| Literature DB >> 30819212 |
Kenta Ishii1, Takahiro Kinoshita2, Kazutaka Kiridume3, Atsushi Watanabe2, Kazuma Yamakawa2, Shota Nakao3, Satoshi Fujimi2, Tetsuya Matsuoka3.
Abstract
BACKGROUND: Acute coagulopathy is a well-known predictor of poor outcomes in patients with severe trauma. However, using coagulation and fibrinolytic markers, how one can best predict mortality to find out potential candidates for treatment of coagulopathy remains unclear. This study aimed to determine preferential markers and their optimal cut-off values for mortality prediction.Entities:
Keywords: Classification and regression tree; Coagulopathy; D-dimer; Fibrinogen; Logistic regression; Prediction model; Receiver operating characteristic curve
Mesh:
Substances:
Year: 2019 PMID: 30819212 PMCID: PMC6394102 DOI: 10.1186/s13049-019-0606-6
Source DB: PubMed Journal: Scand J Trauma Resusc Emerg Med ISSN: 1757-7241 Impact factor: 2.953
Fig. 1Flow chart depicting the criteria for inclusion of patients in the study. CPAOA cardiopulmonary arrest on arrival, ISS injury severity score, OGMC Osaka General Medical Centre, RGMC Rinku General Medical Centre
Baseline characteristics of patients included in the study
| Overall | Survivors | Non-survivors | ||
|---|---|---|---|---|
| Age, years | 52 (31–70) | 51 (31–69) | 63 (35–78) | 0.01 |
| Male sex, | 459 (68.9) | 416 (69.7) | 43 (62.3) | 0.22 |
| Anticoagulant/platelet agents, | 46 (6.9) | 44 (7.4) | 2 (2.9) | 0.21 |
| Vital signs on ED arrival | ||||
| Systolic blood pressure, mmHg | 132 (115–153) | 132 (116–153) | 132 (99–155) | 0.40 |
| Heart rate, beats/min | 89 (77–105) | 89 (77–103) | 99 (74–120) | 0.07 |
| Shock index ≥1.0, | 117 (17.6) | 96 (16.1) | 21 (30.4) | 0.003 |
| Respiratory rate, breaths/min | 23 (18–28) | 23 (18–27) | 21 (16–30) | 0.22 |
| Glasgow coma scale | 13 (7–15) | 15 (9–15) | 3 (3–6) | < 0.001 |
| Body temperature, °C | 36.4 (36.0–36.7) | 36.4 (36.0–36.8) | 36.1 (35.2–36.5) | 0.002 |
| Initial laboratory variables | ||||
| Haemoglobin, g/dL | 13.1 (11.6–14.4) | 13.3 (11.9–14.4) | 11.9 (10.2–13.1) | < 0.001 |
| Lactate, mmol/L | 2.4 (1.7–3.8) | 2.4 (1.6–3.6) | 3.5 (2.3–7.4) | < 0.001 |
| Base deficit, mmol/L | 1.2 (−0.4–3.5) | 1.1 (−0.5–3.2) | 4.4 (0.6–8.7) | < 0.001 |
| Coagulation/fibrinolytic markers | ||||
| Platelet count, /μL | 216 (169–260) | 221 (178–263) | 160 (126–205) | < 0.001 |
| PT-INR | 1.1 (1.0–1.2) | 1.1 (1.0–1.2) | 1.4 (1.0–2.0) | < 0.001 |
| Fibrinogen, mg/dL | 220 (177–288) | 227 (187–284) | 122 (71–184) | < 0.001 |
| D-dimer, μg/mL | 24.5 (8.8–62.4) | 20.6 (7.4–52.2) | 141 (59.8–283) | < 0.001 |
| Injury location (AIS ≥ 3) | ||||
| Head, | 450 (67.6) | 390 (65.3) | 60 (87.0) | < 0.001 |
| Face, | 13 (2.0) | 13 (2.2) | 0 (0.0) | 0.38 |
| Chest, | 309 (46.4) | 272 (45.6) | 37 (53.6) | 0.25 |
| Abdomen, | 105 (15.8) | 87 (14.6) | 18 (26.1) | 0.02 |
| Extremity/Pelvis, | 184 (27.6) | 165 (27.6) | 19 (27.5) | 1.00 |
