| Literature DB >> 35179040 |
Malcolm West1, Adrienne Kirby2, Ralph A Stewart3, Stefan Blankenberg4, David Sullivan5, Harvey D White3, David Hunt6, Ian Marschner2, Edward Janus7, Leonard Kritharides8,9, Gerald F Watts10, John Simes2, Andrew M Tonkin11.
Abstract
Background Elevated plasma cystatin C levels reflect reduced renal function and increased cardiovascular risk. Less is known about whether the increased risk persists long-term or is independent of renal function and other important biomarkers. Methods and Results Cystatin C and other biomarkers were measured at baseline (in 7863 patients) and 1 year later (in 6106 patients) in participants in the LIPID (Long-Term Intervention with Pravastatin in Ischemic Disease) study, who had a previous acute coronary syndrome. Outcomes were ascertained during the study (median follow-up, 6 years) and long-term (median follow-up, 16 years). Glomerular filtration rate (GFR) was estimated using Chronic Kidney Disease Epidemiology Collaboration equations (first GFR-creatinine, then GFR-creatinine-cystatin C). Over 6 years, in fully adjusted multivariable time-to-event models, with respect to the primary end point of coronary heart disease mortality or nonfatal myocardial infarction, for comparison of Quartile 4 versus 1 of baseline cystatin C, the hazard ratio was 1.37 (95% CI, 1.07-1.74; P=0.01), and for major cardiovascular events was 1.47 (95% CI, 1.19-1.82; P<0.001). Over 16 years, the association of baseline cystatin C with coronary heart disease, cardiovascular, and all-cause mortality persisted (each P<0.001) and remained significant after adjustment for estimated GFR-creatinine-cystatin C. Cystatin C also predicted the development of chronic kidney disease for 6 years (odds ratio, 6.61; 95% CI, 4.28-10.20) independently of estimated GFR-creatinine and other risk factors. However, this association was no longer significant after adjustment for estimated GFR-creatinine-cystatin C. Conclusions Cystatin C independently predicted major cardiovascular events, development of chronic kidney disease, and cardiovascular and all-cause mortality. Prediction of long-term mortality was independent of improved estimation of GFR. Registration URL: https://anzctr.org.au; Unique identifier: ACTRN12616000535471.Entities:
Keywords: biomarkers; cardiovascular disease; chronic kidney disease; coronary disease; cystatin C; hydroxymethylglutaryl‐CoA reductase inhibitors; risk assessment
Mesh:
Substances:
Year: 2022 PMID: 35179040 PMCID: PMC9075058 DOI: 10.1161/JAHA.121.020745
Source DB: PubMed Journal: J Am Heart Assoc ISSN: 2047-9980 Impact factor: 5.501
Baseline Characteristics by Cystatin C Quartiles
| Cystatin C (mg/L) |
| ||||
|---|---|---|---|---|---|
| ≤0.72 | >0.72 to ≤0.81 | >0.81 to ≤0.93 | >0.93 | ||
| No. of subjects | 2020 | 1996 | 1981 | 1866 | |
| Cystatin (mg/L); mean (SD) | 0.66 (0.05) | 0.77 (0.03) | 0.87 (0.03) | 1.10 (0.19) | |
| Pravastatin assignment | 1000 (50%) | 1026 (51%) | 1003 (51%) | 912 (49%) | 0.50 |
| Age at randomization (y); median (IQR) | 56 (50–63) | 61 (54–66) | 64 (58–68) | 67 (62–70) | <0.001 |
| Women | 326 (16%) | 292 (15%) | 323 (16%) | 392 (21%) | <0.001 |
| Months from qualifying event; median (IQR) | 15.3 (8.2–25.3) | 13.7 (7.8–24.9) | 13.4 (7.9–24.9) | 13.4 (7.7–24.9) | 0.05 |
