| Literature DB >> 28052754 |
I-Ting Tsai1,2, Chao-Ping Wang3,4, Yung-Chuan Lu5,4, Wei-Chin Hung3, Cheng-Ching Wu3,6, Li-Fen Lu7, Fu-Mei Chung3, Chia-Chang Hsu8, Yau-Jiunn Lee9, Teng-Hung Yu10.
Abstract
BACKGROUND: Patients with a history of cardiovascular disease are at high risk of developing secondary major adverse cardiac events (MACE). This study aimed to identify independent predictors of MACE after hospital admission which could be used to identify of high-risk patients who may benefit from preventive strategies.Entities:
Keywords: Coronary artery disease; Major adverse cardiovascular events; Predictive factors
Mesh:
Substances:
Year: 2017 PMID: 28052754 PMCID: PMC5210314 DOI: 10.1186/s12872-016-0436-7
Source DB: PubMed Journal: BMC Cardiovasc Disord ISSN: 1471-2261 Impact factor: 2.298
Fig. 1Study flowchart
Baseline characteristics and clinical data of the study participants with and without major adverse cardiovascular events
| Variable | Total | With MACE | Without MACE |
|
|---|---|---|---|---|
| No | 1520 | 558 (36.7) | 962 (63.3) | |
| Gender | ||||
| Women | 413 (27.2) | 140 (25.1) | 273 (28.4) | 0.165 |
| Men | 1107 (72.8) | 418 (74.9) | 689 (71.6) | 0.165 |
| Education | ||||
| Illiterate | 256 (16.8) | 120 (21.5) | 136 (14.1) | 0.002 |
| Elementary school | 586 (38.6) | 228 (40.9) | 358 (37.2) | 0.240 |
| Junior high school | 225 (14.8) | 77 (13.8) | 148 (15.4) | 0.497 |
| High school | 336 (22.1) | 96 (17.2) | 240 (24.9) | 0.003 |
| College | 119 (7.8) | 38 (6.8) | 81 (8.4) | 0.315 |
| Marital status | ||||
| Single | 54 (3.6) | 18 (3.2) | 36 (3.7) | 0.695 |
| Married | 1222 (80.4) | 442 (79.2) | 780 (81.1) | 0.405 |
| Divorced | 54 (3.6) | 18 (3.2) | 36 (3.7) | 0.695 |
| Widow or widower | 187 (12.3) | 80 (14.3) | 107 (11.1) | 0.121 |
| Mini nutritional assessment | ||||
| Normal nutritional status | 1082 (71.2) | 326 (58.4) | 756 (78.6) | 0.001 |
| At risk of malnutrition | 376 (24.7) | 184 (33.0) | 192 (20.0) | 0.025 |
| Malnourished | 61 (4.0) | 48 (8.6) | 13 (1.4) | 0.009 |
| Economic situation, dependent | 766 (50.4) | 336 (60.2) | 430 (44.7) | <0.0001 |
| Smoking | 722 (47.5) | 267 (47.9) | 455 (47.3) | 0.809 |
| Drinking | 463 (30.5) | 164 (29.4) | 299 (31.1) | 0.503 |
| Regular exercise | 617 (40.6) | 219 (39.3) | 398 (41.4) | 0.488 |
| Antihypertensive medication | 824 (54.2) | 312 (55.9) | 512 (53.2) | 0.310 |
| Statin | 487 (32.0) | 201 (36.0) | 286 (29.7) | 0.011 |
| Hypoglycemic medication | 223 (14.7) | 108 (19.4) | 115 (12.0) | <0.0001 |
| Triple vessel disease | 435 (28.6) | 228 (40.9) | 207 (21.5) | <0.0001 |
| Stents placed | 444 (29.2) | 198 (35.5) | 246 (25.6) | <0.0001 |
