1Division of Trauma Surgery, Department of Surgery, Ajou University School of Medicine, Suwon, Korea
2Department of Anesthesiology and Pain Medicine, Ajou University School of Medicine, Suwon, Korea
© 2024 The Korean Society of Traumatology
This is an Open Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/by-nc/4.0/) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
Conflicts of interest
Junsik Kwon is an Editorial Board member of the Journal of Trauma and Injury, but was not involved in the peer reviewer selection, evaluation, or decision process of this article. The authors have no other conflicts of interest to declare.
Funding
This study was supported by a grant from the Korea Health Technology R&D Project through the Korea Health Industry Development Institute (KHIDI), funded by the Korean Ministry of Health and Welfare (No. HI22C1806).
Acknowledgments
The authors thank Yujin Kwon (Ajou University Medical Information and Media Center, Suwon, Korea) for her technical assistance for this study.
Author contributions
Conceptualization: DS, KJ; Data curation: DS, JP, JK, HS; Formal analysis: DS, IH; Funding acquisition: KJ; Methodology: DS, KJ; Visualization: DS; Writing–original draft: DS, KJ; Writing–review & editing: all authors. All authors read and approved the final manuscript.
Data availability
Data analyzed in this study are available from the corresponding author upon reasonable request.
Study |
Selection |
Comparability |
Outcome |
Total score | ||||||
---|---|---|---|---|---|---|---|---|---|---|
Is the case definition adequate | Representativeness of the cases | Selection of controls | Definition of controls | Age | Other risk factor | Assessment of exposure | Same method of ascertainment for cases and controls | Nonresponse rate | ||
Park et al. [10] (2021) | ☆ | ☆ | - | ☆ | ☆ | ☆ | ☆ | ☆ | - | 7/9 |
Lee et al. [11] (2021) | ☆ | ☆ | - | ☆ | ☆ | ☆ | ☆ | ☆ | - | 7/9 |
Wang et al. [12] (2020) | ☆ | ☆ | - | ☆ | ☆ | - | ☆ | ☆ | - | 6/9 |
Lee et al. [13] (2021) | ☆ | ☆ | - | ☆ | ☆ | - | ☆ | ☆ | - | 6/9 |
Chae et al. [14] (2022) | ☆ | ☆ | - | ☆ | ☆ | ☆ | ☆ | ☆ | - | 7/9 |
Kyoung et al. [15] (2016) | ☆ | ☆ | - | ☆ | ☆ | ☆ | ☆ | ☆ | - | 7/9 |
Lee et al. [16] (2018) | ☆ | ☆ | - | ☆ | ☆ | ☆ | ☆ | ☆ | - | 7/9 |
Baik et al. [17] (2022) | ☆ | ☆ | - | ☆ | ☆ | ☆ | ☆ | ☆ | - | 7/9 |
Park et al. [18] (2019) | ☆ | ☆ | - | ☆ | ☆ | ☆ | ☆ | ☆ | - | 7/9 |
Lee et al. [19] (2012) | ☆ | ☆ | - | ☆ | ☆ | - | ☆ | ☆ | - | 6/9 |
Study | Study setting | Date of recruitment | No. of participants | Inclusion criteria | Definition of MT | Intervention |
---|---|---|---|---|---|---|
Validated predictors requiring clinical assessment | ||||||
Park et al. [10] (2021) | Retrospective, observational study | Jan 2017– Dec 2018 | 4, 681 (137 MTs) | Age ≥15 yr | pRBC ≥10 in the first 24 hr | Prehospital SBP <110 mmHg |
Single-center trauma center | Direct from injury scene | pRBC ≥4 in the first 4 hr | SI >1.0 | |||
Measurement SBP and HR | Group: age >65 yr using antihypertensive drugs, age <65 yr using antihypertensive drugs, age >65 yr not using antihypertensive drugs, age <65 yr not using antihypertensive drugs | |||||