| Isolated TBI, | 227 (34.1) | 201 (33.7) | 26 (37.7) | 0.51 |
| Multiple trauma, | 324 (48.6) | 283 (47.4) | 41 (59.4) | 0.07 |
| Injury Severity Score | 26 (19–34) | 25 (17–30) | 38 (26–50) | < 0.001 |
| Revised Trauma Score | 7.55 (5.97–7.84) | 7.84 (6.38–7.84) | 4.09 (3.80–5.82) | < 0.001 |
| TRISS Ps | 0.92 (0.66–0.98) | 0.94 (0.80–0.98) | 0.24 (0.08–0.57) | < 0.001 |
Data are expressed as medians (25–75 percentiles) or numbers (%). Non-survivors are defined as patients who died within 28 days of injury. The shock index is calculated with heart rate/systolic blood pressure. Isolated TBI is defined as no injuries with an AIS score ≥ 3, except for the head injury. Multiple trauma is defined as multiple injuries with an AIS score ≥ 3 in two or more regions. AIS Abbreviated injury scale, ED Emergency department, PT-INR Prothrombin time-international normalised ratio, TBI Traumatic brain injury, TRISS Ps probability of survival by trauma and injury severity score
Interventions
| Overall | Survivors | Non-survivors | ||
|---|---|---|---|---|
| Blood transfusions within 24 h | ||||
| PRBCs ≥10 units, | 105 (15.8) | 65 (10.9) | 40 (58.0) | < 0.001 |
| FFP ≥ 10 units, | 126 (18.9) | 96 (16.1) | 30 (43.5) | < 0.001 |
| PC ≥ 10 units, | 69 (10.4) | 48 (8.0) | 21 (30.4) | < 0.001 |
| TXA within 3 h, | 232 (34.8) | 195 (32.6) | 37 (53.6) | 0.001 |
| Emergency procedures | ||||
| Craniotomy, | 99 (14.9) | 75 (12.6) | 24 (34.8) | < 0.001 |
| Thoracotomy, | 17 (2.6) | 5 (0.8) | 12 (12.1) | < 0.001 |
| Laparotomy, | 35 (5.3) | 25 (4.2) | 10 (14.5) | < 0.001 |
| Interventional radiology, | 115 (17.3) | 99 (16.6) | 16 (23.1) | 0.17 |
Data are expressed as numbers (%). Non-survivors are defined as patients who died within 28 days of injury. FFP Fresh frozen plasma, PC Platelet concentrate, PRBCs Packed red blood cells, TXA Tranexamic acid
Fig. 2Univariate receiver operating characteristic (ROC) curve analysis for 28-day mortality. AUC area under the curve, PT-INR prothrombin time-international normalised ratio, ROC receiver operating characteristic, TRISS Ps probability of survival by trauma and injury severity score
Fig. 3Classification and regression tree (CART) analysis for 28-day mortality. In the CART analysis, platelet counts, fibrinogen, prothrombin time-international normalised ratio, and D-dimer were injected as explanatory variables. The black portion in each pie chart represents 28-day mortality. The names of each terminal node are groups A, B, C and D. Group A is considered a low-risk group, and the groups B and C are moderate-risk groups and group D is considered a high-risk group
Characteristics of the four groups stratified using classification and regression tree analysis
| Group A | Group B | Group C | Group D | |
|---|---|---|---|---|
| Injury location (AIS ≥ 3) | ||||
| Head, | 367 (66.4) | 35 (74.5) | 20 (55.6) | 28 (93.3) |
| Chest, | 238 (43.0) | 27 (57.4) | 23 (63.9) | 21 (70.0) |