| Anemia | 356 (23.4) | 155 (27.8) | 201 (20.9) | 0.003 |
| Diabetes mellitus | 582 (38.3) | 260 (46.6) | 322 (33.5) | <0.0001 |
| Hypertension | 1092 (71.8) | 435 (78.0) | 657 (68.3) | <0.0001 |
| Hyperlipidemia | 949 (62.4) | 364 (65.2) | 585 (60.8) | 0.088 |
| Cause of admission | ||||
| Acute coronary syndrome | 654 (43.0) | 311 (55.7) | 343 (35.7) | <0.0001 |
| Elective PCI | 866 (57.0) | 247 (44.3) | 619 (64.4) | <0.0001 |
MACE major adverse cardiovascular events; PCI percutaneous coronary intervention
Baseline characteristics and biochemical data of the study participants with and without major adverse cardiovascular events
| Variable | Total | With MACE | Without MACE |
|
|---|---|---|---|---|
| No | 1520 | 558 | 962 | |
| Age (years) | 68.9 ± 12.0 | 71.9 ± 11.7 | 67.2 ± 11.9 | <0.0001 |
| Body mass index (kg/m2) | 25.7 ± 10.6 | 25.2 ± 4.4 | 26.0 ± 12.9 | 0.186 |
| Waist circumference (cm) | 91.0 ± 10.4 | 91.9 ± 10.5 | 90.4 ± 10.2 | 0.021 |
| Waist to hip ratio | 0.94 ± 0.11 | 0.95 ± 0.14 | 0.93 ± 0.08 | <0.0001 |
| Systolic BP (mmHg) | 133 ± 22 | 133 ± 24 | 132 ± 21 | 0.298 |
| Diastolic BP (mmHg) | 77 ± 14 | 75 ± 14 | 77 ± 13 | 0.008 |
| HbA1C (%) | 7.0 ± 1.8 | 7.1 ± 1.9 | 6.9 ± 1.7 | 0.012 |
| Fasting glucose (mg/dl) | 144.9 ± 77.0 | 159.5 ± 88.7 | 136.4 ± 68.0 | <0.0001 |
| Total cholesterol (mg/dl) | 177.1 ± 45.5 | 174.9 ± 45.3 | 178.4 ± 45.5 | 0.156 |
| Triglycerides (mg/dl) | 143.8 ± 105.2 | 138.1 ± 93.3 | 147.0 ± 111.2 | 0.116 |
| HDL-cholesterol (mg/dl) | 40.2 ± 12.0 | 38.6 ± 11.9 | 41.0 ± 12.0 | 0.0002 |
| LDL-cholesterol (mg/dl) | 103.7 ± 35.4 | 104.4 ± 37.1 | 103.2 ± 34.3 | 0.518 |
| Creatinine (mg/dl) | 1.74 ± 1.83 | 2.0 ± 2.3 | 1.6 ± 1.5 | <0.0001 |
| Uric acid (mg/dl) | 6.8 ± 2.7 | 7.0 ± 2.1 | 6.6 ± 3.0 | 0.017 |
| eGFR (ml/min/1.73 m2) | 57.2 ± 23.1 | 51.4 ± 23.0 | 60.5 ± 22.6 | <0.0001 |
| Hs-CRP (mg/L) | 12.2 ± 32.4 | 14.0 ± 36.8 | 11.0 ± 29.1 | 0.001 |
| White blood cell (109/l) | 8.469 ± 3.877 | 8.795 ± 3.699 | 8.279 ± 3.967 | 0.012 |
| Red blood cell (10 6/μl) | 4.54 ± 1.21 | 4.46 ± 0.94 | 4.58 ± 1.34 | 0.030 |
| Hemoglobin (g/dl) | 13.2 ± 2.3 | 13.1 ± 2.6 | 13.3 ± 2.1 | 0.033 |
| Hematocrit (%) | 39.5 ± 6.1 | 39.1 ± 6.3 | 39.8 ± 5.9 | 0.039 |
| Mean corpuscular volume (fL) | 88.4 ± 7.7 | 88.6 ± 7.9 | 88.2 ± 7.6 | 0.320 |
| MCH (pg/cell) | 29.8 ± 7.4 | 29.6 ± 3.0 | 30.0 ± 9.1 | 0.323 |
| MCHC (g/dL) | 33.4 ± 1.3 | 33.3 ± 1.4 | 33.5 ± 1.2 | <0.0001 |
| Malnutrition indicator score | 24.7 ± 3.5 | 23.9 ± 3.6 | 25.1 ± 3.3 | 0.010 |