Lee et al. [11] (2021) | Retrospective, observational study | Jan 2016–Dec 2017 | 827 (64 MTs) | Age ≥18 yr | pRBC ≥10 in the first 24 hr | DBP |
Single-center ED | ISS ≥16 | DBP, 41–60 mmHg | ||||
DBP, 21–40 mmHg | ||||||
DBP, ≤20 mmHg | ||||||
Wang et al. [12] (2020) | Retrospective, observational study | Jan 2016–Dec 2017 | 1,007 (78 MTs) | Age ≥15 yr | pRBC ≥10 in the first 24 hr | Prehospital SI |
Single-center trauma center | Direct from injury scene | Prehospital MSI | ||||
Measurement SBP, DBP, and HR | ||||||
Lee et al. [13] (2021) | Retrospective, observational study | Jan 2016–Dec 2018 | 1,627 (117 MTs) | Age ≥16 yr | pRBC ≥10 in the first 24 hr | SI |
Single-center trauma center | Direct from injury scene | SIA | ||||
Measurement SBP, HR, RR, and GCS | rSIG | |||||
Chae et al. [14] (2022) | Retrospective, observational study | Jan 2018–Dec 2020 | 1,108 (101 MTs) | Age ≥18 yr | pRBC ≥10 in the first 24 hr | MEWS |
Single-center ED | ISS ≥16 | pRBC ≥4 in the first 4 hr | ||||
Head AIS ≥3 | ||||||
Validated predictors requiring laboratory values | ||||||
Kyoung et al. [15] (2016) | Retrospective, observational study | Jan 2008–Jun 2010 | 71 (15 early MTs) | Age ≥18 yr | Early MT (pRBC ≥10 in the first 6 hr) | Lactate level within a few minutes in ED |
Single-center ED | Direct from injury scene | |||||
Lee et al. [16] (2018) | Retrospective, observational study | Jan 2012–Dec 2015 | 1,266 (100 MTs) | Age ≥18 yr | pRBC ≥10 in the first 24 hr | FDP/fibrinogen ratio |
Single-center ED | ISS ≥16 | |||||
Fibrinogen, FDP, D-dimer measurement within 1 hr | ||||||
Baik et al. [17] (2022) | Retrospective, observational study | 2016–2020 | 969 (196 MTs) | Age ≥15 yr | pRBC ≥10 in the first 24 hr | ROTEM at ED: |
Singe-center trauma center | Underwent ROTEM | EXTEM clotting time, EXTEM maximum clot firmness, EXTEM maximum lysis | ||||
Park et al. [18] (2019) | Retrospective, observational study | Jan 2016–Dec 2017 | 553 (62 MTs) | Age ≥18 yr | pRBC ≥10 in the first 24 hr | Lactate level in ED |
Single-center ED | ISS ≥16 | |||||
Measurement lactate level | ||||||
Validated predictors requiring imaging examination | ||||||
Lee et al. [19] (2012) | Retrospective, observational study | Jan 2007–Mar 2012 | 97 (15 MTs) | Age ≥15 yr | pRBC ≥10 in the first 24 hr | Pelvic bleeding score (sacrum + pubis + ilium; 0 for no fracture, 1 for unilateral fractures, and 2 for bilateral fractures) |
Single-center ED | Not arterial bleeding of solid organ | |||||
Pelvic bone fracture |
MT, massive transfusion; SBP, systolic blood pressure; HR, heart rate; pRBC, packed red blood cell; SI, shock index; ED, emergency department; ISS, Injury Severity Score; DBP, diastolic blood pressure; MSI, modified shock index; RR, respiratory rate; GCS, Glasgow Coma Scale; SIA, shock index multipled by age; rSIG, reverse shock index multipled by Glasgow Coma Scale; AIS, Abbreviated Injury Scale; MEWS, modified early warning system; FDP, fibrinogen degradation production; ROTEM, rotational thromboelastometry; EXTEM, extrinsically activated test.
