Background
Methods
Study aim, design, and settings
Selection of participants
Data collection
Definitions and outcome
Statistical analysis
Handling of missing data and clustering
Inverse probability treatment weighting
Integration of results and visualization
Sensitivity analysis
Results
Study population
Variable | Unweighted cohort | Weighted cohort | ||||
---|---|---|---|---|---|---|
TXA non-treated (n = 45,657) | TXA treated (n = 8046) | ASMD | TXA non-treated (n = 54,271) | TXA treated (n = 48,423) | ASMD | |
Demographics | ||||||
Age, mean (years) | 62.6 | 60.0 | 0.111 | 62.0 | 60.0 | 0.090 |
Male sex (%) | 59.5 | 68.5 | 0.190 | 61.1 | 65.9 | 0.100 |
Number of comorbidities | 0.6 | 0.5 | 0.092 | 0.57 | 0.49 | 0.078 |
Vital signs | ||||||
Respiratory rate, mean (/min) | 20 | 22 | 0.242 | 21 | 21 | 0.056 |
Heart rate, mean (bpm) | 85 | 90 | 0.247 | 86 | 87 | 0.022 |
Systolic blood pressure, mean (mmHg) | 142 | 136 | 0.166 | 141 | 138 | 0.074 |
Glasgow Coma Scale score, mean | 13.7 | 12 | 0.516 | 13 | 13 | 0.072 |
Body temperature, mean (℃) | 36.6 | 36.3 | 0.237 | 36.5 | 36.4 | 0.068 |
Trauma severit | ||||||
Head & Cervical AIS, mean | 1.3 | 2.6 | 0.674 | 1.6 | 1.8 | 0.117 |
Face AIS, mean | 0.1 | 0.3 | 0.256 | 0.2 | 0.2 | 0.035 |
Chest AIS, mean | 0.8 | 1.4 | 0.381 | 0.96 | 1.1 | 0.089 |
Abdomen AIS, mean | 0.4 | 0.7 | 0.343 | 0.4 | 0.5 | 0.062 |
Extremities AIS, mean | 1.5 | 1.3 | 0.086 | 1.5 | 1.3 | 0.077 |
External AIS, mean | 0.3 | 0.4 | 0.198 | 0.3 | 0.3 | 0.062 |
ISS, mean | 13.2 | 21.7 | 0.886 | 14.9 | 16.2 | 0.133 |
Missing data: multiple imputation
IPTW
Clustering
Trauma phenotype 1 | Trauma phenotype 2 | Trauma phenotype 3 | Trauma phenotype 4 | Trauma phenotype 5 | Trauma phenotype 6 | Trauma phenotype 7 | Trauma phenotype 8 | Overall | |
---|---|---|---|---|---|---|---|---|---|
Number of Patients | 4791 | 14,579 | 2025 | 7,221 | 12,000 | 1,920 | 8,399 | 2,768 | 53,703 |
Age, years, median [IQR] | 53 [33, 71] | 61 [37, 77] | 81 [73, 87] | 48 [26, 67] | 82 [72, 88] | 55 [35, 72] | 71 [56, 81] | 70 [50, 81] | 69 [47, 81] |
Male sex, No. (%) | 3,229 (67.4) | 9,945 (68.2) | 985 (48.6) | 5,914 (81.9) | 3,305 (27.5) | 1,398 (72.8) | 6,042 (71.9) | 1,852 (66.9) | 32,670 (60.8) |
Number of comorbidities, median [IQR] | 0 [0, 0] | 0 [0, 1] | 4 [3, 5] | 0 [0, 0] | 0 [0, 1] | 0 [0, 0] | 0 [0, 1] | 0 [0, 1] | 0 [0, 1] |
Respiratory rate (/min), median [IQR] | 22 [18, 27] | 20 [17, 24] | 19 [16, 22] | 21 [18, 25] | 18 [16, 21] | 20 [18, 24] | 19 [16, 22] | 20 [17, 25] | 20 [17, 24] |
Heart rate (bpm), median [IQR] | 87 [75, 102] | 84 [73, 98] | 82 [72, 94] | 87 [75, 100] | 80 [70, 91] | 87 [75, 102] | 80 [69, 91] | 94 [76, 114] | 83 [72, 97] |
Systolic blood pressure (mmHg), median [IQR] | 126 [106, 145] | 137 [118, 158] | 149 [128, 169] | 133 [117, 151] | 151 [131, 170] | 137 [120, 157] | 146 [126, 168] | 140 [110, 170] | 140 [120, 162] |