Data are means ± SD. MACE major adverse cardiovascular events, HDL-C high-density lipoprotein cholesterol LDL-C low-density lipoprotein cholesterol, Hs-Crp high-sensitivity C-reactive protein, MCH mean corpuscular hemoglobin, MCHC mean corpuscular-hemoglobin concentration, eGFR = estimated glomerular filtration rate calculated by the chronic kidney disease-EPI two-level race equation [12]
Cox proportional hazard model of baseline clinical risk factors for the development of major adverse cardiovascular events stratified by acute coronary syndrome and elective PCI subjects
| Acute coronary syndrome | Elective PCI | |||||||
|---|---|---|---|---|---|---|---|---|
| Baseline data | Univariate analysis HR (95% CI) |
| Multivariate model HR (95% CI) |
| Univariate |
| Multivariate model HR (95% CI) |
|
| Age | 1.02 (1.02–1.03) | <0.0001 | 1.03 (1.01–1.04) | <0.0001 | ||||
| Gender | 1.10 (0.85–1.45) | 0.486 | 1.15 (0.88–1.54) | 0.317 | ||||
| Education (illiterate) | 1.63 (1.19–2.18) | 0.002 | 1.25 (0.85–1.79) | 0.257 | ||||
| Marital status (widow or widower) | 1.44 (1.02–1.98) | 0.040 | 0.90 (0.55–1.40) | 0.662 | ||||
| Malnourished | 2.87 (0.86–7.21) | 0.082 | 4.00 (1.20–9.91) | 0.027 | ||||
| Economic situation (dependent) | 1.52 (1.18–1.97) | 0.001 | 1.81 (1.34–2.45) | 0.0001 | ||||
| Smoking | 1.11 (0.89–1.39) | 0.369 | 0.98 (0.76–1.26) | 0.857 | ||||
| Drinking | 0.90 (0.68–1.17) | 0.414 | 0.97 (0.71–1.31) | 0.849 | ||||
| Regular exercise | 0.85 (0.65–1.11) | 0.236 | 0.79 (0.57–1.07) | 0.127 | ||||
| Antihypertensive medication | 0.98 (0.78–1.24) | 0.885 | 0.95 (0.73–1.22) | 0.661 | ||||
| Statins | 0.87 (0.69–1.09) | 0.222 | 0.98 (0.74–1.29) | 0.909 | ||||
| Hypoglycemic medication | 1.17 (0.89–1.53) | 0.262 | 1.43 (1.01–1.98) | 0.042 | ||||
| Triple vessel disease | 1.67 (1.33–2.10) | <0.0001 | 3.66 (1.38–9.97) | 0.009 | 2.27 (1.75–2.93) | <0.0001 | 3.12 (1.43–6.82) | 0.005 |
| Stent implantation | 1.50 (1.18–1.90) | 0.001 | 3.61 (1.47–9.05) | 0.005 | 1.47 (1.12–1.91) | 0.005 | 4.10 (2.09–8.13) | 0.0001 |
| Anemia | 1.42 (1.10–1.81) | 0.007 | 1.47 (1.09–1.95) | 0.011 | ||||
| Diabetes mellitus | 1.78 (1.42–2.23) | <0.0001 | 1.35 (1.04–1.74) | 0.024 | ||||
| Hypertension | 1.27 (0.97–1.67) | 0.079 | 1.73 (1.06–2.21) | 0.020 | 1.50 (1.11–2.07) | 0.008 | 1.07 (1.02–2.37) | 0.014 |
| Hyperlipidemia | 0.99 (0.78-1.28) | 0.960 | 1.03 (0.79-1.34) | 0.839 | ||||
HR Hazard ratio, PCI percutaneous coronary intervention
Cox proportional hazard model of baseline biochemical risk factors for the development of major adverse cardiovascular events stratified by acute coronary syndrome and elective PCI subjects
| Acute coronary syndrome | Elective PCI | |||||||
|---|---|---|---|---|---|---|---|---|