Study | Outcome | OR (95% CI) | P-value | Sensitivity | Specificity | AUROC |
---|---|---|---|---|---|---|
Validated predictors requiring clinical assessment | ||||||
Park et al. [10] (2021) | Prehospital SBP <110 mmHg: age >65 yr using antihypertensive drugs | 28.10 (1.75–52.00) | 0.024* | NA | NA | NA |
SI >1.0: age >65 yr not using antihypertensive drugs | 10.30 (2.27–46.30) | 0.002* | NA | NA | NA | |
SI >1.0: age <65 yr not using antihypertensive drugs | 3.87 (1.36–11.00) | 0.044* | NA | NA | NA | |
Lee et al. [11] (2021) | DBP | 0.96 (0.95–0.97) | <0.001* | NA | NA | 0.777 |
DBP, 41–60 mmHg | 2.74 (1.30–5.78) | 0.008* | NA | NA | NA | |
DBP, 21–40 mmHg | 6.98 (3.19–15.28) | <0.001* | NA | NA | NA | |
DBP, ≤20 mmHg | 19.47 (7.71–49.20) | <0.001* | NA | NA | NA | |
Wang et al. [12] (2020) | Prehosptial SI | NA | NA | 0.65 | 0.77 | 0.773 |
Prehospital MSI | NA | NA | 0.60 | 0.82 | 0.765 | |
Lee et al. [13] (2021) | SI | NA | NA | 0.67 | 0.84 | 0.796 |
SIA | NA | NA | 0.70 | 0.78 | 0.792 | |
rSIG | NA | NA | 0.79 | 0.77 | 0.842 | |
Chae et al. [14] (2022) | RTS | 0.60 (0.51–0.71) | <0.001* | NA | NA | 0.769 |
ISS | 1.05 (1.01–1.10) | 0.028* | NA | NA | 0.725 | |
SI | 1.39 (0.75–2.57) | 0.291 | NA | NA | 0.676 | |
MEWS | 1.43 (1.26–1.62) | <0.001* | NA | NA | 0.808 | |
Validated predictors requiring laboratory values | ||||||
Kyoung et al. [15] (2016) | SBP | 11.71 (1.83–74.77) | 0.009* | NA | NA | 0.717 |
ISS | 23.39 (1.87–293.23) | 0.015* | NA | NA | 0.785 | |
Base deficit | 4.19 (0.88–19.91) | 0.072 | NA | NA | 0.755 | |
Lactate level | 6.99 (1.10–44.33) | 0.039* | NA | NA | 0.790 | |
Lee et al. [16] (2018) | FDP/fibrinogen ratio | 1.01 (1.00–1.01) | 0.029* | NA | NA | NA |
Baik et al. [17] (2022) | ROTEM (EXTEM maximum clot firmness) | NA | 0.023* | NA | NA | 0.860 |
Park et al. [18] (2019) | Lactate level | |||||
Total patients | 1.18 (1.07–1.30) | <0.001* | 0.76 | 0.68 | 0.779 | |
TBI patients (AIS ≥3) | 1.00 (0.84–1.19) | 0.985 | 0.60 | 0.75 | 0.690 | |
Non-TBI patients | 1.47 (1.26–1.71) | <0.001* | 0.81 | 0.77 | 0.842 | |
Validated predictors requiring imaging examination | ||||||
Lee et al. [19] (2012) | ISS | NA | NA | NA | NA | 0.731 |
Pelvic bleeding score (sacrum + pubis + ilum; 0 for no fracture, 1 for unilateral fractures, and 2 for bilateral fractures) | NA | NA | 0.71 | 0.70 | 0.718 |
OR, odds ratio; CI, confidence interval; AUROC, area under the receiver operating characteristic curve; SBP, systolic blood pressure; NA, not available; SI, shock index; DBP, diastolic blood pressure; MSI, modified shock index; SIA, shock index multipled by age; rSIG, reverse shock index multipled by Glasgow Coma Scale; RTS, Revised Trauma Score; ISS, Injury Severity Score; MEWS, modified early warning system; FDP, fibrinogen degradation production; ROTEM, rotational thromboelastometry; EXTEM, extrinsically activated test; TBI, traumatic brain injury; AIS, Abbreviated Injury Scale.
* P<0.05.
Study | Selection |
Comparability |
Outcome |
Total score | ||||||
---|---|---|---|---|---|---|---|---|---|---|
Is the case definition adequate | Representativeness of the cases | Selection of controls | Definition of controls | Age | Other risk factor | Assessment of exposure | Same method of ascertainment for cases and controls | Nonresponse rate | ||
Park et al. [10] (2021) | ☆ | ☆ | - | ☆ | ☆ | ☆ | ☆ | ☆ | - | 7/9 |
Lee et al. [11] (2021) | ☆ | ☆ | - | ☆ | ☆ | ☆ | ☆ | ☆ | - | 7/9 |
Wang et al. [12] (2020) | ☆ | ☆ | - | ☆ | ☆ | - | ☆ | ☆ | - | 6/9 |
Lee et al. [13] (2021) | ☆ | ☆ | - | ☆ | ☆ | - | ☆ | ☆ | - | 6/9 |
