| Literature DB >> 27412899 |
David A Halon1, Mali Azencot2, Ronen Rubinshtein3, Barak Zafrir2, Moshe Y Flugelman3, Basil S Lewis3.
Abstract
BACKGROUND: Type 2 diabetics are at increased risk for vascular events, but the value of further risk stratification for coronary heart disease (CHD) in asymptomatic subjects is unclear. We examined the added value of coronary computed tomography angiography over clinical risk scores (United Kingdom Prospective Diabetes Study), and coronary artery calcium in a population-based cohort of asymptomatic type 2 diabetics. METHODS ANDEntities:
Keywords: computed tomography angiography; coronary disease; diabetes mellitus; plaque; risk stratification
Mesh:
Year: 2016 PMID: 27412899 PMCID: PMC4937267 DOI: 10.1161/JAHA.116.003226
Source DB: PubMed Journal: J Am Heart Assoc ISSN: 2047-9980 Impact factor: 5.501
Figure 1Study population. Derivation of the study cohort from the total population of diabetics in the catchment area of the national health insurance group to which all subjects belonged. CAC indicates coronary artery calcium; CAD, coronary artery disease; CTA, computed tomography angiography; DM, diabetes mellitus.
Gensini Coronary Artery Disease Score
| SCCT (Modified AHA) Coronary Artery Segment Number | Segment Weighting Factor |
|---|---|
| 1 | 1 |
| 2 | 1 |
| 3 | 1 |
| 4 | 1 |
| 5 | 5 |
| 6 | 2.5 |
| 7 | 1.5 |
| 8 | 1 |
| 9 | 1 |
| 10 | 0.5 |
| 11 nondominant | 2.5 |
| 11 dominant | 3.5 |
| 12 | 1 |
| 13 nondominant | 1 |
| 13 dominant | 2 |
| 14 | 0.5 |
| 15 | 1 |
| 16 | 0.5 |
| 17 | 1 |
| 18 | 0.5 |
AHA indicates American Heart Association; SCCT, Society of Cardiovascular Computed Tomography.
Baseline Clinical Characteristics
| Variable | All | Men | Women |
| With or without primary endpoint/With or without discreet tabulated variable |
|
|---|---|---|---|---|---|---|
| N | 630 | 312 (49.5) | 318 (50.5) | 25 (8.0), 16 (5.0) | 0.11 | |
| Age, y | 63.5±5.3 | 63.1±5.1 | 64.0±5.4 | 0.03 | 64.8±5.6, 63.4±5.3 | 0.10 |
| DM, y since diagnosis | 10.1±7.5 | 10.0±7.4 | 10.2±7.7 | 0.81 | 12.9±8.3, 9.9±7.4 | 0.013 |
| Waist circumference, cm | 97.2 (12.5) | 98.7±11.5 | 95.6±13.3 | 0.002 | 97.6±9.8, 97.1±12.7 | 0.81 |
| Insulin treated | 138 (21.9) | 56 (17.9) | 82 (25.8) | 0.017 | 11 (8), 30 (6.1) | 0.43 |
| Current smoking | 90 (14.3) | 55 (17.6) | 35 (11) | 0.018 | 7 (7.8), 34 (6.3) | 0.60 |
| Past smoking | 193 (30.6) | 134 (42.9) | 59 (18.6) | 0.18 | 16 (8.3), 25 (5.7) | 0.23 |
| Pack‐yrs | 14.7 (25) | 22.2±29.3 | 7.3±17.2 | <0.0001 | 15.9±21.0, 14.6±25.3 | 0.74 |
| Hypertension | 423 (67.1) | 202 (64.7) | 221 (69.5) | 0.20 | 25 (5.9), 16 (7.7) | 0.39 |
| Family history of CAD | 151 (24.0) | 67 (21.5) | 84 (26.4) | 0.15 | 8 (5.3), 33 (6.9) | 0.49 |
| Prior CVA/TIA | 39 (6.2) | 22 (7.1) | 17 (5.4) | 0.38 | 5 (12.8), 36 (6.1) | 0.10 |
| Carotid disease/CEA | 22 (3.5) | 11 (3.5) | 11 (3.5) | 0.96 | 4 (18.2), 37 (6.1) | 0.024 |
| Ankle/brachial ratio | 1.19±0.15 | 1.20±0.15 | 1.18±0.14 | 0.18 | 1.14±0.12, 1.20±0.13 | 0.08 |
| Retinopathy | 100 (15.9) | 46 (14.7) | 54 (17.0) | 0.44 | 8 (8), 33 (6.2) | 0.51 |
| HbA1c, % | 7.4±1.5 | 7.4±1.5 | 7.4±1.5 | 0.76 | 7.9±1.5, 7.4±1.5 | 0.025 |
| Creatinine, μmol/L | 73.4±16.9 | 83.1±13.3 | 65.4±12.4 | <0.0001 | 77.8±17.7, 73.4±15.0 | 0.075 |
| Cholesterol, mmol/L | 4.64±0.93 | 4.53±0.93 | 4.77±0.93 | 0.001 | 4.93±1.13, 4.63±0.91 | 0.10 |
| HDL‐C, mmol/L | 1.25±0.31 | 1.13±0.25 | 1.36±0.33 | <0.0001 | 1.16±0.26, 1.25±0.32 | 0.07 |
| Triglyceride, mmol/L | 1.93±1.39 | 1.99±1.59 | 1.59±1.16 | 0.38 | 2.85±2.86, 1.88±1.21 | 0.036 |
| LDL‐C, mmol/L | 2.54.0±0.75 | 2.53±0.75 | 2.55±0.75 | 0.69 | 2.59±0.65, 2.54±0.75 | 0.65 |
| Cholesterol/HDL ratio | 3.9±1.2 | 4.2±1.3 | 3.7±1.0 | <0.0001 | 4.5±1.9, 3.9±1.1 | 0.03 |
| Non‐HDL cholesterol mmol/L | 3.39±0.93 | 3.39±0.93 | 3.42±0.91 | 0.84 | 3.78±1.19, 3.37±0.91 | 0.042 |
