| Literature DB >> 29538456 |
Antonio Ernstberger1, Michael Koller2, Florian Zeman2, Maximilian Kerschbaum1, Franz Hilber1, Eva Diepold1, Julika Loss3, Tanja Herbst1, Michael Nerlich1.
Abstract
BACKGROUND: Trauma is a global burden of disease and one of the main causes of death worldwide. Therefore, many countries around the world have implemented a wide range of different initiatives to minimize mortality rates after trauma. One of these initiatives is the bundling of treatment expertise in trauma centers and the establishment of trauma networks. Germany has a decentralized system of trauma care medical centers. Severely injured patients ought to receive adequate treatment in both level I and level II centers. This study investigated the effectiveness of a decentralized network and the question whether level I and level II centers have comparable patient outcome.Entities:
Mesh:
Year: 2018 PMID: 29538456 PMCID: PMC5851627 DOI: 10.1371/journal.pone.0194292
Source DB: PubMed Journal: PLoS One ISSN: 1932-6203 Impact factor: 3.240
Fig 1Study region.
Red, Study Centers; Circles, 30 km Radius; Colored, Actual Catchment Areas of the Trauma Centers for Ambulance Service. Changed and reprinted with the permission of d-maps.com.
Fig 2Case inclusion.
Flowchart of Case Inclusion; ISS, Injury Severity Score; RISC II, Revised Injury Severity Classification II.
Key scoring systems.
| Scoring System | Description | Range |
|---|---|---|
| GCS | Glasgow Coma Scale: Assessment of neurological status at the scene of injury and in the shock room [ | 3 (poor) - |
| GOS | Glasgow Outcome Scale: Assessment of neurological outcome at discharge [ | 1 (death) - |
| AIS | Abbreviated Injury Scale: Anatomical score to assess the severity of a single injury with regard to the mortality risk [ | 1 (minor) - |
| ISS | Injury Severity Score: Anatomical score to assess the severity of multiple injuries on the basis of the AIS by adding the square of the three most severely injured body regions: ((AISReg1)2+(AISReg2)2+(AISReg1)2) | 0–75 |
| RISC II | Revised Injury Severity Classification II: Description of the probable mortality rate on the basis of 14 items by means of a risk adjustment model (AUC of ROC curve 0.951) [ | 0%-100% |
| SMR | Standardized Mortality Ratio: In this study: Relation of observed mortality vs. calculated mortality (RISC II) | <1 better |
Scoring systems used in the study
Predicted and observed number of most severely injured patients (ISS ≥16).
| Center | Predicted | Observed | Difference (n/%) | |
|---|---|---|---|---|
| A | 95 | 235 | 140 (+147%) | |
| B | 95 | 103 | 8 (+8%) | |
| C | 86 | 139 | 53 (+62%) | |
| D | 70 | 71 | 1 (+1%) | |
| E | 45 | 37 | -8 (-18%) | |
| F | 121 | 89 | -32 (-26%) | |
| G | 110 | 77 | -33 (-30%) | |
| H | 80 | 50 | -30 (-38%) | |
| I | 50 | 26 | -24 (-48%) | |
| J | 123 | 48 | -75 (-61%) |
Predicted vs. observed number of patients. The predicted number of patients is calculated on the assumption that each patient was admitted to the closest possible level I or level II center by ground transportation.
Patient characteristics.
| Total | Level I | Level II | p-value | |
|---|---|---|---|---|
| 48.7 (22.0) | 46.9 (22.8) | 49.8 (21.5) | 0.071 | |
| male | 637 (73%) | 242 (72%) | 395 (74%) | 0.526 |
| female | 238 (27%) | 96 (28%) | 142 (26%) | |
| 1 Healthy | 501 (61%) | 201 (61%) | 300 (61%) | 0.208 |
| 2 Mild systemic disease | 219 (27%) | 84 (25%) | 135 (27%) | |
| 3 Severe systemic disease | 97 (12%) | 45 (14%) | 52 (11%) | |
| 4 Life threatening disease | 4 (<1%) | 0 (0%) | 4 (1%) | |
| Mean (SD) | 1.52 (0.72) | 1.53 (0.72) | 1.51 (0.72) | 0.753 |
| 11.2 (4.7) | 10.3 (4.8) | 11.7 (4.6) | <0.001 | |
| 296 (34%) | 143 (42%) | 153 (29%) | <0.001 | |
| 27.4 (12.4) | 30.9 (14.5) | 25.2 (10.4) | <0.001 | |
| 33.6 (14.5) | 37.8 (16.7) | 30.9 (12.3) | <0.001 | |
| 18.2 (28.4) | 23.0 (31.7) | 15.2 (25.7) | <0.001 | |
| Blunt force | 825 (97%) | 322 (96%) | 503 (97%) | 0.243 |
| Penetrating | 28 (3%) | 14 (4%) | 14 (3%) | |
Data show mean (SD) or number of patients (%, column percentage of all patients without missing values); GCS, Glasgow Coma Scale; ISS, Injury Severity Score; NISS, New Injury Severity Score; RTS, Revised Trauma Score; RISC II, Revised Injury Severity Classification Score II; p-value (comparison of Level I vs. Level II hospital level): t-test or Chi squared test.