| Atrial fibrillation | 7 (0%) | 18 (1%) | 34 (2%) | 51 (3%) | <0.001 |
| Current smoker | 163 (8%) | 187 (9%) | 179 (9%) | 206 (11%) | 0.003 |
| Diabetes | 175 (9%) | 154 (8%) | 144 (7%) | 203 (11%) | 0.010 |
| Obesity | 322 (16%) | 332 (17%) | 378 (19%) | 365 (20%) | <0.001 |
| Previous stroke | 52 (3%) | 59 (3%) | 97 (5%) | 114 (6%) | <0.001 |
| Systolic blood pressure (mm Hg); mean (SD) | 131 (18) | 133 (19) | 136 (19) | 138 (20) | <0.001 |
| Diastolic blood pressure (mm Hg); mean (SD) | 80 (11) | 81 (11) | 81 (11) | 81 (11) | <0.01 |
| Dyspnea NYHA Class>1 | 135 (7%) | 147 (7%) | 205 (10%) | 274 (15%) | <0.001 |
| Angina CCVS Grade>0 | 667 (33%) | 681 (34%) | 763 (39%) | 816 (44%) | <0.001 |
| Baseline lipids | |||||
| Total cholesterol ≥5.5 mmol/L (212.7 mg/dL) | 1192 (59%) | 1098 (55%) | 1135 (57%) | 1070 (57%) | 0.66 |
| HDL‐c <1 mmol/L (38.7 mg/dL) | 1088 (54%) | 1255 (63%) | 1288 (65%) | 1296 (69%) | <0.001 |
| Triglycerides ≥1.5 mmol/L (132.9 mg/dL) | 989 (49%) | 1061 (53%) | 1097 (55%) | 1169 (63%) | <0.001 |
| Previous coronary revascularization | 812 (40%) | 849 (43%) | 853 (43%) | 739 (40%) | 0.59 |
| Qualifying event: Prior MI vs not | 1315 (65%) | 1263 (63%) | 1268 (64%) | 1174 (63%) | 0.23 |
| Proteinuria in spot urine | 79 (4%) | 78 (4%) | 110 (6%) | 160 (9%) | <0.001 |
| Aspirin | 1712 (85%) | 1680 (84%) | 1613 (81%) | 1496 (80%) | <0.001 |
| ACE inhibitor | 212 (10%) | 269 (13%) | 306 (15%) | 467 (25%) | <0.001 |
| Beta‐blocker | 886 (44%) | 940 (47%) | 967 (49%) | 898 (48%) | 0.008 |
| Calcium antagonist | 635 (31%) | 621 (31%) | 693 (35%) | 739 (40%) | <0.001 |
| LIPID risk score; mean (SD) | 4.8 (3.3) | 5.5 (3.4) | 6.1 (3.5) | 7.0 (3.4) | <0.001 |
| LIPID risk score; median (IQR) | 5.0 (2.0–7.0) | 5.0 (3.0–7.0) | 6.0 (4.0–8.0) | 7.0 (5.0–9.0) | |
| Baseline biomarker concentrations | |||||
| eGFR (mL/min per 1.73 m2); median (IQR) | 80 (70–90) | 73 (65–82) | 68 (60–77) | 57 (50–66) | <0.001 |
| White blood cell count (103/µL); median (IQR) | 6.7 (5.8–7.9) | 6.9 (5.8–8.1) | 7.2 (6.2–8.3) | 7.2 (6.2–8.5) | <0.001 |
| BNP (pg/mL); median (IQR) | 15.3 (6.6–31.3) | 21.1 (9.0–42.4) | 25.9 (11.5–54.3) | 40.1 (16.7–80.6) | <0.001 |
| hs‐CRP (mg/L); median (IQR) | 1.7 (0.9–3.4) | 2.1 (1.1–4.1) | 2.7 (1.4–5.1) | 3.7 (1.9–6.8) | <0.001 |
| D‐dimer (mg/L); median (IQR) | 1.8 (0.9–3.4) | 2.3 (1.2–4.2) | 2.8 (1.4–5.1) | 3.3 (1.6–7.0) | <0.001 |
| Sensitive troponin I not detectable | 814 (40%) | 780 (39%) | 779 (39%) | 594 (32%) | <0.001 |
| Lp(a) (mg/dL); median (IQR) | 13.8 (6.3–47.0) | 13.5 (6.7–44.3) | 14.1 (6.6–43.2) | 14.0 (6.8–42.4) | 0.33 |
| Mid‐regional pro‐adrenomedullin (nmol/L); median (IQR) | 0.39 (0.32–0.45) | 0.45 (0.38–0.51) | 0.51 (0.44–0.59) | 0.63 (0.52–0.74) | <0.001 |
| Lp‐PLA2 activity (nmol/min per mL); median (IQR) | 250 (219–283) | 259 (229–289) | 265 (236–296) | 270 (237–305) | <0.001 |
No. (%) is presented unless otherwise stated. LIPID Risk Score is derived from Marschner et al., 2001. BNP indicates brain natriuretic peptide; CCVS, Canadian Cardiovascular Society; eGFR, estimated glomerular filtration rate; HDL, high‐density lipoprotein; hs‐CRP, high‐sensitivity C‐reactive protein; IQR, interquartile range; Lp(a), lipoprotein (a); Lp‐PLA2, lipoprotein‐associated phospholipase A2; MI, myocardial infarction; and NYHA, New York Heart Association.