| Albuminuria, μg/mmol creatinine (median, quartiles) | 0.90 (0, 2.3) | 0.79 (0, 2.4) | 0.90 (0, 2.3) | 0.27 | 1.2 (0, 3.4), 1.1 (0, 2.5) | 0.82 |
| C‐reactive protein, mmol/L | 42.9±52.4 | 35.2±42.9 | 49.5±60.0 | 0.001 | 47.6±50.5, 41.9±52.4 | 0.54 |
| Framingham CHD risk score | 18.4±9.6 | 21.7±11.3 | 15.2±6.2 | <0.0001 | 23.2±11.6, 18.1±9.4 | 0.008 |
| UKPDS CHD risk score | 18.0±11.0 | 23.6±11.7 | 12.4±6.5 | <0.0001 | 26.1±16.1, 17.4±10.3 | 0.001 |
| Aspirin | 412 (65.4) | 216 (69.2) | 196 (61.6) | 0.045 | 32 (7.8), 9 (4.1) | 0.08 |
| Clopidogrel | 10 (1.6) | 7 (2.2) | 3 (0.9) | 0.19 | 0 (0), 41 (6.1) | 0.40 |
| β‐Blocker | 193 (30.6) | 75 (24.0) | 118 (37.1) | 0.0004 | 14 (7.3), 27 (6.2) | 0.61 |
| ACEI/ARB | 416 (66.0) | 195 (62.5) | 221 (69.5) | 0.06 | 24 (5.8), 17 (7.9) | 0.31 |
| Calcium channel blocker | 143 (22.7) | 64 (20.5) | 79 (24.8) | 0.20 | 7 (4.9), 34 (7) | 0.37 |
| Diuretic | 186 (29.5) | 80 (25.6) | 106 (33.3) | 0.03 | 12 (6.5), 29 (6.5) | 0.97 |
| Statin | 443 (70.3) | 216 (69.2) | 227 (71.4) | 0.55 | 32 (7.2), 9 (4.8) | 0.26 |
| Maximal treadmill stress, METS | 9.1±2.7 | 10.3±2.6 | 8.0±2.2 | <0.0001 | 8.0±2.3, 9.2±2.7 | 0.018 |
| Ischemic ST changes on stress testing | 122 (23.4) | 73 (28.9) | 49 (18.3) | 0.004 | 10 (8.2), 18 (4.5) | 0.11 |
ACEI indicates angiotensin‐converting enzyme inhibitor; ARB, angiotensin receptor blocker; CAD, coronary artery disease; CEA, carotid endarterectomy; CHD, coronary heart disease; CVA, cerebrovascular accident; DM, diabetes mellitus; HbA1c, hemoglobin A1c; HDL‐C, high‐density lipoprotein cholesterol; LDL‐C, low‐density lipoprotein cholesterol; METS, metabolic equivalents; TIA, transient ischemic attack; UKPDS, United Kingdom Prospective Diabetes Study.
For discrete tabulated variables, the number and percent of individuals with and without the tabulated variable undergoing a primary endpoint event are provided and for continuous tabulated variables the mean and SD of the variable (median and quartiles where stated) for individuals with and without an endpoint event are provided.
Figures are mean±SD or n (%).
N=505, values >1.4 excluded due to probable presence of calcified incompressible arteries in 125.
Calculated LDL‐C values. In 19 patients with triglyceride >400 mg/100 mL LDL‐C values were not calculated.
N=526, stress testing not performed in 104 subjects mostly for logistical reasons.
Coronary Artery Atherosclerosis on Coronary CTA
| Variable | All | Men | Women |
| With/Without Primary Endpoint |
|
|---|---|---|---|---|---|---|
| CAC score, AU (median, quartiles) | 58 (1, 333) | 164.5 (19, 475) | 20.3 (0, 197) | <0.001 | 52 (0, 308), 389 (128, 706) | <0.001 |
| Coronary artery plaque (any) | 500 (79.4) | 271 (86.9) | 229 (72.0) | <0.001 | 41 (8.2), 0 (0) | <0.001 |
| None | 130 (20.6) | 41 (13.1) | 89 (28.0) | <0.001 | 0 (0) | <0.001 |
| 1 vessel | 113 (17.9) | 36 (11.5) | 77 (24.2) | <0.001 | 0 (0) | |
| 2 vessel | 154 (24.4) | 83 (26.6) | 71 (22.3) | 9 (5.8) | ||
| 3 vessel | 233 (37.0) | 152 (48.7) | 81 (25.5) | 32 (13.7) | ||
| LMCA | 229 (36.3) | 141 (45.2) | 88 (27.7) | <0.001 | 28 (12.2), 13 (3.2) | <0.001 |
| Nonobstructive plaque only | 304 (48.3) | 140 (44.9) | 164 (51.6) | <0.001 | 11 (3.6), 0 (0) | 0.005 |
| 1 vessel | 100 (15.9) | 30 (9.6) | 70 (22.0) | <0.028 | 0 (0) | 0.005 |
| 2 vessel | 111 (17.6) | 58 (18.6) | 53 (16.7) | 6 (5.4) | ||
| 3 vessel | 93 (14.8) | 52 (16.7) | 41 (12.9) | 5 (5.4) | ||
| LMCA | 198 (31.4) | 118 (37.8) | 80 (25.2) | 0.001 | 6 (5.3), 5 (1.6) | 0.031 |
| Nonobstructive plaque in proximal segments (vs no plaque) | 269 (42.7) | 124 (39.7) | 145 (45.6) | 0.137 | 10 (3.7), 1 (0.6) | 0.045 |
| Obstructive plaque | 196 (31.2) | 131 (42.0) | 65 (20.4) | <0.001 | 30 (15.3), 11 (2.5) | <0.001 |
| 1 vessel | 114 (18.1) | 72 (23.1) | 42 (13.2) | <0.001 | 14 (12.3) | <0.001 |
