| Literature DB >> 32715332 |
Adrian Knoepfel1, Roman Pfeifer2, Rolf Lefering3, Hans-Christoph Pape2.
Abstract
PURPOSE: We sought to develop a simple, effective and accurate assessment tool using well-known prognostic parameters to predict mortality and morbidity in severely injured patients with major fractures at the stage of the trauma bay.Entities:
Keywords: Mortality prediction; Score; Severely injured; Trauma
Mesh:
Year: 2020 PMID: 32715332 PMCID: PMC8825404 DOI: 10.1007/s00068-020-01448-4
Source DB: PubMed Journal: Eur J Trauma Emerg Surg ISSN: 1863-9933 Impact factor: 3.693
Recent Trauma Scores for Outcome Prediction
| Score | Parameters | Scoring | ||
|---|---|---|---|---|
| Demographical | Physiological | Other | ||
PTS [ ( | Age (con) | SIRS (con), GCS (con) | Coefficients | |
EMTRAS [ ( | Age (cat) | GCS (cat), Base excess (cat), Prothrombin time (cat) | 0–12 | |
MGAP [ ( | Age (dich) | GCS (con), SBP (cat) | Blunt vs. penetrating (dich) | 3–29 |
GAP [ ( | Age (dich) | GCS (con), SBP (cat) | 3–24 | |
mREMS [ ( | Age (cat) | SBP (cat), HR (cat), RR (cat), Oxygen Saturation (cat), GCS (cat) | 0–26 | |
Clinically used trauma scores for the prediction of mortality with fast and easily available parameters in the early phase of resuscitation (the goal of each score is described in Table 4). Only the number of patients included into the score calculations is shown. The variables are classified as continuous (con), categorical (cat) and dichotomous (dich)
PTS Physiologic Trauma Score, SIRS Systemic Inflammatory Response Syndrome, EMTRAS Emergency Trauma Score, MGAP Mechanism, Glasgow Coma Scale, Age and arterial Pressure score, GAP Glasgow Coma Scale, Age, systolic blood Pressure score, mREMS modified Rapid Emergency Medicine Score, SIRS systemic inflammatory response syndrome, GCS Glasgow Coma Scale, SBP systolic blood pressure, HR heart rate, RR respiratory rate, pRBCs packed red blood cells, NISS New Injury Severity Score
AUROC comparison
| Score | Development dataset (2012–2015) | Validation dataset (2016) | Time of calculation/use | Goal of the score | |||
|---|---|---|---|---|---|---|---|
| Pre-hospital | Trauma bay (30 min) | In-Hospital (hours-days) | Quality control/comparison | ||||
| AdHOC score | 0.858 [0.849–0.866] | 0.877 [0.862–0.892] | x | Easy and early prediction of in-hospital mortality and complications | |||
| RISC II [ | 0.929 [0.923–0.935] | 0.942 [0.931–0.953] | x | x | Outcome prediction and comparison between different trauma centers and trauma populations | ||
| ISS [ | 0.806 [0.794–0.819] | 0.815 [0.792–0.838] | x | x | Assessment of injury severity and mortality prediction | ||
| NISS [ | 0.813 [0.800–0.825] | 0.824 [0.802–0.847] | x | x | Assessment of injury severity and mortality prediction | ||
| TRISS [ | 0.893 [0.882–0.904] | 0.905 [0.886–0.924] | x | x | Assessment of injury severity and mortality prediction, outcome comparison | ||
| RTS [ | 0.792 [0.733–0.811] | 0.800 [0.765–0.835] | x | Pre-hospital mortality prediction | |||
| GCS [ | 0.788 [0.774–0.802] | 0.805 [0.780–0.830] | x | x | x | x | Early prediction of traumatic brain injury, length of coma and mortality |
| mREMS [ | 0.864 [0.855–0.873] | 0.879 [0.862–0.896] | x | x | Easy pre-hospital and emergency department in-hospital Mortality prediction | ||
| GAP [ | 0.858 [0.850–0.867] | 0.859 [0.842–0.876] | x | Easy and early prediction of in-hospital mortality | |||
| PTS [ | 0.868 [0.858–0.877] | 0.876 [0.859–0.894] | x | Easy and early prediction of in-hospital mortality | |||
| PTGS [ | 0.842 [0.831–0.853] | 0.854 [0.833–0.875] | x | Easy discrimination of polytrauma patients at risk for complications on admission | |||