| Baseline data | Univariate analysis |
| Multivariate model HR (95% CI) |
| Univariate analysis |
| Multivariate model HR (95% CI) |
|
| Body mass index | 0.98 (0.95–1.01) | 0.135 | 0.99 (0.97–1.03) | 0.942 | ||||
| Waist circumference | 1.01 (0.99–1.02) | 0.131 | 1.01 (0.99–1.02) | 0.172 | ||||
| Waist to hip ratio | 3.45 (1.30–7.40) | 0.016 | 3.56 (1.29–7.03) | 0.019 | ||||
| Systolic BP | 0.99 (0.99–1.00) | 0.701 | 1.01 (0.99–1.01) | 0.146 | ||||
| Diastolic BP | 0.24 (0.07–0.90) | 0.034 | 0.15 (0.02–0.97) | 0.046 | ||||
| HbA1C | 1.06 (0.99–1.11) | 0.063 | 1.06 (0.99–1.16) | 0.192 | ||||
| Fasting glucose | 3.98 (2.24–6.98) | <0.0001 | 3.82 (1.85–7.66) | 0.0004 | ||||
| Total cholesterol | 0.43 (0.24–0.91) | 0.030 | 1.04 (0.30–3.61) | 0.946 | ||||
| Triglyceride | 0.99 (0.99–1.00) | 0.121 | 0.99 (0.99–1.00) | 0.154 | ||||
| HDL-cholesterol | 0.29 (0.11–0.77) | 0.014 | 0.30 (0.11–0.83) | 0.021 | ||||
| LDL-cholesterol | 1.00 (0.99–1.00) | 0.447 | 1.00 (0.99–1.01) | 0.221 | ||||
| Uric acid | 1.00 (0.96–1.03) | 0.981 | 1.17 (1.09–1.26) | <0.0001 | 1.14 (1.01–1.28) | 0.041 | ||
| Creatinine | 1.10 (1.03–1.16) | 0.005 | 1.09 (1.05–1.13) | 0.0004 | ||||
| eGFR | 0.46 (0.32–0.66) | 0.0001 | 0.20 (0.05–0.86) | 0.031 | 0.32 (0.23–0.48) | <0.0001 | ||
| Hs–CRP | 1.00 (0.99–1.01) | 0.713 | 1.01 (1.00–1.01) | 0.013 | ||||
| White blood cell | 1.02 (0.99–1.05) | 0.148 | 1.01 (0.97–1.05) | 0.653 | ||||
| Red blood cell | 0.84 (0.73–0.97) | 0.017 | 0.88 (0.73–1.04) | 0.158 | ||||
| Hemoglobin | 0.93 (0.89–0.98) | 0.004 | 0.95 (0.89–1.02) | 0.143 | ||||
| Hematocrit | 0.98 (0.96–0.99) | 0.003 | 0.98 (0.95–1.00) | 0.073 | ||||
| MCV | 1.00 (0.98–1.01) | 0.656 | 1.02 (1.00–1.04) | 0.047 | ||||
| MCH | 0.97 (0.94–1.01) | 0.099 | 1.00 (0.97–1.01) | 0.687 | ||||
| MCHC | 0.91 (0.84–0.99) | 0.029 | 0.89 (0.81–0.98) | 0.016 | ||||
PCI, percutaneous coronary intervention; HR, hazard ratio; HDL-C, high-density lipoprotein cholesterol; LDL-C, low-density lipoprotein cholesterol; MCV, mean corpuscular volume; MCH, mean corpuscular hemoglobin; MCHC, mean corpuscular-hemoglobin concentration. eGFR = estimated glomerular filtration rate calculated by the chronic kidney disease-EPI two-level race equation [12]