| 2 vessel | 60 (9.5) | 42 (13.5) | 18 (5.7) | 12 (20.0) | ||
| 3 vessel | 22 (3.5) | 17 (5.4) | 5 (22.7) | 4 (18.2) | ||
| LMCA | 31 (4.9) | 23 (7.4) | 8 (2.5) | 0.005 | 6 (19.4), 35 (5.8) | 0.003 |
| Obstructive plaque in proximal segment | 142 (22.5) | 94 (30.1) | 48 (15.1) | <0.001 | 26 (18.3), 15 (3.1) | <0.001 |
| Plaques/subject (among those with plaque) | 4.5±3.2 | 5.3±3.4 | 3.5±2.8 | <0.001 | 6.2±2.6, 4.3±3.3 | <0.001 |
| Total plaque length, mm | 54.1±49.3 | 69.0±54.2 | 36.4±35.6 | <0.001 | 87±42, 51±49 | <0.001 |
| Total plaque volume, mm3 | 364.5±393.4 | 484.2±444.0 | 222.9±261.1 | <0.001 | 551±307, 348±396 | 0.001 |
| Total plaque burden | 1.8±1.8 | 2.3±1.9 | 1.2±1.5 | <0.001 | 3.3±1.6, 1.6±1.8 | <0.001 |
| Remodeling index (maximal) | 2.2±1.1 | 2.4±1.2 | 2.0±0.9 | <0.001 | 2.6±1.1, 2.1±1.1 | 0.009 |
| Bifurcation involvement (% plaques, N=2241) | 1364 (60.7) | 583 (51.3) | 481 (59.8) | <0.001 | ||
| True bifurcation (Medina 1,1,1) (% plaques) | 486 (21.7) | 324 (22.6) | 162 (20.1) | 0.39 | ||
| Partial bifurcation only (% plaques) | 878 (39.2) | 559 (38.9) | 319 (39.6) | |||
| No bifurcation (% plaques) | 877 (39.1) | 553 (38.5) | 324 (40.2) | |||
| Any partial or true bifurcation (% subjects) | 373 (74.6) | 209 (77.1) | 164 (71.6) | 0.16 | 30 (8.0), 11 (8.7) | 0.83 |
| Any true bifurcation (% subjects) | 182 (36.4) | 117 (43.2) | 65 (28.4) | 0.001 | 19 (10.4), 22 (6.9) | 0.17 |
| Plaque calcification (% plaques) | ||||||
| None | 204 (9.1) | 123 (8.6) | 81 (10.1) | 0.001 | ||
| Minor (Grades 1–2) | 527 (23.5) | 361 (25.1) | 166 (20.6) | |||
| Moderate (Grade 3) | 517 (23.1) | 353 (24.6) | 164 (20.4) | |||
| Heavy (Grades 4–5) | 993 (44.3) | 599 (41.7) | 394 (48.9) | |||
| Subjects with any plaque with mild calcification (vs all other subjects) (% subjects) | 293 (58.6) | 183 (67.5) | 110 (48.0) | <0.001 | 36 (12.3), 5 (2.4) | <0.001 |
| Degree of stenosis (% plaques) | ||||||
| 0% to 24% | 1075 (48) | 631 (43.9) | 444 (55.2) | 0.001 | ||
| 25% to 49% | 828 (36.9) | 562 (39.1) | 266 (33.0) | |||
| 50% to 74% | 260 (11.6) | 181 (12.6) | 79 (9.8) | |||
| 75% to 99% | 60 (2.7) | 49 (3.4) | 11 (1.4) | |||
| 100% | 18 (0.8) | 13 (0.9) | 5 (0.6) | |||
| Plaque includes inner curve of artery | 1665 (75.5) | 1054 (74.8) | 611 (77.0) | 0.25 | ||
| Plaque includes outer curve of artery | 1206 (54.7) | 832 (59.0) | 374 (47.1) | <0.001 | ||
| Modified Duke CAD prognostic index | 2.0±1.3 | 2.3±1.4 | 1.7±1.1 | <0.001 | 2.9±1.5, 2.0±1.3 | <0.001 |
| Segment stenosis score | 5.7±4.1 | 6.9±4.4 | 4.3±3.3 | <0.001 | 9.2±4.0, 5.4±4.0 | <0.001 |
| Segment involvement score | 4.6±2.8 | 5.4±2.9 | 3.7±2.5 | <0.001 | 6.6±2.3, 4.4±2.8 | <0.001 |
| Gensini CAD score | 18.3±16.9 | 22.7±19.6 | 13.1±11.1 | <0.001 | 33.4±22.7, 17.0±15.6 | <0.001 |
AU indicates Agatston units; CAC, coronary artery calcium; CAD, coronary artery disease; LMCA, left main coronary artery, CTA, Computed Tomography Angiography.
For discrete tabulated variables, the number and percent of individuals are provided and for continuous variables, the mean and SD (median and quartiles where stated) are provided.
Values with and without the tabulated variable for subjects undergoing a primary endpoint event. For continuous variables the mean and SD of the tabulated variable (median and quartiles where stated) for individuals with and without the primary endpoint are provided. Where plaque‐related data rather than subject‐related data are provided, outcome data are not provided.
Percent subjects.
P‐value for nonobstructive plaque vs no plaque.
LMCA is counted as 2 vessels and in addition is listed individually.
All plaque data are calculated from 500 subjects with plaque, 130 subjects with no plaque excluded.
Total plaque burden was calculated as the sum of the values for each individual plaque.
