatic participants was highly skewed, with a considerable proportion of participants having no measurable calcified plaque according to the scoring criteria (CAC score, ). Among the Multi-Ethnic Study of Atherosclerosis participants, approximately 5% of participants had no CAC at baseline. Therefore, as in previous reports of CT in the Multi-Ethnic Study of Atherosclerosis [11, 15], we reported the proportions of discordant rescan pairs (presence or absence of CAC) using logistic regression models to examine whether this disagreement was associated with CT scanner type or participant characteristics. Body mass index (BMI) (weight in kilograms divided by height squared in meters) was used as a measure of body size. When appropriate, we further examined other indicators of body size, including weight, waist circumference, waist-tohip ratio, and body surface area. In participants with CAC at baseline, we first generated a Bland-Altman plot [8] for each calcium measurement and found a nonuniform variability of CAC measurements. We estimated the 95th percentile for the absolute difference ( D ) as a function of the average magnitude (M) and other covariates (e.g., BMI) by fitting a quantile regression model [16]. Results of previous work [9, 17] suggested that the rescan repeatability of CAC measurements is a function of square-root-transformed magnitude ( M), so we included this value as a term in our quantile regression model. A common way [9, 18] of estimating CAC repeatability limits is to use the half-normal method, in which it is assumed that properly scaled differences follow a normal distribution. The quantile regression method we used has the advantage of not requiring a distributional assumption. Comparisons of proportions and tests for interaction were conducted with logistic regression (Wald test). Tests of the linear trend across BMI categories were performed by treating the variable as continuous. A value of p.5 was considered significant. All analyses were performed with Stata version 9.2 software (Stata). Results Agreement for Presence of CAC at Baseline Among the 6,742 pairs of scans, 274 (4.1%) of the pairs were discordant. Table 1 shows that the proportions of discordant rescan pairs did not vary significantly by scanner type (4-MDCT vs EBCT), sex, or race. In contrast, greater BMI was associated with more discordant pairs. The body size effect seemed not to differ by sex or scanner (interaction with BMI, W88 AJR:19, February 28

3 CT of Coronary Artery Plaque Rescan Difference, Agatston Score 1, 5 5 1, 1,5 1, 2, 3, 4, 5, 6, Rescan Average, Agatston Score Fig. 1 Bland-Altman scatterplot shows rescan difference versus rescan average of Agatston score in Multi-Ethnic Study of Atherosclerosis at examination 1. p =.26 and.4, respectively). With regard to other body size measures, waist-to-hip ratio was found significantly related to rescan discordance (p =.2). The possibility that body size effect might have been driven mostly by very obese participants was explored. When participants with a BMI of 4 or greater were excluded, p =.6 for linear trend across normal mass (BMI < 25), overweight (BMI, ), and moderate obesity (BMI, ). Rescan Relative Difference (%), Agatston Score , 2, 3, 4, 5, 6, Rescan Average, Agatston Score Fig. 2 Scatterplot shows rescan relative difference (%) versus rescan average of Agatston score in Multi- Ethnic Study of Atherosclerosis at examination 1. Repeatability Limits for CAC Scores of Participants with CAC at Baseline The Bland-Altman plot for Agatston score (Fig. 1) showed that the magnitude of rescan difference increases with the magnitude of CAC. Figure 2 shows that the magnitude of rescan relative difference (D/M) decreases with CAC magnitude (M). Scatterplots of rescan variability for volumetric calcium score (not shown) indicated the same pattern. TABLE 1: Rescan Disagreement in 6,742 Multi-Ethnic Study of Atherosclerosis Participants at Examination 1 Scanner Factor Electron beam CT (Imatron C15, GE Healthcare) 3, n Discordant Pairs (%) p.6 (.2) a MDCT (LightSpeed Plus, GE Healthcare) 1, MDCT (Volume Zoom, Siemens Medical Solutions) 2, Sex.28 Women 3, Men 3, Race/ethnicity.82 White 2, Chinese Black 1, Hispanic 1, Body mass index.9 (trend,.4) < 25 1, , , Note p values are from unadjusted logistic regression models. a Value in parentheses is for comparison by scanner type (EBCT versus 4-MDCT). To estimate the repeatability limits for Agatston score, we initially modeled the repeatability limit of rescan absolute difference ( D ) using a square-root-transformed rescan average ( M) based on the nonlinear relation between D and M and on previous results [9, 17]. There remained, however, a significant residual dependence between the resulting repeatability limit and CAC magnitude (p =.1). Thus we included in the quantile regression model a second order of M, which is identical to M; that is, ( M) 2 = M. The resulting repeatability limit (Agatston score) was estimated as: Repeatability limit 1 = (.17 Agatston score) + (5. Agatston score) A total of 168 (5.