Fig. 2Comparison of the receiver operating characteristic (ROC) curves with area under the curves (AUC) for the risk of major adverse cardiac events (MACE) of acute coronary syndrome subjects with four factors (triple vessel disease, stent implantation, hypertension, and estimated glomerular filtration rate (eGFR)). The AUC using triple vessel disease was calculated first, then stent implantation was added to this model, and then hypertension and eGFR (a). In addition, comparison of the ROC curves with area under the curves (AUC) for the risk of MACE of elective percutaneous coronary interventions subjects with four factors (triple vessel disease, stent implantation, hypertension, and uric acid). The AUC using triple vessel disease was calculated first, then stent implantation was added to this model, and then hypertension and uric acid (b)
Baseline characteristics and biochemical data of the study participants with and without stent implantation
| Variable | With stent implantation | Without stent implantation |
|
|---|---|---|---|
| No | 458 | 1062 | |
| Age (years) | 67.2 ± 11.1 | 69.5 ± 12.3 | 0.001 |
| Gender (male) | 352(76.9) | 751(70.7) | 0.004 |
| Education (illiterate) | 62(13.5) | 194(18.3) | 0.053 |
| Marital status (widow or widower) | 41(9.0) | 145(13.7) | 0.028 |
| Malnourished | 11(2.4) | 49(4.6) | 0.406 |
| Economic situation (dependent) | 215(46.9) | 552(52.0) | 0.128 |
| Smoking | 235(51.3) | 490(46.1) | 0.077 |
| Triple vessel disease | 174(38.0) | 254(23.9) | <0.0001 |
| Anemia | 103(22.5) | 249(23.5) | 0.661 |
| Diabetes mellitus | 188(41.1) | 396(37.3) | 0.168 |
| Hypertension | 341(74.5) | 750(70.6) | 0.137 |
| Hyperlipidemia | 335(73.1) | 613(57.7) | <0.0001 |
| Body mass index (kg/m2) | 26.7 ± 18.5 | 25.3 ± 4.4 | 0.017 |
| Systolic BP (mmHg) | 133 ± 21 | 132 ± 22 | 0.864 |
| Diastolic BP (mmHg) | 77 ± 13 | 76 ± 14 | 0.242 |
| HbA1C (%) | 7.1 ± 1.7 | 6.9 ± 1.8 | 0.048 |
| Fasting glucose (mg/dl) | 146.0 ± 75.5 | 144.3 ± 77.6 | 0.700 |
| Total cholesterol (mg/dl) | 180.7 ± 46.6 | 175.4 ± 44.7 | 0.039 |
| Triglycerides (mg/dl) | 148.6 ± 108.1 | 141.3 ± 103.0 | 0.220 |
| HDL-cholesterol (mg/dl) | 39.4 ± 12.7 | 40.5 ± 11.8 | 0.110 |
| LDL-cholesterol (mg/dl) | 106.7 ± 37.8 | 102.1 ± 34.0 | 0.023 |
| Creatinine (mg/dl) | 1.9 ± 2.4 | 1.7 ± 1.5 | 0.090 |
| Uric acid (mg/dl) | 6.9 ± 3.7 | 6.8 ± 2.2 | 0.622 |
| eGFR (ml/min/1.73 m2) | 57.8 ± 22.7 | 57.3 ± 23.2 | 0.686 |
| Hs-CRP (mg/L) | 13.6 ± 35.5 | 9.0 ± 24.2 | 0.044 |
| White blood cell (109/l) | 8.652 ± 4.151 | 8.010 ± 3.128 | 0.004 |
| Red blood cell (10 6/μl) | 4.54 ± 0.85 | 4.54 ± 1.33 | 0.952 |
| Hemoglobin (g/dl) | 13.3 ± 2.1 | 13.2 ± 2.3 | 0.482 |
| Hematocrit (%) | 39.7 ± 5.6 | 39.5 ± 6.2 | 0.720 |
Data are means ± SD or number (%). HDL-C high-density lipoprotein cholesterol, LDL-C low-density lipoprotein cholesterol; Hs-CRP high-sensitivity C-reactive protein. eGFR = estimated glomerular filtration rate calculated by the chronic kidney disease-EPI two-level race equation [12]