The modified Duke prognostic index grades CAD from 0 to 6 according to presence of nonobstructive or obstructive plaque in 1, 2, or 3 coronary arterial territories.19
Segment stenosis score is the sum of the stenosis grades (0–3) from each of 17 coronary arterial segments (theoretical maximum 51).19
Segment involvement score is the number of coronary arterial segments in which any plaque is present (maximum 17).19
The Gensini CAD score (Table 1) is calculated from the multiple of a segment stenosis score (5 grades) and a segment myocardial score related to the functional significance of the segment.20
Clinical and CTA Univariable Outcome Predictors
| Variable | Coronary Heart Disease Event | Cardiovascular Death or Myocardial Infarction | Noncoronary Vascular Event | Macrovascular‐Related Event | Microvascular‐Related Event | |||||
|---|---|---|---|---|---|---|---|---|---|---|
| HR (95% CI) |
| HR (95% CI) |
| HR (95% CI) |
| HR (95% CI) |
| HR (95% CI) |
| |
| Clinical variables at study entry | ||||||||||
| Age (per yr) | 1.1 (0.99–1.11) | 0.10 | 1.0 (0.95–1.1) | 0.41 | 1.04 (1.0–1.08) | 0.063 | 1.06 (1.01–1.1) | 0.018 | 1.0 (0.98–1.1) | 0.31 |
| Male sex | 1.6 (0.87–3.0) | 0.13 | 1.6 (0.64–3.8) | 0.33 | 1.48 (0.98–2.2) | 0.06 | 1.9 (1.2–3.2) | 0.009 | 0.92 (0.55–1.5) | 0.74 |
| Duration of DM (per yr) | 1.1 (1.01–1.08) | 0.012 | 1.0 (0.98–1.1) | 0.29 | 1.06 (1.04–1.08) | <0.001 | 1.04 (1.01–1.07) | 0.009 | 1.07 (1.04–1.1) | <0.001 |
| Insulin treated | 1.3 (0.66–2.6) | 0.446 | 1.2 (0.43–3.2) | 0.76 | 2.16 (1.4–3.3) | <0.001 | 1.3 (0.76–2.2) | 0.34 | 2.8 (1.7–4.7) | <0.001 |
| Current smoking | 1.2 (0.55–2.8) | 0.59 | 2.0 (0.74–5.6) | 0.17 | 1.25 (0.73–2.1) | 0.41 | 1.4 (0.73–2.5) | 0.34 | 0.80 (0.36–1.8) | 0.59 |
| Any smoking | 1.7 (0.91–3.1) | 0.099 | 1.6 (0.66–3.9) | 0.30 | 1.0 (0.69–1.5) | 0.88 | 1.4 (0.90–2.3) | 0.13 | 0.79 (0.47–1.3) | 0.38 |
| Pack‐yrs (per pack‐yr) | 1.00 (0.99–1.01) | 0.70 | 1.0 (0.98–1.0) | 0.90 | 1.0 (0.99–1.0) | 0.92 | 1.0 (0.99–1.01) | 0.42 | 1.1 (0.66–2.0) | 0.63 |
| Hypertension | 0.76 (0.40–1.4) | 0.38 | 1.1 (0.44–3.0) | 0.78 | 1.05 (0.68–1.6) | 0.83 | 0.87 (0.53–1.4) | 0.59 | 1.2 (0.66–2.0) | 0.63 |
| Family history of CAD | 0.75 (0.35–1.6) | 0.47 | 1.4 (0.52–3.5) | 0.53 | 0.56 (0.32–0.97) | 0.04 | 0.75 (0.41–1.4) | 0.36 | 0.41 (0.19–0.91) | 0.027 |
| Prior CVA/TIA | 2.1 (0.83–5.4) | 0.12 | 2.9 (0.85–9.9) | 0.089 | 1.87 (0.97–3.6) | 0.06 | 2.9 (1.5–5.7) | 0.002 | 1.4 (0.58–3.6) | 0.44 |
| Carotid stenosis | 3.1 (1.1–8.6) | 0.033 | 3.3 (0.77–14.2) | 0.11 | 1.6 (0.63–3.8) | 0.33 | 2.4 (0.95–5.9) | 0.064 | 2.1 (0.78–5.9) | 0.14 |
| Retinopathy | 1.3 (0.59–2.8) | 0.52 | 1.8 (0.64–4.9) | 0.27 | 4.0 (2.7–6.1) | <0.001 | 1.7 (0.96–3.0) | 0.068 | 6.0 (3.6–9.9) | <0.001 |
| HbA1c (%) | 1.2 (1.0–1.4) | 0.028 | 1.2 (0.92–1.5) | 0.21 | 1.3 (1.2–1.5) | <0.001 | 1.2 (1.01–1.3) | 0.035 | 1.4 (1.3–1.6) | <0.001 |
| Creatinine clearance (per mL/min) | 0.99 (0.98–1.00) | 0.16 | 1.0 (0.98–1.0) | 0.95 | 1.0 (0.99–1.0) | 0.49 | 0.99 (0.98–1.0) | 0.094 | 1.0 (0.99–1.01) | 0.81 |
| Total cholesterol (per mmol/L) | 1.4 (1.0–1.8) | 0.042 | 0.83 (0.50–1.4) | 0.46 | 1.0 (0.84–1.3) | 0.75 | 1.1 (0.83–1.4) | 0.63 | 1.2 (0.97–1.6) | 0.091 |
| HDL–cholesterol (per mmol/L) | 0.34 (0.11–1.1) | 0.073 | 0.29 (0.05–1.6) | 0.15 | 0.75 0.48–1.7) | 0.75 | 0.44 (0.18–1.1) | 0.065 | 0.85 (0.37–1.9) | 0.69 |
| Cholesterol/HDL‐C ratio (per unit) | 1.3 (1.1–1.6) | <0.001 | 1.1 (0.78–1.5) | 0.62 | 1.1 (0.91–1.2) | 0.48 | 1.2 (1.04–1.4) | 0.017 | 1.18 (1.0–1.4) | 0.044 |
| Non‐HDL cholesterol (per mmol/L) | 1.5 (1.1–1.9) | 0.008 | 0.94 (0.57–1.5) | 0.80 | 1.0 (0.85–1.3) | 0.67 | 1.2 (0.90–1.5) | 0.26 | 1.3 (0.99–1.6) | 0.063 |
| Albuminuria (per quartile) | 1.0 (0.79–1.3) | 0.85 | 1.4 (0.94–2.1) | 0.096 | 1.2 (0.99–1.4) | 0.06 | 1.0 (0.85–1.3) | 0.70 | 1.4 (1.1–1.7) | 0.009 |
| C‐reactive protein (per quartile) | 1.1 (0.86–1.5) | 0.38 | 1.5 (0.99–2.2) | 0.057 | 1.1 (0.89–1.3) | 0.52 | 1.2 (0.95–1.5) | 0.14 | 1.1 (0.85–1.3) | 0.57 |
| Framingham CHD risk score (per 10% 10‐yr risk) | 1.4 (1.2–1.7) | 0.001 | 1.4 (1.0–1.8) | 0.052 | 1.2 (1.04–1.4) | 0.02 | 1.4 (1.2–1.6) | <0.001 | 1.2 (1.01–1.5) | 0.039 |