%) of the observations were outside this repeatability limit, and this proportion was not associated with CAC magnitude (p =.88). We examined the associations of scanner type and participant characteristics with this repeatability limit (Table 2) and found a significant association with BMI. We therefore added an adjustment term for BMI in the quantile regression model. The resulting repeatability limit (Agatston score) was expressed as follows: Repeatability limit 2 = (.17 Agatston score) + (4.89 Agatston score) +.44 BMI 1.84 With this model, the proportion of observations falling outside the repeatability limits was not associated with CAC magnitude (p =.89), BMI, or the other factors listed in Table 2. Figure 3 compares the CAC-adjusted and CAC- and BMI-adjusted repeatability limits for Agatston score. The plot shows that these two repeatability limits agreed well with each other. Given the ranges of Agatston scores (from zero to several thousand) and BMI (generally between 15 and 6), the effect of BMI on repeatability is minimal. However, for persons with very small amounts of CAC (e.g., < 3 Agatston units), the effect of BMI correction is more noticeable. As we did for Agatston score, we constructed the following two repeatability limits for volumetric calcium score: Repeatability limit 1 = (.15 volumetric calcium score) + (4.32 volumetric calcium score) Repeatability limit 2 = (.16 volumetric calcium score) + (4.3 volumetric calcium score) +.23 BMI 5. AJR:19, February 28 W89

4 Chung et al. The proportions outside these repeatability limits were not associated with CAC magnitude (p =.77 and p =.73, respectively). Table 2 shows the effects of scanner type and participant characteristics on these repeatability limits. The rescan differences in volumetric calcium score appeared to be less affected by BMI than they were in the Agatston score. Table 3 shows the CAC-adjusted repeatability limits, or detectable change, for Agatston Rescan Absolute Difference, Agatston Score Rescan Average, Agatston Score Fig. 3 Graph shows coronary artery calcification (CAC)-adjusted and CAC- and body mass index (BMI) adjusted repeatability limits for Agatston score less than 4 at Multi-Ethnic Study of Atherosclerosis examination 1. Solid line represents CAC-adjusted repeatability limits; dashed line, CACand BMI-adjusted repeatability limits for BMI of 25; dotted line, CAC- and BMI-adjusted repeatability limit for BMI of 4. Detectable Increase in Agatston Score (%) Time Since Baseline (mo) Fig. 4 Plot shows percentage of follow-up Agatston score beyond baseline coronary artery calcification (CAC) adjusted repeatability limit for 2,832 Multi-Ethnic Study of Atherosclerosis participants with positive CAC scores at baseline. Samples are grouped into 3-month intervals. Point shading and size reflect group size. Black indicates n 1; range, Gray indicates n < 1; range, Larger points indicate greater number of participants. Dashed line represents overall proportion (36.4%) of detectable change. and volumetric calcium scores. For example, for a participant with a baseline score of 5 Agatston units, a change of 45 units or more is unlikely to be due to measurement error. In contrast, for a baseline Agatston score of 3, changes of more than 139 units are unlikely to be due to measurement error alone. Detectable Change in CAC over Time Among 5,757 Multi-Ethnic Study of Atherosclerosis participants with a follow-up CAC score between the second and third examinations, 2,832 participants had a positive CAC score at baseline. Among these 2,832 participants, the follow-up CAC score was greater than the baseline score in 2,392 (84.5%) of the participants for both the Agatston and volumetric calcium scores. The CAC score was less than the baseline score in 313 (11.1%) of the participants. Applying the CAC-adjusted repeatability limits to the observed changes in 2,832 participants with positive baseline CAC scores, we found that 1,31 (36.4%) and 1,27 (36.3%) of the participants had a detectable CAC increase for Agatston and volumetric calcium scores, respectively. As expected, the proportion with detectable change increased with time since baseline (Fig. 4). When the CAC- and BMI-adjusted repeatability limits were applied, 1,7 and 1,2 participants had a detectable CAC increase for Agatston and volumetric calcium scores, respectively. A total of 913 participants had TABLE 2: Proportions of Rescan Difference Beyond Repeatability Limits for 3,38 Multi-Ethnic Study of Atherosclerosis Participants with Coronary Artery Calcification (CAC) at Examination 1 Scanner Factor n CAC-Adjusted Repeatability Limit (%) Agatston Score Volumetric Calcium Score CAC- and Body Mass Index Adjusted Repeatability Limit (%) Agatston Score Volumetric Calcium Score Electron beam CT 1, (Imatron C15, GE Healthcare) MDCT (LightSpeed Plus, GE Healthcare) MDCT (Volume 1, Zoom, Siemens Medical Solutions) p a.32 (.51) a.26 (.72) a.15 (.51) a.18 (.6) a Sex Women 1, Men 1, p Race, ethnicity White 1, Chinese Black Hispanic p Body mass index < , p.6 (trend.1).32 (trend.8).78 (trend.56) Note p values are from unadjusted logistic regression models. a Value in parentheses is for comparison by scanner type (EBCT versus 4-MDCT)..61 (trend.99) W9 AJR:19, February 28