Systolic blood pressure (mmHg) ≤ 90, No. (%) | 655 (13.7) | 881 (6.0) | 57 (2.8) | 359 (5.0) | 221 (1.8) | 104 (5.4) | 274 (3.3) | 440 (15.9) | 2,991 (5.6) |
Glasgow Coma Scale score, median [IQR] | 15 [14, 15] | 15 [14, 15] | 15 [14, 15] | 15 [14, 15] | 15 [15] | 14 [11, 15] | 15 [13, 15] | 3 [3, 6] | 15 [14, 15] |
Glasgow Coma Scale category | |||||||||
13–15, No. (%) | 4,192 (87.5) | 12,243 (84.0) | 1,878 (92.7) | 6,782 (93.9) | 11,725 (97.7) | 1,344 (70.0) | 7,127 (84.9) | 12 (0.4) | 45,303 (84.4) |
9–12, No. (%) | 337 (7.0) | 1,028 (7.1) | 94 (4.6) | 346 (4.8) | 250 (2.1) | 244 (12.7) | 1,062 (12.6) | 58 (2.1) | 3,419 (6.4) |
3–8, No. (%) | 262 (5.5) | 1,308 (9.0) | 53 (2.6) | 93 (1.3) | 25 (0.2) | 332 (17.3) | 210 (2.5) | 2,698 (97.5) | 4,981 (9.3) |
Body temperature (℃), median [IQR] | 36.5 [36.0, 36.9] | 36.5 [36.1, 36.9] | 36.7 [36.3, 37.1] | 36.6 [36.2, 37.0] | 36.7 [36.4, 37.1] | 36.4 [36.0, 36.8] | 36.5 [36.1, 36.8] | 36.2 [35.6, 36.6] | 36.6 [36.1, 36.9] |
Lactate on arrival (mmol/L), median [IQR] | 2.40 [1.55, 3.66] | 2.00 [1.38, 3.00] | 1.51 [1.00, 2.22] | 2.03 [1.40, 3.00] | 1.55 [1.09, 2.23] | 2.30 [1.55, 3.33] | 1.79 [1.22, 2.66] | 3.00 [1.80, 5.90] | 1.96 [1.30, 3.00] |
Injured body regions of AIS > 2 | |||||||||
Head & Cervical, No. (%) | 640 (13.4) | 6,026 (41.3) | 429 (21.2) | 895 (12.4) | 330 (2.8) | 1,231 (64.1) | 7,791 (92.8) | 2,504 (90.5) | 19,846 (37.0) |
Face, No. (%) | 1 (0.0) | 67 (0.5) | 0 (0.0) | 0 (0.0) | 0 (0.0) | 118 (6.1) | 0 (0.0) | 4 (0.1) | 190 (0.4) |
Chest, No. (%) | 2,436 (50.8) | 4,272 (29.3) | 244 (12.0) | 4,092 (56.7) | 530 (4.4) | 650 (33.9) | 504 (6.0) | 990 (35.8) | 13,718 (25.5) |
Abdomen, No. (%) | 2,442 (51.0) | 910 (6.2) | 43 (2.1) | 0 (0.0) | 19 (0.2) | 73 (3.8) | 28 (0.3) | 116 (4.2) | 3,631 (6.8) |
Extremities, No. (%) | 1,049 (21.9) | 2,567 (17.6) | 1,245 (61.5) | 1,957 (27.1) | 9,954 (83.0) | 364 (19.0) | 133 (1.6) | 442 (16.0) | 17,711 (33.0) |
External, No. (%) | 0 (0.0) | 110 (0.8) | 0 (0.0) | 0 (0.0) | 0 (0.0) | 0 (0.0) | 0 (0.0) | 0 (0.0) | 110 (0.2) |
Multiple body parts with AIS > 2 injuries, No. (%) | 1,912 (39.9) | 2,717 (18.6) | 108 (5.3) | 1,110 (15.4) | 310 (2.6) | 645 (33.6) | 600 (7.1) | 1,018 (36.8) | 8,420 (15.7) |
RTS, median [IQR] | 7.84 [7.55, 7.84] | 7.84 [7.84, 7.84] | 7.84 [7.84, 7.84] | 7.84 [7.84, 7.84] | 7.84 [7.84, 7.84] | 7.84 [6.90, 7.84] | 7.84 [7.84, 7.84] | 5.03 [4.09, 5.97] | 7.84 [7.84, 7.84] |
ISS, median [IQR] | 17 [9, 25] | 14 [9, 21] | 9 [9] | 9 [9, 16] | 9 [9] | 20 [13, 29] | 16 [9, 18] | 25 [17, 32] | 10 [9, 18] |
TRISS ps, median [IQR] | 0.97 [0.91, 0.99] | 0.96 [0.93, 0.99] | 0.97 [0.96, 0.97] | 0.99 [0.96, 0.99] | 0.97 [0.97, 0.97] | 0.94 [0.85, 0.98] | 0.94 [0.92, 0.97] | 0.45 [0.27, 0.72] | 0.97 [0.93, 0.98] |
Transfusion within 24 h, No. (%) | 1,462 (31.5) | 2,043 (14.6) | 213 (10.8) | 770 (11.2) | 962 (8.3) | 430 (23.1) | 566 (7.0) | 1,139 (43.2) | 14.7 (7,585) |