| UKPDS CHD risk score (per 10% 10‐y risk) | 1.4 (1.3–1.6) | <0.001 | 1.2 (0.93–1.5) | 0.13 | 1.3 (1.2–1.4) | <0.001 | 1.4 (1.3–1.6) | <0.001 | 1.4 (1.2–1.5) | <0.001 |
| Statin therapy | 1.5 (0.73–3.2) | 0.26 | 1.3 (0.47–3.5) | 0.63 | 1.1 (0.73–1.8) | 0.552 | 1.7 (0.92–3.0) | 0.096 | 1.1 (0.60–1.9) | 0.84 |
| Maximal treadmill stress (per MET achieved) | 0.84 (0.72–0.97) | 0.017 | 0.87 (0.70–1.1) | 0.22 | 0.86 (0.79–0.94) | 0.001 | 0.87 (0.78–0.97) | 0.011 | 0.86 (0.78–0.96) | 0.008 |
| CTA variables | ||||||||||
| CAC score (per quartile) | 2.3 (1.6–3.3) | <0.001 | 2.1 (1.3–2.4) | 0.002 | 1.4 (1.1–1.6) | 0.001 | 2.0 (1.6–2.6) | <0.001 | 1.1 (0.91–1.4) | 0.24 |
| Coronary arteries with plaque (0–3) | 4.0 (2.2–7.2) | <0.001 | 3.1 (1.5–6.2) | 0.002 | 1.4 (1.2–1.8) | <0.001 | 2.7 (1.9–3.7) | <0.001 | 1.2 (0.95–1.5) | 0.12 |
| Nonobstructive plaque only (vs no plaque) (N=434) | 11 vs 0 events | 0.039 | 9 vs 0 events | 0.063 | 1.9 (0.96–3.8) | 0.068 | 11.2 (1.5–82.8) | 0.018 | 1.3 (0.59–2.9) | 0.50 |
| No plaque | 0 events | 0 events | ||||||||
| 1 vessel nonobstructive plaque | 0 events | 0 events | ||||||||
| 2 vessel nonobst. plaque (vs none) | 6 vs 0 events | 0.009 | 4 vs 0 events | 0.044 | ||||||
| 3 vessel nonobst. plaque (vs 1–2 v) | 3.2 (0.97–10.4) | 0.057 | 3.0 (0.79–11.0) | 0.11 | 1.1 (1.9–3.4) | 0.033 | 2.4 (1.1–5.2) | 0.034 | 1.5 (0.68–3.2) | 0.33 |
| LMCA nonobst. plaque (with no stenosis at any site) | 3.4 (1.0–11.2) | 0.042 | 3.5 (0.95–13.2) | 0.060 | 1.6 (0.9–2.8) | 0.11 | 3.4 (1.6–7.4) | 0.002 | 0.82 (0.35–1.9) | 0.64 |
| LMCA nonobst. plaque (irrespective of other sites) | 3.6 (1.8–7.1) | <0.001 | 5.3 (2.0–13.7) | 0.001 | 1.8 (1.2–2.8) | 0.004 | 3.3 (1.9–5.5) | <0.001 | 1.2 (0.67–2.0) | 0.58 |
| Nonobstructive plaque in proximal segments | 6.3 (0.80–49.0) | 0.08 | 5.0 (0.62–39.6) | 0.131 | 1.8 (0.97–3.3) | 0.064 | 7.7 (1.8–32.7) | 0.005 | 1.2 (0.59–2.5) | 0.58 |
| Obstructive plaque (any vs all other subjects) | 6.6 (3.3–13.1) | <0.001 | 2.8 (1.2–2.8) | 0.022 | 2.0 (1.4–3.1) | <0.001 | 3.9 (2.4–6.4) | <0.001 | 2.04 (1.2–3.4) | 0.007 |
| 1 vessel (vs no obstructive plaque) | 5.2 (2.4–11.5) | <0.001 | 2.6 (0.92–7.3) | 0.071 | 1.9 (1.2–3.1) | 0.010 | 3.4 (1.9–5.9) | <0.001 | 2.1 (1.1–3.8) | 0.017 |
| 2 vessel (vs no obstructive plaque) | 8.7 (3.8–19.6) | <0.001 | 2.5 (0.68–9.3) | 0.16 | 2.3 (1.3–4.1) | 0.004 | 4.8 (2.6–9.1) | <0.001 | 1.9 (0.89–4.2) | 0.097 |
| 3 vessel (vs no obstructive plaque) | 8.2 (2.6–25.7) | <0.001 | 4.5 (0.98–21.0) | 0.053 | 2.0 (0.80–5.0) | 0.14 | 4.5 (1.7–11.8) | 0.002 | 2.0 (0.62–6.6) | 0.25 |
| LMCA (vs all other subjects) | 3.7 (1.6–8.8) | <0.001 | 1.1 (0.14–7.9) | 0.96 | 1.4 (0.61–3.2) | 0.43 | 2.6 (1.2–5.7) | 0.017 | 2.0 (0.80–5.0) | 0.14 |
| Obstructive plaque in a proximal segment (vs all other subjects) | 6.6 (3.5–12.4) | <0.001 | 3.6 (1.5–8.7) | 0.004 | 2.0 (1.3–3.0) | 0.002 | 4.0 (2.5–6.4) | <0.001 | 1.6 (0.95–2.9) | 0.078 |
| All plaques | ||||||||||
| Plaques/subject | 2.2 (1.7–2.9) | <0.001 | 1.6 (1.0–2.6) | 0.047 | 1.22 (1.03–1.4) | 0.022 | 1.7 (1.3–2.2) | <0.001 | 0.95 (0.75–1.2) | 0.68 |
| Total plaque length | 2.6 (1.9–3.6) | <0.001 | 1.6 (1.1–2.5) | 0.026 | 1.2 (1.05–1.5) | 0.012 | 1.7 (1.3–2.2) | <0.001 | 0.90 (0.71–1.2) | 0.42 |
| Total plaque volume | 2.3 (1.7–3.2) | <0.001 | 1.5 (0.97–2.2) | 0.067 | 1.25 (1.1–1.5) | 0.009 | 1.6 (1.2–2.0) | <0.001 | 0.96 (0.75–1.2) | 0.77 |
| Total plaque burden | 2.1 (1.5–2.9) | <0.001 | 1.5 (1.0–2.4) | 0.045 | 1.2 (0.99–1.4) | 0.067 | 1.7 (1.3–2.1) | <0.001 | 0.99 (0.78–1.3) | 0.94 |
| Characteristics of individual plaques | ||||||||||
| Maximal plaque X‐sectional area | 1.7 (1.2–2.3) | 0.001 | 1.4 (0.93–2.1) | 0.11 | 1.3 (1.0–1.5) | 0.016 | 1.6 (1.3–2.0) | 0.001 | 1.1 (0.86–1.4) | 0.44 |
| Maximal plaque volume | 1.2 (0.89–1.5) | 0.27 | 0.92 (0.62–1.4) | 0.69 | 1.2 (1.0–1.5) | 0.047 | 1.2 (0.93–1.4) | 0.21 | 1.3 (1.0–1.6) | 0.050 |
| Maximal plaque burden | 2.0 (1.4–2.7) | <0.001 | 1.5 (0.97–2.2) | 0.068 | 1.5 (1.2–1.8) | <0.001 | 1.7 (1.4–2.2) | <0.001 | 1.3 (1.0–1.7) | 0.039 |
| Remodeling index | 1.6 (1.2–2.2) | 0.001 | 1.5 (1.0–2.3) | 0.045 | 1.1 (0.95–1.4) | 0.14 | 1.5 (1.2–1.8) | 0.001 | 0.99 (0.77–1.3) | 0.96 |