Vital parameters and treatment parameters.
| Total | Level I | Level II | p-value | |
|---|---|---|---|---|
| Yes | 45 (5%) | 21 (6%) | 24 (4%) | |
| No | 830 (95%) | 317 (94%) | 513 (96%) | 0.286 |
| RR ≤90 | 135 (17%) | 69 (23%) | 66 (14%) | 0.001 |
| Mean (SD) | 122 (38) | 118 (42) | 125 (34) | 0.015 |
| Yes | 374 (43%) | 192 (57%) | 182 (35%) | |
| No | 488 (57%) | 143 (43%) | 345 (66%) | <0.001 |
| 810 (543) | 839 (597) | 791 (506) | 0.583 | |
| 224 (359) | 272 (408) | 187 (311) | 0.003 | |
| 46.3 (22.6) | 54.9 (22.2) | 40.6 (21.0) | <0.001 | |
| Yes | 375 (43%) | 183 (55%) | 192 (37%) | |
| No | 480 (57%) | 152 (45%) | 328 (63%) | p<0.001 |
| RR ≤90 | 116 (15%) | 54 (19%) | 62 (13%) | 0.022 |
| Mean (SD) | 123 (35) | 120 (36) | 125 (34) | 0.030 |
| -3.1 (5.3) | -3.9 (5.9) | -2.5 (4.7) | 0.026 | |
| 78.3 (22.3) | 74.7 (23.4) | 80.6 (21.2) | <0.001 | |
| Yes | 496 (57%) | 237 (71%) | 259 (49%) | |
| No | 371 (43%) | 99 (29%) | 272 (51%) | <0.001 |
| 0 | 781 (89%) | 279 (83%) | 502 (94%) | 0.003 |
| 1–9 | 72 (8%) | 42 (12%) | 30 (6%) | |
| 10+ | 22 (3%) | 17 (5%) | 5 (1%) | |
| Mean | 0.9 (4.5) | 1.6 (5.6) | 0.5 (3.6) | 0.002 |
| No | 807 (92%) | 289 (86%) | 518 (96%) | <0.001 |
| Yes | 68 (8%) | 46 (14%) | 19 (4%) | |
| Mean (SD) | 0.9 (4.4) | 1.8 (5.8) | 0.3 (3.0) | <0.001 |
| Yes | 823 (95%) | 321 (95%) | 502 (95%) | 0.998 |
| No | 41 (5%) | 16 (5%) | 25 (5%) | |
| 21.9 (14.8) | 22.2 (13.0) | 21.7 (15.8) | 0.636 | |
| Yes | 799 (91%) | 322 (95%) | 477 (89%) | |
| No | 76 (9%) | 16 (5%) | 60 (11%) | 0.001 |
| 7.5 (9.0) | 7.3 (8.2) | 7.7 (9.6) | 0.566 | |
| 9.2 (10.5) | 10.5 (10.6) | 8.3 (10.3) | 0.004 | |
| Alive | 19.0 (14.5) | 20.3 (15.1) | 18.3 (14.0) | 0.073 |
| Dead | 4.4 (8.5) | 4.7 (6.0) | 4.2 (10.0) | 0.687 |
| Total | 16.2 (14.7) | 16.9 (15.1) | 14.1 (15.7) | 0.240 |
| Death | 170 (20%) | 73 (22%) | 97 (19%) | 0.001 |
| Persistent vegetative state | 12 (1%) | 9 (3%) | 3 (<1%) | |
| Severe disability | 63 (7%) | 35 (10%) | 28 (5%) | |
| Moderate disability | 155 (18%) | 50 (15%) | 105 (20%) | |
| Low disability | 461 (54%) | 170 (50%) | 291 (56%) | |
| Mean (SD) | 3.8 (1.6) | 3.7 (1.6) | 3.9 (1.5) | 0.028 |
| Poor (persistent or severe) | 75 (11%) | 44 (17%) | 31 (7%) | <0.001 |
| Good (moderate or low) | 616 (89%) | 220 (83%) | 396 (93%) | |
Data show mean (SD) or number of patients (%, column percentage of all patients without missing value); Trauma resuscitation: Resuscitation with external mechanical chest compression; PRBC, Packed Red Blood Cells; FFP, Fresh Frozen Plasma; WBMS-CT, Whole Body Multislice Computed Tomography; CCT, Cranial Computed Tomography; ICU, Intensive Care Unit; p-value (comparison of level I vs. level II centers): t-test or Chi squared test.
Primary endpoint—Observed and predicted hospital mortality related to the hospital level.
| Total (n = 875) | Level I (n = 338) | Level II (n = 537) | p-value | |
|---|---|---|---|---|
| Non-survivors | 170 | 73 | 97 | |
| RISC II predicted mortality (%) | 18.2 | 23.0 | 15.2 | |
| Observed mortality (% (95%-CI)) | 19.4 (16.4, 22.9) | 21.6 (16.5, 27.9) | 18.1 (14.4, 22.5) | 0.282 |
| Difference (observed/predicted) (%) | 1.2 | -1.4 | 2.9 | |
| SMR (95%-CI) | 1.07 (0.90, 1.26) | 0.94 (0.72, 1.21) | 1.18 (0.95, 1.48) | 0.148 |
RISC II, Revised Injury Severity Classification II; SMR, Standardized Mortality Ratio (observed/predicted mortality)
Multivariable logistic regression models on hospital mortality.
| Predictor | OR (95%-CI) | p-value | AUC (95%-CI) |
|---|---|---|---|
| Level I (reference: level II) | 1.31 (0.68, 2.51) | 0.416 | 0.91 (0.88, 0.93) |
| RISC II | 1.07 (1.06, 1.08) | <0.001 | |
| Level I *RISC II | 0.98 (0.96, 0.99) | 0.007 |
n = 875; RISC II, Revised Injury Severity Classification; OR, Odds Ratio; CI, Confidence-Interval
Fig 3Risk of hospital mortality as a function of the RISC II score and hospital level according to the multivariable logistic regression model.
Observed vs. predicted mortality rates by means of the regression model in level I and level II centers. The point of intersection in RISC II is 13%.
Fig 4ROC analysis of predicted probabilities according to the multivariable logistic regression model on hospital mortality.
Receiver operating characteristic (ROC) analysis of the logistic regression model. AUC, Area under the curve.