| Abdomen, | 70 (12.7) | 14 (29.8) | 14 (38.9) | 7 (23.3) |
| Extremity/Pelvis, | 134 (24.2) | 23 (48.9) | 21 (58.3) | 6 (20.0) |
| Isolated TBI, | 206 (37.3) | 9 (19.1) | 5 (13.9) | 7 (23.3) |
| Multiple trauma, | 240 (43.4) | 35 (74.5) | 26 (72.2) | 23 (76.7) |
| Injury Severity Score | 24 (17–29) | 33 (26–43) | 38 (25–56) | 42 (31–53) |
| Blood transfusions within 24 h | ||||
| PRBCs ≥10 units, | 41 (7.4) | 25 (53.2) | 21 (58.3) | 17 (56.7) |
| FFP ≥ 10 units, | 60 (10.8) | 31 (66.0) | 19 (52.8) | 16 (53.3) |
| PC ≥ 10 units, | 28 (5.1) | 22 (46.8) | 11 (30.6) | 8 (26.7) |
| TXA within 3 h, | 169 (30.6) | 25 (53.2) | 19 (52.8) | 19 (63.3) |
| Mortality | ||||
| 24-h mortality, | 5 (0.9) | 6 (12.8) | 8 (22.2) | 15 (50.0) |
| 28-day mortality, | 19 (3.4) | 13 (27.7) | 10 (27.8) | 27 (90.0) |
| Cause of death | ||||
| Exsanguination, | 2 (0.4) | 0 (0) | 7 (19.4) | 2 (6.7) |
| TBI, | 13 (2.4) | 13 (27.7) | 2 (5.6) | 24 (80.0) |
| Sepsis/MODS, | 3 (0.5) | 0 (0) | 0 (0) | 1 (3.3) |
| Others, | 1 (0.2) | 0 (0) | 1 (2.8) | 0 (0) |
Data are expressed as medians (25–75 percentiles) or numbers (%). Isolated TBI is defined as no injuries with an AIS score ≥ 3, except for the head injury. Multiple trauma is defined as multiple injuries with an AIS score ≥ 3 in two or more regions. Group A is the higher fibrinogen (≥ 130 mg/dL) and lower D-dimer (< 118 μg/mL) subgroup.Group B is the higher fibrinogen (≥ 130 mg/dL) and higher D-dimer (≥ 118 μg/mL) subgroup. Group C is the lower fibrinogen (< 130 mg/dL) and lower D-dimer (< 110 μg/mL) subgroup. Group D is the lower fibrinogen (< 130 mg/dL) and higher D-dimer (≥ 110 μg/mL) subgroup. AIS abbreviated injury scale, CART classification and regression tree, FFP fresh frozen plasma, MODS multiple organ dysfunction syndrome, PC platelet concentrate, PRBCs packed red blood cells, TBI traumatic brain injury, TXA tranexamic acid
Multivariate logistic regression analysis on 28-day mortality with adjustment for TRISS Ps
| Co-efficient (β) | Adjusted OR | 95% CI | ||
|---|---|---|---|---|
| TRISS Ps | −3.86 | 0.02 | 0.007–0.05 | < 0.001 |
| Fibrinogen < 130 mg/dL | 2.26 | 9.55 | 4.50–22.60 | < 0.001 |
| D-dimer > 110 μg/mL | 1.77 | 5.89 | 2.78–12.70 | < 0.001 |
| Constant | −0.84 | 0.04 |
CI Confidence interval, OR Odds ratio, TRISS Ps Probability of survival by trauma and injury severity score
Fig. 4Receiver operating characteristic (ROC) curves of the prediction models for 28-day mortality. The multivariate logistic regression model (probability of survival calculated by trauma and injury severity score [TRISS Ps] plus fibrinogen and D-dimer) was compared with TRISS Ps alone. In the logistic regression model, fibrinogen and D-dimer were categorical variables and their cut-off values were 130 mg/dL and 110 μg/mL, respectively. AUC area under the curve, DD D-dimer, Fbg fibrinogen, ROC receiver operating characteristic, TRISS Ps probability of survival by trauma and injury severity score