P values for trend for continuous variables are from a linear model, and for binary variables from a logistic regression.
Missing data: Previous coronary revascularization (n=28), body mass index (n=1), white blood cell count (n=1), fasting glucose (n=18), proteinuria (n=1).
Risk of 6‐Year Cardiovascular End Points by Baseline Cystatin C Levels, Unadjusted and Adjusted for Other Risk Factors
| End point cystatin C mg/L | Events/total | 5‐y event rate (%) | Model 1, adjusted for only sex and treatment | Model 2, adjusted for standard demographic and clinical risk factors | Model 3, adjusted for standard demographic, clinical risk factors, and all novel biomarkers | |||
|---|---|---|---|---|---|---|---|---|
| HR (95% CI) |
| HR (95% CI) |
| HR (95% CI) |
| |||
| CHD events (CHD mortality and nonfatal MI) | ||||||||
| ≤0.72 | 185/2020 | 7.4 | 1 | <0.001 | 1 | <0.001 | 1 | 0.01 |
| >0.72 to ≤0.81 | 250/1996 | 10.4 | 1.41 (1.16–1.70) | 1.29 (1.06–1.57) | 1.22 (1.00, 1.50) | |||
| >0.81 to ≤0.93 | 283/1981 | 11.6 | 1.64 (1.36–1.97) | 1.31 (1.07–1.60) | 1.18 (0.95–1.46) | |||
| >0.93 | 382/1866 | 18.1 | 2.51 (2.11–2.99) | 1.68 (1.36–2.09) | 1.37 (1.07–1.74) | |||
| CHD mortality | ||||||||
| ≤0.72 | 71/2020 | 2.7 | 1 | <0.001 | 1 | <0.001 | 1 | 0.09 |
| >0.72 to ≤0.81 | 118/1996 | 4.6 | 1.73 (1.29–2.32) | 1.48 (1.09–2.00) | 1.28 (0.94–1.74) | |||
| >0.81 to ≤0.93 | 142/1981 | 6.1 | 2.14 (1.61–2.84) | 1.48 (1.09–2.02) | 1.12 (0.81–1.54) | |||
| >0.93 | 234/1866 | 10.5 | 3.99 (3.06–5.21) | 2.20 (1.60–3.03) | 1.35 (0.95–1.93) | |||
| Major CVD events (CVD mortality, nonfatal MI, stroke) | ||||||||
| ≤0.72 | 222/2020 | 8.9 | 1 | <0.001 | 1 | <0.001 | 1 | <0.001 |
| >0.72 to ≤0.81 | 316/1996 | 13 | 1.50 (1.26–1.78) | 1.34 (1.12–1.60) | 1.29 (1.08–1.54) | |||
| >0.81 to ≤0.93 | 353/1981 | 14.7 | 1.72 (1.45–2.03) | 1.32 (1.10–1.58) | 1.21 (1.00–1.47) | |||
| >0.93 | 495/1866 | 22.8 | 2.75 (2.35–3.22) | 1.77 (1.46–2.15) | 1.47 (1.19–1.82) | |||
| CVD mortality | ||||||||
| ≤0.72 | 80/2020 | 3 | 1 | <0.001 | 1 | <0.001 | 1 | 0.03 |
| >0.72 to ≤0.81 | 131/1996 | 5.1 | 1.70 (1.29–2.25) | 1.42 (1.07–1.89) | 1.25 (0.93–1.67) | |||
| >0.81 to ≤0.93 | 164/1981 | 7.1 | 2.19 (1.68–2.86) | 1.45 (1.09–1.94) | 1.11 (0.82–1.51) | |||
| >0.93 | 282/1866 | 12.3 | 4.27 (3.33–5.47) | 2.27 (1.69–3.06) | 1.44 (1.04–1.99) | |||
| Stroke | ||||||||
| ≤0.72 | 41/2020 | 1.8 | 1 | <0.001 | 1 | 0.005 | 1 | 0.04 |
| >0.72 to ≤0.81 | 72/1996 | 2.8 | 1.85 (1.26–2.71) | 1.50 (1.01–2.23) | 1.50 (1.01–2.24) | |||
| >0.81 to ≤0.93 | 81/1981 | 3.3 | 2.13 (1.46–3.10) | 1.44 (0.96–2.15) | 1.42 (0.93–2.17) | |||
| >0.93 | 116/1866 | 5.4 | 3.43 (2.40–4.90) | 1.84 (1.20–2.81) | 1.63 (1.02–2.59) | |||