| True bifurcation | 1.6 (0.84–2.9) | 0.16 | 1.5 (0.60–3.5) | 0.40 | 1.1 (0.70–1.7) | 0.71 | 1.2 (0.76–2.0) | 0.38 | 1.0 (0.59–1.8) | 0.89 |
| Plaque calcification | ||||||||||
| None (vs any calcified plaque) | 1.3 (0.7–2.5) | 0.37 | 0.77 (0.28–2.1) | 0.61 | 1.3 (0.80–2.0) | 0.32 | 1.1 (0.65–1.8) | 0.73 | 1.0 (0.56–1.88) | 0.93 |
| Mild (any plaque CAC grade 1 to 2 vs all others) | 5.4 (2.1–13.8) | <0.001 | 6.5 (1.5–28.1) | 0.012 | 1.5 (0.99–2.2) | 0.055 | 3.1 (1.7–5.8) | <0.001 | 1.0 (0.59–1.8) | 0.90 |
| Moderate/heavy (Grade 3–5 vs none) | 0.45 (0.05–4.1) | 0.48 | 2 vs 1 event | 1.0 | 1.0 (0.5–2.0) | 0.96 | 0.55 (0.15–2.0) | 0.36 | 1.0 (0.40–2.5) | 0.99 |
| CT angiographic scores | ||||||||||
| Modified Duke CAD prognostic index | 1.5 (1.3–1.8) | <0.001 | 1.3 (1.0–1.7) | 0.018 | 1.2 (1.1–1.4) | 0.001 | 1.4 (1.3–1.6) | <0.001 | 1.2 (1.0–1.4) | 0.054 |
| Segment stenosis score | 3.2 (2.2–4.7) | <0.001 | 2.1 (1.3–3.2) | 0.001 | 1.3 (1.1–1.6) | 0.001 | 2.0 (1.6–2.5) | <0.001 | 1.1 (0.89–1.4) | 0.35 |
| Segment involvement score | 2.9 (2.0–4.2) | <0.001 | 1.3 (1.1–1.5) | <0.001 | 1.2 (1.04–1.5) | 0.017 | 2.0 (1.6–2.5) | <0.001 | 1.05 (0.84–1.3) | 0.68 |
| Gensini CAD score | 3.5 (2.3–5.5) | <0.001 | 2.3 (1.4–3.7) | 0.001 | 1.4 (1.2–1.7) | <0.001 | 2.5 (1.9–3.3) | <0.001 | 1.2 (0.93–1.5) | 0.199 |
CAC indicates coronary artery calcium; CAD, coronary artery disease; CHD, coronary heart disease; CTA, computed tomography angiography; CVA/TIA, cerebrovascular accident or transient ischemic attack; DM, diabetes mellitus; HbA1c, hemoglobin A1c; HDL‐C, high‐density lipoprotein cholesterol; LMCA, left main coronary artery; MET, metabolic equivalent; nonobst, nonobstructive; METS, Maximal treadmill stress; UKPDS, United Kingdom Prospective Diabetic Study; v, vessel.
Adjudicated coronary heart disease death, myocardial infarction, unstable angina, new‐onset angina.
Noncoronary macrovascular or microvascular event: Noncoronary vascular death, stroke, transient ischemic attack, carotid or peripheral arterial intervention or amputation, intervention for diabetic retinopathy, hospitalization for renal failure, therapy for diabetic ulcer.
Cardiovascular death, myocardial infarction, stroke, transient ischemic attack, carotid or peripheral vascular intervention, or amputation of limb.
Intervention for retinopathy, vascular event of eye, hospitalization for acute renal failure.
Performed in 526 patients. Exclusions mainly for logistical reasons.
Regression coefficients do not converge. P‐value is from Fisher's exact test from cross‐tabulation.
Patients with obstructive disease at other sites excluded.
Among individuals with plaque, N=500.
For plaque with maximal area remodeling in patient.
True bifurcation (Medina class 1,1,1) for plaque with largest cross‐sectional area.
Definitions as for Table 3.
Individual Outcome Events
| Outcome | N (%) |
|---|---|
| Total mortality | 36 (5.7) |
| Cardiac mortality | 8 (1.3) |
| Cardiovascular mortality | 11 (1.7) |
| MI (nonfatal) | 10 (1.6) |
| STEMI | 4 (0.63) |
| Non‐STEMI | 6 (0.95) |
| Unstable angina | 7 (1.1) |
| New‐onset angina requiring revascularization | 20 (3.2) |
| CVA | 20 (3.2) |
| TIA | 9 (1.4) |
| Revascularization | 45 (7.1) |
| CABG | 13 (2.1) |
| PCI | 32 (5.1) |
| Major amputation | 2 (0.31) |
| Minor amputations | 2 (0.31) |
| Intraocular therapy for retinopathy | 52 (8.3) |
| Acute intraocular vascular event | 5 (0.79) |
| Diabetic ulcer | 13 (2.1) |
| Primary CHD outcome event | 41 (6.5) |
| Cardiovascular death or MI | 21 (3.3) |
| Noncoronary vascular event | 96 (15.2) |
| Macrovascular event | 67 (10.6) |
| Microvascular event | 59 (9.4) |
CABG indicates coronary artery bypass surgery; CHD, coronary heart disease; CVA, cerebrovascular accident; MI, myocardial infarction; PCI, percutaneous coronary intervention; STEMI, ST elevation myocardial infarction; TIA, transient ischemic attack.
All fatal events are listed, whereas for other components of the primary CHD outcome (MI, unstable angina, and new chest pain requiring revascularization) the first event (that included in the primary time to event outcome) is listed.