5 CT of Coronary Artery Plaque a detectable CAC increase with respect to all four repeatability limits considered. Only 11 of the 313 participants with a negative change in CAC score had a detectable decrease in CAC with respect to at least one repeatability limit. Four of the 11 participants had a moderate amount of CAC at baseline (Agatston score > 4; volumetric calcium score > 3) but had no CAC at follow-up. In particular, one participant had coronary revascularization between baseline and follow-up CT scans (baseline Agatston score, 294; follow-up Agatston score, 138). TABLE 3: Detectable Change ( ) for Agatston and Volumetric Calcium Scores Agatston Score Volumetric Calcium Score , 329 1, 293 2, 565 2, 54 3, 785 3, 72 4, 998 4, 894 5, 1,25 5, 1,81 Note = (.17 Agatston score) + (5. Agatston score) for Agatston score; = (.15 volumetric calcium score) + (4.32 VCS) for volumetric calcium score. A change of more than in coronary artery calcification score over time is unlikely to be due to measurement error alone. Discussion We examined rescan repeatability with regard to agreement on presence of CAC and the 95% repeatability limits for the Agatston and volumetric calcium scores. We established the Multi-Ethnic Study of Atherosclerosis baseline repeatability limits as a function of amount of CAC and, optionally, BMI and illustrated how the repeatability limits can be used to evaluate detectable CAC change over time. We found that greater BMI is associated with a measurable decline in rescan repeatability (disagreement for presence or absence, wide repeatability limits). However, this body size effect would be practically meaningful only for persons with low CAC scores. In other words, early detection of true calcification with CT and current CAC scoring methods is more difficult for extremely overweight people (e.g., BMI > 4). Similar findings were obtained in CT phantom data analysis [12, 19, 2]. Possible explanations include soft-tissue attenuation [19], background image noise [21], and body tissue composition. The baseline repeatability limits were used to quantify detectable change in CAC, and this approach has several advantages. The proportion of scans with detectable change increases with length of time between scans, as expected. In addition, the number of participants with detectable regression is very small (11 of 313 participants with a negative change), and in many of those cases the regression appears not to be due to measurement error. Although we present results for raw CAC scores, the rescan variability of the phantomadjusted CAC scores was almost identical to that of raw CAC scores. Calibration with the phantom did not entirely eliminate rescan variability due to obesity; however, this BMI effect was minimal compared with the effect of CAC magnitude. We found no difference in rescan variability for the scanner types (EBCT and 4-MDCT) used in the Multi-Ethnic Study of Atherosclerosis baseline CT examinations between 2 and 22. We also found that 3 5% of the rescan difference with new MDCT scanners used at follow-up (examinations 2 and 3) was beyond our 95% repeatability limits, but the relatively small number of participants imaged with the new scanners must be considered. The CT data were obtained according to a standardized protocol for the Multi-Ethnic Study of Atherosclerosis, and we put our efforts into controlling for participant-specific covariates (most important, CAC magnitude). Nevertheless, ability to generalize the Multi- Ethnic Study of Atherosclerosis baseline 95% repeatability limits to different scanners from different vendors is limited, and further study is warranted. A CAC score captures only part of the available pathobiologic information on calcified plaque available from cardiac CT images. Global CAC scores of the entire coronary circulation can mask or minimize substantial specific changes in vessels and plaque. In addition, different positions on the scanner table at different times can influence CT images and subsequent CAC scores. Thus an increase in CAC score over time does not necessarily imply clinical atherosclerotic progression and subsequent increased risk of cardiovascular events. The prognostic utility of tracking change in coronary calcified plaque remains unclear with limited evidence [6]. In evaluation of the prognostic utility of