| Cancer mortality | ||||||||
| ≤0.72 | 41/2020 | 1.4 | 1 | <0.001 | 1 | 0.009 | 1 | 0.31 |
| >0.72 to ≤0.81 | 55/1996 | 2.2 | 1.40 (0.93–2.10) | 1.19 (0.78–1.80) | 1.10 (0.72–1.68) | |||
| >0.81 to ≤0.93 | 56/1981 | 2.2 | 1.47 (0.98–2.20) | 1.15 (0.74–1.78) | 0.93 (0.59–1.47) | |||
| >0.93 | 81/1866 | 3.7 | 2.45 (1.68–3.56) | 1.83 (1.16–2.88) | 1.30 (0.78–2.14) | |||
| Non‐CVD non‐cancer mortality | ||||||||
| ≤0.72 | 15/2020 | 0.5 | 1 | <0.001 | 1 | 0.42 | 1 | 0.95 |
| >0.72 to ≤0.81 | 12/1996 | 0.6 | 0.85 (0.40–1.82) | 0.71 (0.33–1.55) | 0.68 (0.31–1.52) | |||
| >0.81 to ≤0.93 | 20/1981 | 0.6 | 1.44 (0.74–2.82) | 0.98 (0.47–2.03) | 0.88 (0.40–1.94) | |||
| >0.93 | 36/1866 | 1.5 | 2.86 (1.56–5.23) | 1.37 (0.64–2.93) | 0.97 (0.41–2.32) | |||
| All‐cause mortality | ||||||||
| ≤0.72 | 136/2020 | 4.9 | 1 | <0.001 | 1 | <0.001 | 1 | 0.02 |
| >0.72 to ≤0.81 | 198/1996 | 7.7 | 1.52 (1.22–1.89) | 1.27 (1.02–1.59) | 1.14 (0.91–1.44) | |||
| >0.81 to ≤0.93 | 240/1981 | 9.7 | 1.89 (1.53–2.34) | 1.31 (1.04–1.64) | 1.04 (0.81–1.32) | |||
| >0.93 | 399/1866 | 16.8 | 3.57 (2.94–4.33) | 2.03 (1.61–2.57) | 1.35 (1.04–1.75) | |||
CHD indicates coronary heart disease; CVD, cardiovascular disease; HR, hazard ratio; and MI, myocardial infarction.
These hazard ratios (HR) and 95% CI are adjusted for sex and treatment assignment only.
These HRs and 95% CI are adjusted for baseline variables: age, sex, treatment assignment, stroke, diabetes, smoking, hypertension, total cholesterol, high‐density lipoprotein cholesterol, nature of prior acute coronary syndrome, timing of coronary revascularization, systolic blood pressure, atrial fibrillation, creatinine estimated glomerular filtration rate, body mass index, dyspnea class, angina grade, white blood cell count, peripheral vascular disease, aspirin at baseline, proteinuria in spot urine.
These models have 47 (<1%) of patients removed because of at least 1 missing data value.
These HR and 95% CI are adjusted for baseline variables: age, sex, treatment assignment, stroke, diabetes, smoking, hypertension, total cholesterol, high‐density lipoprotein cholesterol, nature of prior acute coronary syndrome, timing of coronary revascularization, systolic blood pressure, atrial fibrillation, creatinine estimated glomerular filtration rate, body mass index, dyspnea class, angina grade, white blood cell count, peripheral vascular disease, aspirin at baseline, proteinuria in spot urine, brain natriuretic peptide, high‐sensitivity C‐reactive protein, D‐dimer, lipoprotein(a), sensitive troponin I, mid‐regional pro‐adrenomedullin, and lipoprotein‐associated phospholipase A2 activity.
This is the P value for trend for the biomarker.