See Methods in text and notes to Table 3 for definitions.
ROC Statistics for Individual Predictors and Combined Predictive Probabilities for All 4 Study Outcomes
| Primary CHD Outcome | C‐Statistic (95%CI) |
|
|---|---|---|
| Total cohort (N=630) | ||
| UKPDS risk score (1) | 0.683 (0.594–0.772) | 0.0001 |
| LogCAC score (2) | 0.726 (0.658–0.794) | <0.0001 |
| UKPDS+logCAC scores (3) | 0.763 (0.694–0.832) | 0.020 vs (1) |
| UKPDS+logCAC+total plaque burden (4) | 0.789 (0.728–0.850) | 0.034 vs (3) |
| 4+Gensini score (5) | 0.824 (0.768–0.881) | 0.021 vs (4) |
| 5+segment involvement score (6) | 0.832 (0.778–0.886) | 0.35 vs (5) |
| 6+maximal plaque burden (7) | 0.836 (0.777–0.894) | 0.69 vs (6); 0.27 vs (5) |
| 7+maximal exercise stress (METS) | 0.839 (0.769–0.909) | 0.48 vs (5) |
| Patients with plaque (N=500) | ||
| UKPDS risk score (8) | 0.655 (0.562–0.747) | 0.001 |
| LogCAC score (9) | 0.653 (0.570–0.736) | 0.001 |
| UKPDS+logCAC score (10) | 0.697 (0.610–0.784) | 0.177 vs (8) |
| UKPDS+plaque burden (11) | 0.743 (0.670–0.816) | 0.114 vs (8) |
| UKPDS+Gensini score (12) | 0.765 (0.725–0.801) | 0.001 vs (8) |
| UKPDS+plaque burden+mild plaque calcification (13) | 0.781 (0.742–0.817) | 0.002 vs (11) |
| UKPDS+Gensini+mild plaque calcification (14) | 0.786 (0.748–0.821) | 0.375 vs (12) |
| Noncoronary outcomes (N=630) | ||
| UKPDS CHD risk score (15) | 0.627 (0.564–0.691) | <0.0001 |
| 15+log CAC score (16) | 0.650 (0.591–0.709) | 0.184 vs (15) |
| 16+total coronary plaque burden | 0.650 (0.591–0.701) | 0.18 vs (15) |
| 15+albuminuria | 0.628 (0.563–0.692) | 0.96 vs (15) |
| 15+retinopathy (17) | 0.715 (0.655–0.775) | 0.0009 vs (15) |
| 17+maximal exercise stress (METS) | 0.762 (0.703–0.822) | 0.018 vs (17) |
| Macrovascular outcomes (N=630) | ||
| UKPDS risk score (18) | 0.658 (0.584–0.732) | <0.0001 |
| UKPDS+logCAC score (19) | 0.745 (0.690–0.801) | 0.002 vs (18) |
| 18+prior CVA/TIA (20) | 0.756 (0.700–0.812) | 0.34 vs (19) |
| 20+plaque burden | 0.757 (0.702–0.813) | 0.202 vs (19) |
| 20+maximal exercise stress (METS) | 0.766 (0.707–0.826) | 0.092 vs (19) |
| Microvascular outcomes (N=630) | ||
| UKPDS CHD risk score (21) | 0.669 (0.597–0.740) | <0.0001 |
| 21+logCAC | 0.669 (0.598–0.741) | 0.86 vs (21) |
| 21+retinopathy (22) | 0.769 (0.701–0.838) | 0.001 vs (21) |
| 22+albuminuria | 0.772 (0.703–0.841) | 0.36 vs (22) |
| 22+maximal stress (METS) | 0.785 (0.712–0.858) | 0.018 vs (22) |
CAC indicates coronary artery calcium; CHD, coronary artery disease; CVA, cerebrovascular accident; METS, metabolic equivalents; ROC, receiver operator characteristic; TIA, transient ischemic attack; UKPDS, United Kingdom Prospective Diabetes Study.
For ROC curves including maximal exercise stress N=526.
Figure 2ROC curves for discrimination of a CHD event. The diagonal represents the line of no discrimination. The curves represent the predictive probability of the following: 1. UKPDS CHD risk score alone (C=0.683); 2. the latter plus CAC score (C=0.763, P=0.020); 3. the latter plus plaque burden (C=0.789, P=0.034); 4. the latter plus the Gensini angiographic score (C=0.824, P=0.021); and 5. the latter plus maximal plaque burden and segment involvement score (C=0.836, P=0.35) (all P values vs immediately previously mentioned ROC curve). Both the CTA‐derived plaque burden and the Gensini score improved outcome discrimination over the combination of the UKPDS CHD risk score and CAC score. CAC indicates coronary artery calcium; CHD, coronary heart disease; CTA, computed tomography angiography; ROC, receiver operator‐characteristic; UKPDS, United Kingdom Prospective Diabetes Study.
Figure 3CHD events and the Gensini score. Estimated freedom from a CHD event in relation to quartiles of the CTA‐based Gensini coronary angiography score. (quartile 4 vs 3 P=0.006, quartile 3 vs 2 P=0.003, quartile 2 vs 1 P=0.91). CHD indicates coronary heart disease; CTA, computed tomography angiography.
Independent Model Predictors of Primary and Secondary Outcomes in Full 630 Patient Cohort
| Variable | HR (95% CI) |
|
|---|---|---|
| Primary CHD outcome | ||
| UKPDS (per 10% 10‐year risk) | 1.3 (1.1 to 1.5) | 0.003 |
| Gensini score (HR per quartile) | 3.2 (2.1 to 5.0) | <0.0001 |
| Combined noncoronary vascular outcomes | ||
| UKPDS (per 10% 10‐yr risk) | 1.3 (1.2 to 1.4) | <0.0001 |
| Retinopathy at study entry | 3.7 (2.5 to 5.7) | <0.0001 |
| Albuminuria (per 10 mg/mmol creatinine) | 1.3 (1.0 to 1.6) | 0.063 |
| Prior CVA/TIA | 1.8 (0.94 to 3.5) | 0.075 |
| Macrovascular‐related outcomes | ||
| UKPDS (per 10% 10‐yr risk) | 1.3 (1.1 to 1.5) | 0.001 |
| Gensini CAD score (per quartile) | 2.1 (1.7 to 2.9) | <0.0001 |
| Prior CVA/TIA | 2.1 (1.1 to 4.2) | 0.03 |
| Microvascular‐related outcomes | ||
| UKPDS (per 10% 10‐yr risk) | 1.3 (1.2 to 1.5) | 0.0001 |
| Retinopathy at study entry | 5.4 (3.2 to 9.0) | <0.0001 |
| Albuminuria (per 100 μg/mg creatinine) | 1.04 (1.0 to 1.1) | 0.017 |
CAD indicates coronary artery disease; CHD, coronary heart disease; CVA, cerebrovascular accident; HR, hazard ratio; TIA, transient ischemic attack; UKPDS, United Kingdom Prospective Diabetes Study.