Chae et al. [14] (2022) | ☆ | ☆ | - | ☆ | ☆ | ☆ | ☆ | ☆ | - | 7/9 |
Kyoung et al. [15] (2016) | ☆ | ☆ | - | ☆ | ☆ | ☆ | ☆ | ☆ | - | 7/9 |
Lee et al. [16] (2018) | ☆ | ☆ | - | ☆ | ☆ | ☆ | ☆ | ☆ | - | 7/9 |
Baik et al. [17] (2022) | ☆ | ☆ | - | ☆ | ☆ | ☆ | ☆ | ☆ | - | 7/9 |
Park et al. [18] (2019) | ☆ | ☆ | - | ☆ | ☆ | ☆ | ☆ | ☆ | - | 7/9 |
Lee et al. [19] (2012) | ☆ | ☆ | - | ☆ | ☆ | - | ☆ | ☆ | - | 6/9 |
Study | Study setting | Date of recruitment | No. of participants | Inclusion criteria | Definition of MT | Intervention |
---|---|---|---|---|---|---|
Validated predictors requiring clinical assessment | ||||||
Park et al. [10] (2021) | Retrospective, observational study | Jan 2017– Dec 2018 | 4, 681 (137 MTs) | Age ≥15 yr | pRBC ≥10 in the first 24 hr | Prehospital SBP <110 mmHg |
Single-center trauma center | Direct from injury scene | pRBC ≥4 in the first 4 hr | SI >1.0 | |||
Measurement SBP and HR | Group: age >65 yr using antihypertensive drugs, age <65 yr using antihypertensive drugs, age >65 yr not using antihypertensive drugs, age <65 yr not using antihypertensive drugs | |||||
Lee et al. [11] (2021) | Retrospective, observational study | Jan 2016–Dec 2017 | 827 (64 MTs) | Age ≥18 yr | pRBC ≥10 in the first 24 hr | DBP |
Single-center ED | ISS ≥16 | DBP, 41–60 mmHg | ||||
DBP, 21–40 mmHg | ||||||
DBP, ≤20 mmHg | ||||||
Wang et al. [12] (2020) | Retrospective, observational study | Jan 2016–Dec 2017 | 1,007 (78 MTs) | Age ≥15 yr | pRBC ≥10 in the first 24 hr | Prehospital SI |
Single-center trauma center | Direct from injury scene | Prehospital MSI | ||||
Measurement SBP, DBP, and HR | ||||||
Lee et al. [13] (2021) | Retrospective, observational study | Jan 2016–Dec 2018 | 1,627 (117 MTs) | Age ≥16 yr | pRBC ≥10 in the first 24 hr | SI |
Single-center trauma center | Direct from injury scene | SIA | ||||
Measurement SBP, HR, RR, and GCS | rSIG | |||||
Chae et al. [14] (2022) | Retrospective, observational study | Jan 2018–Dec 2020 | 1,108 (101 MTs) | Age ≥18 yr | pRBC ≥10 in the first 24 hr | MEWS |
Single-center ED | ISS ≥16 | pRBC ≥4 in the first 4 hr | ||||
Head AIS ≥3 | ||||||
Validated predictors requiring laboratory values | ||||||
Kyoung et al. [15] (2016) | Retrospective, observational study | Jan 2008–Jun 2010 | 71 (15 early MTs) | Age ≥18 yr | Early MT (pRBC ≥10 in the first 6 hr) | Lactate level within a few minutes in ED |
Single-center ED | Direct from injury scene | |||||
Lee et al. [16] (2018) | Retrospective, observational study | Jan 2012–Dec 2015 | 1,266 (100 MTs) | Age ≥18 yr | pRBC ≥10 in the first 24 hr | FDP/fibrinogen ratio |
Single-center ED | ISS ≥16 | |||||
Fibrinogen, FDP, D-dimer measurement within 1 hr | ||||||
Baik et al. [17] (2022) | Retrospective, observational study | 2016–2020 | 969 (196 MTs) | Age ≥15 yr | pRBC ≥10 in the first 24 hr | ROTEM at ED: |
Singe-center trauma center | Underwent ROTEM | EXTEM clotting time, EXTEM maximum clot firmness, EXTEM maximum lysis | ||||
Park et al. [18] (2019) | Retrospective, observational study | Jan 2016–Dec 2017 | 553 (62 MTs) | Age ≥18 yr | pRBC ≥10 in the first 24 hr | Lactate level in ED |
Single-center ED | ISS ≥16 | |||||
Measurement lactate level | ||||||
Validated predictors requiring imaging examination | ||||||
Lee et al. [19] (2012) | Retrospective, observational study | Jan 2007–Mar 2012 | 97 (15 MTs) | Age ≥15 yr | pRBC ≥10 in the first 24 hr | Pelvic bleeding score (sacrum + pubis + ilium; 0 for no fracture, 1 for unilateral fractures, and 2 for bilateral fractures) |