Effect of Baseline Cystatin C Levels on Mortality Outcomes Over 16 Years
| Outcome cystatin C level, mg/L | Events, n/N | 15‐y event rate, % (95% CI) | HR (95% CI) |
|
|---|---|---|---|---|
| CHD mortality | ||||
| ≤0.72 | 241/2020 | 11.9 (10.5–13.5) | 1 | <0.001 |
| >0.72 to ≤0.81 | 358/1996 | 17.9 (16.2–19.8) | 1.23 (1.04–1.45) | |
| >0.81 to ≤0.93 | 444/1981 | 23.8 (21.8–25.9) | 1.29 (1.09–1.54) | |
| >0.93 | 601/1866 | 36.1 (33.6–38.6) | 1.49 (1.24–1.79) | |
| CVD mortality | ||||
| ≤0.72 | 297/2020 | 14.4 (12.9–16.1) | 1 | <0.001 |
| >0.72 to ≤0.81 | 417/1996 | 20.2 (18.4–22.1) | 1.14 (0.98–1.33) | |
| >0.81 to ≤0.93 | 542/1981 | 28.1 (26.0–30.3) | 1.23 (1.05–1.43) | |
| >0.93 | 749/1866 | 42.7 (40.3–45.2) | 1.42 (1.21–1.68) | |
| Cancer mortality | ||||
| ≤0.72 | 147/2020 | 7.1 (6.0–8.4) | 1 | 0.15 |
| >0.72 to ≤0.81 | 202/1996 | 10.3 (8.9–11.8) | 1.15 (0.92–1.43) | |
| >0.81 to ≤0.93 | 239/1981 | 13.4 (11.8–15.2) | 1.22 (0.97–1.54) | |
| >0.93 | 242/1866 | 16.6 (14.6–18.8) | 1.22 (0.93–1.59) | |
| Non‐CVD non‐cancer mortality | ||||
| ≤0.72 | 102/2020 | 3.1 (2.4–4.1) | 1 | <0.001 |
| >0.72 to ≤0.81 | 136/1996 | 4.8 (3.9–6.0) | 1.17 (0.90–1.53) | |
| >0.81 to ≤0.93 | 184/1981 | 8.4 (7.1–10.0) | 1.47 (1.13–1.91) | |
| >0.93 | 223/1866 | 13.8 (11.9–15.9) | 1.86 (1.41–2.45) | |
| All‐cause mortality | ||||
| ≤0.72 | 546/2020 | 23.0 (21.2–24.9) | 1 | <0.001 |
| >0.72 to ≤0.81 | 755/1996 | 31.8 (29.8–33.9) | 1.16 (1.04–1.30) | |
| >0.81 to ≤0.93 | 965/1981 | 42.9 (40.8–45.2) | 1.27 (1.13–1.44) | |
| >0.93 | 1214/1866 | 58.8 (56.5–61.1) | 1.42 (1.25–1.63) | |
CHD indicates coronary heart disease; CVD, cardiovascular disease; and HR, hazard ratio.
Hazard ratios (HRs) and 95% CI were adjusted for trial treatment assignment and other baseline risk factors that remained significant after backward selection among age, sex, stroke, diabetes, smoking, hypertension, total cholesterol, high‐density lipoprotein cholesterol, nature of prior acute coronary syndrome, timing of coronary revascularization, systolic blood pressure, atrial fibrillation, creatinine estimated glomerular filtration rate, body mass index, dyspnea class, angina grade, white blood cell count, peripheral vascular disease, triglyceride concentration, fasting glucose, aspirin at baseline, proteinuria in spot urine, brain natriuretic peptide, high‐sensitivity C‐reactive protein, D‐dimer, lipoprotein(a), sensitive troponin I, mid‐regional pro‐adrenomedullin, and lipoprotein‐associated phospholipase A2 activity.
These models have 47 (<1%) of patients removed because of at least 1 missing data value.