tracking calcification, understanding of and possible adjustment for within-person variability will likely be useful. The use of baseline rescan repeatability information may be one way to increase the sensitivity and specificity of change in calcification. We emphasize the importance of controlling for CAC magnitude in repeatability analyses. The distribution of CAC differs substantially with age, sex, and race and ethnicity [22]. Unless the ranges of CAC magnitude are comparable, simple comparison of either absolute difference or relative difference will not be useful in comparisons of rescan variability. Acknowledgments We thank the investigators, staff, and participants of the Multi-Ethnic Study of Atherosclerosis. A full list of participating Multi-Ethnic Study of Atherosclerosis investigators and institutions is available at References 1. O Rourke RA, Brundage BH, Froelicher VF, et al. American College of Cardiology/American Heart Association Expert Consensus document on electron-beam computed tomography for the diagnosis and prognosis of coronary artery disease. Circulation 2; 12: Schoenhagen P, Halliburton SS, Stillman AE, et al. Noninvasive imaging of coronary arteries: current and future role of multi-detector row CT. Radiology 24; 232: Schoepf UJ, Becker CR, Ohnesorge BM, Yucel EK. CT of coronary artery disease. Radiology 24; 232: Clouse ME. How useful is computed tomography for screening for coronary artery disease? Noninvasive screening for coronary artery disease with computed tomography is useful. Circulation 26; 113: AJR:19, February 28 W91

6 Chung et al. 5. Raggi P. Noninvasive imaging of atherosclerosis 11. Carr JJ, Nelson JC, Wong ND, et al. Calcified Evaluating changes in coronary artery calcium: among asymptomatic individuals. Arch Intern coronary artery plaque measurement with cardiac an analytic method that accounts for interscan Med 26; 166: CT in population-based studies: standardized variability. AJR 24; 182: Budoff MJ, Achenbach S, Blumenthal RS, et al. As- protocol of Multi-Ethnic Study of Atherosclerosis 18. Bielak LF, Sheedy PF 2nd, Peyser PA. Coronary sessment of coronary artery disease by cardiac (MESA) and Coronary Artery Risk Development artery calcification measured at electron-beam computed tomography: a scientific statement from in Young Adults (CARDIA) study. Radiology CT: agreement in dual scan runs and change over the American Heart Association Committee on Cardiovascular Imaging and Intervention, Council on Cardiovascular Radiology and Intervention, and Committee on Cardiac Imaging, Council on Clinical Cardiology. Circulation 26; 114: Chen J, Krumholz HM. How useful is computed tomography for screening for coronary artery disease? Screening for coronary artery disease with electron-beam computed tomography is not useful. Circulation 26; 113: Bland JM, Altman DG. Statistical methods for assessing agreement between two methods of clinical measurement. Lancet 1986; 1: Sevrukov AB, Bland JM, Kondos GT. Serial electron beam CT measurements of coronary artery calcium: has your patient s calcium score actually changed? AJR 25; 185: Bild DE, Bluemke DA, Burke GL, et al. Multiethnic study of atherosclerosis: objectives and design. Am J Epidemiol 22; 156: ; 234: Nelson JC, Kronmal RA, Carr JJ, et al. Measuring coronary calcium on CT images adjusted for attenuation differences. Radiology 25; 235: Agatston AS, Janowitz WR, Hildner FJ, Zusmer NR, Viamonte M Jr, Detrano R. Quantification of coronary artery calcium using ultrafast computed tomography. J Am Coll Cardiol 199; 15: Callister TQ, Cooil B, Raya SP, Lippolis NJ, Russo DJ, Raggi P. Coronary artery disease: improved reproducibility of calcium scoring with an electron-beam CT volumetric method. Radiology 1998; 28: Detrano RC, Anderson M, Nelson J, et al. Coronary calcium measurements: effect of CT scanner type and calcium measure on rescan reproducibility: MESA study. Radiology 25; 236: Koenker R, Bassett G Jr. Regression quantiles. Econometrica 1978; 46: Hokanson JE, MacKenzie T, Kinney G, et al. time. Radiology 21; 218: Raggi P, Callister TQ, Cooil B. Calcium scoring of the coronary artery by electron beam CT: how to apply an individual attenuation threshold. AJR 22; 178: Stanford W, Burns TL, Thompson BH, Witt JD, Lauer RM, Mahoney LT. Influence of body size and section level on calcium phantom measurements at coronary artery calcium CT scanning. Radiology 24; 23: Sevrukov A, Pratap A, Doss C, Jelnin V, Hoff JA, Kondos GT. Electron beam tomography imaging of coronary calcium: the effect of body mass index on radiologic noise. J Comput Assist Tomogr 22; 26: McClelland RL, Chung H, Detrano R, Post W, Kronmal RA. Distribution of coronary artery calcium by race, gender, and age: results from the Multi-Ethnic Study of Atherosclerosis (MESA). Circulation 26; 113:3 37 W92 AJR:19, February 28

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