Maximal plaque burden (HR 17.7 (2.4–131.8), P=0.005) was retained in the model when the Gensini score was entered as a continuous variable but was excluded from the model when the Gensini score was entered as quartiles.
Multivariate Cox Model for Prediction of CHD Outcome in Patients With Coronary Plaque (N=500)
| Independent Variable | HR | 95% CI |
|
|---|---|---|---|
| UKPDS risk score (per 10% 10‐year risk) | 1.3 | 1.1 to 1.5 | 0.015 |
| Gensini CAD score (per quartile) | 2.5 | 1.7 to 3.8 | <0.0001 |
| Mild (grade 1–2) coronary artery calcification | 3.0 | 1.2 to 7.7 | 0.02 |
CAD indicates coronary artery disease; CHD, coronary heart disease; HR, hazard ratio; UKPDS, United Kingdom Prospective Diabetes Study.
Figure 4ROC curves for discrimination of a CHD event in patients with coronary artery plaque (N=500). The diagonal represents the line of no discrimination. Addition of each CTA‐derived variable to the combined predictive probability successively improved the C statistic. 1. UKPDS CHD risk score (C=0.655); 2. the latter plus CAC score combined (C=0.697, P=0.177); 3. the latter plus plaque burden (C=0.743, P=0.035); 4. the latter plus the Gensini angiographic score (C=0.782, P=0.040); and 5. the latter plus mild plaque calcification (C=0.798, P=0.45 vs 4 above, P=0.012 vs 2 above) (all other P values vs immediately prior ROC curve). CAC indicates coronary artery calcium; CHD, coronary heart disease; CTA, computed tomography angiography; ROC, receiver operator characteristic; UKPDS, United Kingdom Prospective Diabetes Study.
Figure 5Reclassification of patient risk. The addition of CTA‐derived data to the Cox proportional hazards model improved the classification of primary outcome events over that from the UKPDS and CAC scores alone. Left: classification into low, intermediate, and high risk by UKPDS and CAC scores alone. Right: Classification with the Cox prognostic model based on the clinical risk scores and the CTA findings. Above are subjects with no CHD event (noncases) and below are subjects with a CHD event (cases). Each mannequin represents 1 subject. Among the noncases, 102 subjects (43% of risk groups 2 and 3) were correctly reclassified to a lower risk at the cost of incorrect reclassification of 45 (9% of risk groups 1 and 2) to a higher‐risk group. Among the cases, 11 (44% of risk groups 1 and 2) were correctly reclassified to a higher‐risk at the cost of incorrect reclassification of 5 (16% of risk groups 2 and 3) to a lower‐risk group. The net reclassification improvement was 0.24. CAC indicates coronary artery calcium; CHD, coronary heart disease; CTA, computed tomography angiography; UKPDS, United Kingdom Prospective Diabetes Study.
NRI and IDI for Final CTA Models Versus Model Including UKPDS and log CAC Score Alone
| Total Cohort (N=630, 41 Events) | Patients With Coronary Plaque (N=500, 41 Events) | |
|---|---|---|
| Categorical NRI | ||
| Patients with events correctly reclassified to higher risk | 11 | 22 |
| Patients with events incorrectly reclassified to lower risk | 5 | 2 |
| Event net reclassification improvement | 14.6% | 48.8% |
| Patients without events correctly reclassified to lower risk | 102 | 54 |
| Patients without events incorrectly reclassified to higher risk | 45 | 150 |
| Nonevent net reclassification improvement | 9.6% | −20.9% |
| Overall net reclassification improvement | 0.24 | 0.28 |
| Continuous NRI | ||
| Patients with events correctly reclassified to higher risk | 26 | 33 |
| Patients with events incorrectly reclassified to lower risk | 15 | 8 |
| Event net reclassification improvement | 26.8% | 61.0% |
| Patients without events correctly reclassified to lower risk | 402 | 249 |
| Patients without events incorrectly reclassified to higher risk | 187 | 210 |
| Nonevent net reclassification improvement | 36.5% | 8.5% |
| Overall net reclassification improvement | 0.632 | 0.70 |
| Absolute IDI | 0.037 | 0.025 |
| Relative IDI | 64.7% | 30.3% |
CAC indicates coronary artery calcium; CTA, computed tomography angiography; UKPDS, United Kingdom Prospective Diabetes Study; NRI, net Reclassification Improvement; IDI, integrated Discrimination Improvement .
Prevalence of Selected Drug Therapy at Baseline and Late Follow‐Up Among Subjects in the Upper Quartile of Risk for Coronary Heart Disease
| Drug | Baseline, N (%) | Follow‐Up, N (%) |
|
|---|---|---|---|
| Insulin | 30 (24.2) | 52 (41.9) | <0.0001 |
| Aspirin | 99 (79.8) | 92 (75.4) | 0.011 |
| Clopidogrel | 3 (2.4) | 14 (11.9) | 0.001 |
| β‐Blocker | 38 (30.6) | 60 (50) | 0.0004 |
| ACEI/ARB | 87 (70.2) | 93 (78.2) | 0.005 |
| Ca channel blocker | 33 (26.6) | 50 (41.0) | <0.0001 |
| Diuretic | 40 (32.3) | 34 (28.8) | 0.029 |
| Statin | 94 (75.8) | 107 (89.9) | 0.15 |
| Ezetimibe | 4 (3.2) | 6 (5.0) | 0.012 |
| Fibrate | 18 (14.5) | 4 (3.4) | 0.44 |
ACEI, indicates angiotensin‐converting enzyme inhibitor; ARB, angiotensin receptor blocker.
N varies slightly due to some missing data, particularly in subjects who subsequently died.