Discrimination Results For Cystatin C, BNP, TnI, Age, and Qualifying Acute Coronary Syndrome Using Categorical NRI and C Statistics
| Biomarker added to the base model | Categorical NRI | Net reclassification index | C Statistic | ||||
|---|---|---|---|---|---|---|---|
| Prespecified risk cut‐offs | NRI events | NRI nonevents | NRI | Bootstrap percentile CI | Base model | Base model+biomarker | |
| RCT ≈6 y follow‐up | |||||||
| All‐cause mortality | 5%, 8%, 12% | ||||||
| Cystatin C baseline | 0.014 | 3.966 | 3.98 | (1.50 to 10.76) | 0.699 | 0.707 | |
| BNP baseline | −1.197 | 10.987 | 9.791 | (−30.41 to 16.69) | 0.699 | 0.719 | |
| TnI baseline | 1.087 | 2.976 | 4.063 | (−0.88 to 8.46) | 0.699 | 0.707 | |
| Age, y | 4.747 | 6.284 | 11.032 | (1.08 to 8.21) | 0.68 | 0.699 | |
| Qualifying ACS | −3.353 | 5.745 | 2.392 | (5.71 to 16.05) | 0.692 | 0.699 | |
| Coronary death | 2.5%, 4%, 7% | ||||||
| Cystatin C baseline | −0.691 | 3.667 | 2.976 | (1.13 to 13.52) | 0.727 | 0.734 | |
| BNP baseline | 0.081 | 15.225 | 15.306 | (7.83 to 22.99) | 0.727 | 0.757 | |
| TnI baseline | 4.662 | 5.74 | 10.402 | (−1.14 to 11.46) | 0.727 | 0.743 | |
| Age | −2.301 | 6.91 | 4.608 | (4.10 to 16.17) | 0.718 | 0.727 | |
| Qualifying ACS | −4.891 | 12.075 | 7.185 | (0.40 to 14.76) | 0.713 | 0.727 | |
| Coronary event (coronary death, nonfatal myocardial infarction) | 7%, 10%, 14% | ||||||
| Cystatin C baseline | 2.032 | 2.081 | 4.113 | (−0.51 to 9.54) | 0.663 | 0.668 | |
| BNP baseline | −1.459 | 6.327 | 4.868 | (1.89 to 12.31) | 0.663 | 0.673 | |
| TnI baseline | 3.395 | 3.87 | 7.264 | (−0.60 to 9.33) | 0.663 | 0.672 | |
| Age. y | 1.046 | 1.993 | 3.039 | (3.55 to 13.03) | 0.658 | 0.663 | |
| Qualifying ACS | −4.664 | 11.335 | 6.671 | (−1.44 to 9.43) | 0.651 | 0.663 | |
| LTF ≈ 16 y follow‐up | |||||||
| All‐cause mortality | 22%, 35%, 52% | ||||||
| Cystatin C baseline | 1.427 | 1.82 | 3.247 | (1.24 to 6.61) | 0.696 | 0.701 | |
| BNP baseline | 1.051 | 2.314 | 3.365 | (1.74 to 7.63) | 0.696 | 0.706 | |
| TnI baseline | −0.357 | 0.798 | 0.441 | (0.32 to 5.22) | 0.696 | 0.701 | |
| Age, y | 6.911 | 7.563 | 14.473 | (24.41 to 32.73) | 0.651 | 0.696 | |
| Qualifying ACS | 0.621 | 1.269 | 1.891 | (0.71 to 5.12) | 0.692 | 0.696 | |
| CVD death | 13%, 21%, 35% | ||||||
| Cystatin C baseline | 0.138 | 1.391 | 1.529 | (0.33 to 6.54) | 0.713 | 0.717 | |
| BNP baseline | 1.816 | 4.536 | 6.352 | (7.13 to 14.64) | 0.713 | 0.733 | |
| TnI baseline | 0.923 | 2.11 | 3.033 | (2.72 to 10.00) | 0.713 | 0.724 | |
| Age, y | 2.846 | 5.823 | 8.669 | (14.88 to 24.30) | 0.681 | 0.713 | |
| Qualifying ACS | 0.16 | 2.466 | 2.626 | (1.94 to 7.64) | 0.703 | 0.713 | |
CI derived using 2.5 and 97.5 percentiles from 1000 bootstraps. Base model includes: randomized treatment, stroke, diabetes, smoking, hypertension, total cholesterol, high‐density lipoprotein cholesterol, age, sex, qualifying acute coronary syndrome, prior revascularization, systolic blood pressure, atrial fibrillation, estimated glomerular filtration rate, body mass index, dyspnea, angina, white blood cell count, peripheral vascular disease, aspirin use, and fasting glucose. ACS indicates acute coronary syndrome; BNP, brain natriuretic peptide; CVD, cardiovascular disease; LTF, long‐term follow‐up; NRI, net reclassification index; and TnI, troponin I.
These models have 47 (<1%) patients removed because of at least 1 missing data value.