Single-center ED | Not arterial bleeding of solid organ | |||||
Pelvic bone fracture |
Study | Outcome | OR (95% CI) | P-value | Sensitivity | Specificity | AUROC |
---|---|---|---|---|---|---|
Validated predictors requiring clinical assessment | ||||||
Park et al. [10] (2021) | Prehospital SBP <110 mmHg: age >65 yr using antihypertensive drugs | 28.10 (1.75–52.00) | 0.024 |
NA | NA | NA |
SI >1.0: age >65 yr not using antihypertensive drugs | 10.30 (2.27–46.30) | 0.002 |
NA | NA | NA | |
SI >1.0: age <65 yr not using antihypertensive drugs | 3.87 (1.36–11.00) | 0.044 |
NA | NA | NA | |
Lee et al. [11] (2021) | DBP | 0.96 (0.95–0.97) | <0.001 |
NA | NA | 0.777 |
DBP, 41–60 mmHg | 2.74 (1.30–5.78) | 0.008 |
NA | NA | NA | |
DBP, 21–40 mmHg | 6.98 (3.19–15.28) | <0.001 |
NA | NA | NA | |
DBP, ≤20 mmHg | 19.47 (7.71–49.20) | <0.001 |
NA | NA | NA | |
Wang et al. [12] (2020) | Prehosptial SI | NA | NA | 0.65 | 0.77 | 0.773 |
Prehospital MSI | NA | NA | 0.60 | 0.82 | 0.765 | |
Lee et al. [13] (2021) | SI | NA | NA | 0.67 | 0.84 | 0.796 |
SIA | NA | NA | 0.70 | 0.78 | 0.792 | |
rSIG | NA | NA | 0.79 | 0.77 | 0.842 | |
Chae et al. [14] (2022) | RTS | 0.60 (0.51–0.71) | <0.001 |
NA | NA | 0.769 |
ISS | 1.05 (1.01–1.10) | 0.028 |
NA | NA | 0.725 | |
SI | 1.39 (0.75–2.57) | 0.291 | NA | NA | 0.676 | |
MEWS | 1.43 (1.26–1.62) | <0.001 |
NA | NA | 0.808 | |
Validated predictors requiring laboratory values | ||||||
Kyoung et al. [15] (2016) | SBP | 11.71 (1.83–74.77) | 0.009 |
NA | NA | 0.717 |
ISS | 23.39 (1.87–293.23) | 0.015 |
NA | NA | 0.785 | |
Base deficit | 4.19 (0.88–19.91) | 0.072 | NA | NA | 0.755 | |
Lactate level | 6.99 (1.10–44.33) | 0.039 |
NA | NA | 0.790 | |
Lee et al. [16] (2018) | FDP/fibrinogen ratio | 1.01 (1.00–1.01) | 0.029 |
NA | NA | NA |
Baik et al. [17] (2022) | ROTEM (EXTEM maximum clot firmness) | NA | 0.023 |
NA | NA | 0.860 |
Park et al. [18] (2019) | Lactate level | |||||
Total patients | 1.18 (1.07–1.30) | <0.001 |
0.76 | 0.68 | 0.779 | |
TBI patients (AIS ≥3) | 1.00 (0.84–1.19) | 0.985 | 0.60 | 0.75 | 0.690 | |
Non-TBI patients | 1.47 (1.26–1.71) | <0.001 |
0.81 | 0.77 | 0.842 | |
Validated predictors requiring imaging examination | ||||||
Lee et al. [19] (2012) | ISS | NA | NA | NA | NA | 0.731 |
Pelvic bleeding score (sacrum + pubis + ilum; 0 for no fracture, 1 for unilateral fractures, and 2 for bilateral fractures) | NA | NA | 0.71 | 0.70 | 0.718 |
MT, massive transfusion; SBP, systolic blood pressure; HR, heart rate; pRBC, packed red blood cell; SI, shock index; ED, emergency department; ISS, Injury Severity Score; DBP, diastolic blood pressure; MSI, modified shock index; RR, respiratory rate; GCS, Glasgow Coma Scale; SIA, shock index multipled by age; rSIG, reverse shock index multipled by Glasgow Coma Scale; AIS, Abbreviated Injury Scale; MEWS, modified early warning system; FDP, fibrinogen degradation production; ROTEM, rotational thromboelastometry; EXTEM, extrinsically activated test.
OR, odds ratio; CI, confidence interval; AUROC, area under the receiver operating characteristic curve; SBP, systolic blood pressure; NA, not available; SI, shock index; DBP, diastolic blood pressure; MSI, modified shock index; SIA, shock index multipled by age; rSIG, reverse shock index multipled by Glasgow Coma Scale; RTS, Revised Trauma Score; ISS, Injury Severity Score; MEWS, modified early warning system; FDP, fibrinogen degradation production; ROTEM, rotational thromboelastometry; EXTEM, extrinsically activated test; TBI, traumatic brain injury; AIS, Abbreviated Injury Scale. P<0.05.