The area under the receiver operating characteristics curve (AUROC), with 95% confidence interval, calculated for several trauma scores
RISC II Revised Injury Severity Classification II, ISS Injury Severity Score, NISS New Injury Severity Score, TRISS Trauma an Injury Severity Score, RTS Revised Trauma Score, GCS Glasgow Coma Scale, mREMS modified Rapid Emergency Medicine Score, GAP Glasgow Coma Scale, Age, and Systolic Blood Pressure score, PTS Physiologic Trauma Score, PTGS PolyTrauma Grading Score
Fig. 1The AdHOC Score. GCS Glasgow Coma Scale (27), ECS Eppendorf–Cologne Scale (28), SBP admission systolic blood pressure, pRBC packed red blood cells, INR international normalized ratio
Patient characteristics
| Development data set (2012–2015) | Validation data set (2016) | |
|---|---|---|
| Number of patients | 14,047 | 3780 |
| Mean age [mean/median (SD)] | 49.9/49 (21.4) | 48.8/49 (20.7) |
| Male patient | 66.5% | 68.7% |
| Blunt trauma | 97.5% | 98.3% |
| ISS [mean/median (SD)] | 23.8/20 (13.9) | 24.7/22 (13.8) |
| NISS [mean/median (SD)] | 27.6/24 (15.0) | 28.7/27 (15.0) |
| RISC II | 12.2% | 11.8% |
| GCS < 12 (%) | 24.1% | 24.3% |
| GCS [mean/median (SD)] | 12.4/15 (4.1) | 12.4/15 (4.1) |
| ECS [mean/median (SD)] | 1.1/0 (1.9) | 1.0/0 (1.8) |
| AIS Head ≥ 4 | 13.5% | 15.4% |
| Prehospital CPR | 2.9% | 3.3% |
| SBP ≤ 90 mmHg | 15.5% | 14.7% |
| INR > 1.4 | 15.6% | 11.2% |
| Hb < 7 g/L | 3.8% | 2.8% |
| Hemothorax | 10.0% | 10.3% |
| BE ≤ -6 mmol/L | 22.3% | 17.9% |
| Horowitz ratio (PaO2 [mmHg]/FiO2) ≤ 200 in intubated Patients | 52.5% | 46.4% |
| MOF | 26.0% | 24.5% |
| ICU LOS [mean/median (SD)] | 9.9/5 (13.0) | 8.5/3 (12.3) |
| In Hospital LOS [mean/median (SD)] | 24.5/19 (21.6) | 24.1/19 (20.9) |
| Mortality | 11.9% | 11.5% |
| Days to death [mean/median (SD)] | 7.6/2 (13.8) | 8.4/2 (14.1) |
Demographic data of the development and validation data set
SD standard deviation, ISS Injury Severity Score [7], NISS New Injury Severity Score [8], RISC II Revised Injury Severity Classification II [13], GCS Glasgow Coma Scale [23], ECS Eppendorf–Cologne Scale [24], AIS abbreviated injury scale, CPR cardiopulmonary resuscitation, SBP admission systolic blood pressure, INR international normalized ratio, Hb hemoglobin, BE base excess, PaO partial pressure of arterial oxygen, FiO fraction of inspired oxygen, MOF multiple organ failure [25], ICU intensive care unit; LOS, length of stay
Prognostic aspects and parameters
| Prognostic aspect | Parameter | Threshold | Mortality (%) | Adjusted OR | 95% confidence interval for OR |
|---|---|---|---|---|---|
| Age | 21.8 | 4.9 | 4.3–5.5 | ||
| Age | > 65 | 21.8 | |||
| Head | 27.7 | 5.1 | 4.5–5.8 | ||
| GCS | < 12 | 33.5 | |||
| ECS motor function | Non-specific or none | 43.2 | |||
| ECS pupil size | Not normal | 40.1 | |||
| ECS pupil reactivity | Not normal | 35.6 | |||
| Oxygenation | 27.4 | 2.6 | 2.3–3.0 | ||
| Hemothorax | Present | 28.4 | |||
| Base excess | ≤ − 6 mmol/L | 34.6 | |||
| Horowitz ratio (PaO2 [mmHg]/FiO2) in intubated patients | ≤ 200 | 28.5 | |||
| Circulation | 26.5 | 4.1 | 3.6–4.7 | ||
| Shock | SBP ≤ 90 mmHg | 33.7 | |||
| Transfusion of RBC | Yes | 27.7 | |||
| INR | > 1.4 | 26.6 | |||
| Hemoglobin | < 7 g/L | 48.8 |
The four prognostic aspects and the associated threshold levels of the parameters with the corresponding mortality rates and adjusted OR for the prognostic aspects in the development group data set
GCS Glasgow Coma Scale [23], ECS Eppendorf–Cologne Scale [24], PaO partial pressure of arterial oxygen, FiO fraction of inspired oxygen, SBP admission systolic blood pressure, pRBC packed red blood cells, INR international normalized ratio
Fig. 2Correlation between AdHOC Score value and mortality (left), multiple organ failure (MOF) (right) in the development and validation sample