pRBC within 24 h, units, median [IQR] | 6 [4, 14] | 4 [2, 8] | 2 [2, 4] | 4 [2, 10] | 2 [2, 4] | 6 [4, 10] | 4 [0, 6] | 6 [4, 12] | 4 [2, 10] |
FFP within 24 h, units, median [IQR] | 8 [4, 16] | 6 [2, 12] | 2 [0, 6] | 6 [4, 12] | 2 [0, 6] | 8 [4, 14] | 4 [2, 10] | 8 [4, 16] | 6 [4, 12] |
PC within 24 h, units, median [IQR] | 0 [0, 20] | 0 [0, 10] | 0 [0, 0] | 0 [0, 10] | 0 [0, 0] | 0 [0, 10] | 0 [0, 10] | 0 [0, 20] | 0 [0, 10] |
Administration of TXA, No. (%) | 1,081 (22.6) | 2,796 (19.2) | 139 (6.9) | 776 (10.7) | 397 (3.3) | 476 (24.8) | 1,488 (17.7) | 893 (32.3) | 8,046 (15.0) |
Vasopressor, No. (%) | 294 (6.1) | 489 (3.4) | 10 (0.5) | 121 (1.7) | 35 (0.3) | 77 (4.0) | 98 (1.2) | 501 (18.1) | 1,625 (3.0) |
Thoracic drainage, No. (%) | 616 (12.9) | 804 (5.5) | 38 (1.9) | 892 (12.4) | 55 (0.5) | 146 (7.6) | 64 (0.8) | 339 (12.2) | 2,954 (5.5) |
REBOA, No. (%) | 524 (10.9) | 722 (5.0) | 28 (1.4) | 204 (2.8) | 79 (0.7) | 177 (9.2) | 153 (1.8) | 505 (18.2) | 2,392 (4.5) |
Head surgery, No. (%) | 42 (0.9) | 364 (2.5) | 49 (2.4) | 53 (0.7) | 16 (0.1) | 91 (4.7) | 577 (6.9) | 609 (22.0) | 1,801 (3.4) |
Cervical surgery, No. (%) | 9 (0.2) | 63 (0.4) | 2 (0.1) | 13 (0.2) | 1 (0.0) | 11 (0.6) | 59 (0.7) | 26 (0.9) | 184 (0.3) |
Chest surgery, No. (%) | 144 (3.0) | 155 (1.1) | 6 (0.3) | 123 (1.7) | 11 (0.1) | 27 (1.4) | 7 (0.1) | 102 (3.7) | 575 (1.1) |
Abdominal surgery, No. (%) | 983 (20.5) | 459 (3.1) | 15 (0.7) | 30 (0.4) | 27 (0.2) | 46 (2.4) | 17 (0.2) | 85 (3.1) | 1,662 (3.1) |
Orthopedic surgery, No. (%) | 1,486 (31.0) | 3,070 (21.1) | 1,035 (51.1) | 2,485 (34.4) | 8,362 (69.7) | 430 (22.4) | 773 (9.2) | 231 (8.3) | 17,872 (33.3) |
Orthopedic IVR, No. (%) | 263 (5.5) | 343 (2.4) | 17 (0.8) | 117 (1.6) | 141 (1.2) | 56 (2.9) | 25 (0.3) | 90 (3.3) | 1,052 (2.0) |
Glasgow outcome scale, No. (%) | |||||||||
Dead | 270 (5.6) | 691 (4.7) | 138 (6.8) | 151 (2.1) | 173 (1.4) | 113 (5.9) | 392 (4.7) | 1,358 (49.1) | 3,286 (6.1) |
Vegetative state | 11 (0.2) | 77 (0.5) | 15 (0.7) | 5 (0.1) | 18 (0.2) | 18 (0.9) | 47 (0.6) | 102 (3.7) | 293 (0.5) |
Severely disabled | 483 (10.1) | 1,538 (10.5) | 467 (23.1) | 483 (6.7) | 2,592 (21.6) | 199 (10.4) | 1,171 (13.9) | 369 (13.3) | 7,302 (13.6) |
Moderately disabled | 621 (13.0) | 1,764 (12.1) | 296 (14.6) | 863 (12.0) | 1,641 (13.7) | 244 (12.7) | 1,023 (12.2) | 186 (6.7) | 6,638 (12.4) |
Good recovery | 1,416 (29.6) | 4,937 (33.8) | 339 (16.7) | 2,372 (32.8) | 2,035 (17.0) | 610 (31.8) | 2,351 (28.0) | 169 (6.1) | 14,229 (26.5) |
Unknown | 1,990 (41.5) | 5,572 (38.2) | 770 (38.0) | 3,347 (46.4) | 5,541(46.2) | 736 (38.3) | 3,415 (40.7) | 584 (21.1) | 21,955 (40.9) |
Length of hospital stay, days, median [IQR] | 20 [10, 36] | 11 [2, 26] | 21 [13, 32] | 12 [4, 26] | 20 [13, 30] | 19 [7, 35] | 14 [5, 28] | 15 [1, 41] | 16 [6, 29] |
Survive, No. (%) | 4,521 (94.4) | 13,888 (95.3) | 1,887 (93.2) | 7,070 (97.9) | 11,827 (98.6) | 1,807 (94.1) | 8,007 (95.3) | 1,410 (50.9) | 50,417 (93.9) |