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World Journal of Clinical Cases logoLink to World Journal of Clinical Cases
. 2024 Dec 16;12(35):6808–6814. doi: 10.12998/wjcc.v12.i35.6808

Comprehensive epidemiological assessment of trauma incidents at a level I trauma center

Zhao-Yin Su 1, Hui Wei 2, Wei-Ning Wang 3, Yi-Feng Lin 4, Yu-Li He 5, Yao Liu 6, Ru-Bing Lin 7, Ya-Tao Liu 8, Nerich Michael 9
PMCID: PMC11525904  PMID: 39687642

Abstract

BACKGROUND

The continuous development of social and economic progress and ongoing enhancement of infrastructure construction has led to drastic changes in the occurrence of trauma.

AIM

To analyze the epidemiological characteristics of trauma in Lanzhou City to provide theoretical references for improving quality of trauma care.

METHODS

A retrospective analysis of clinical data from 16585 trauma patients treated at the First Hospital of Lanzhou University Trauma Center from November 1, 2021 to October 31, 2023 was conducted. Data including age, sex, time of trauma, cause of trauma, and major injured body parts were statistically analyzed.

RESULTS

A total of 18235 patients were admitted, with complete data for 16585 cases. Of these, 9793 were male and 6792 were female (male-to-female ratio of 1.44:1). The peak times for trauma occurrence were 10 AM-12 PM and 6-10 PM, and the peak months were from May to October. The leading causes of trauma were falls (45.32%), other trauma (15.88%), road traffic accidents (15.15%), violence (10.82%), cutting/stabbing (9.41%), mechanical injuries (2.65%), winter sports injuries (0.36%), animal bites (0.22%), burns (0.09%), and electrical injuries (0.02%). The distribution of majorly injured body parts showed statistical significance, with limbs/skin being the most affected followed by the head/neck, chest/abdomen, and back.

CONCLUSION

Medical institutions and government agencies can implement preventive measures and policies based on the characteristics of trauma determined in this study to enhance the quality and level of trauma care.

Keywords: Trauma and injury, Injury, Trauma center, Epidemiology, Disease analysis


Core Tip: The data analyzed in this study revealed that the incidence of trauma is higher in males than females and that falls are the primary cause of trauma. The incidence of trauma peaks in the summer and autumn seasons compared to winter and spring and during periods of increased activity throughout the day. Limb and skin traumas were the most common. These findings can serve as guidelines for medical institutions and government agencies to improve the quality and standards of trauma care. Implementation of targeted preventive measures and policies tailored to the characteristics of trauma will be beneficial.

INTRODUCTION

As socioeconomic conditions continue to improve and infrastructure development accelerates, there has been a consistent year-on-year increase in accidental injuries[1]. Trauma is a significant contributor to mortality, accounting for 9% of global fatalities, and it represents the leading cause of death among younger populations[2]. Survivors often face extended rehabilitation periods and difficulties returning to their previous lives, which imposes a considerable socioeconomic burden[3]. Research in traumatic epidemiology is of paramount importance due to the profound impact of trauma on individuals and society[4,5]. The value of trauma databases in patient management has been well-documented and has underscored their role in improving care[6,7].

Despite significant advancements in trauma medicine globally, China remains in the early stages of developing specialized trauma departments. The First Hospital of Lanzhou University, located in northwestern China, serves as a critical medical center for Lanzhou city and Gansu province. Since June 2021, it has implemented a comprehensive trauma registration system and maintains a dedicated trauma database. To address the disparity between trauma medicine development in China and global standards, we conducted a retrospective analysis of trauma cases from our hospital database. This study aimed to elucidate the epidemiological characteristics of these cases with the goal of enhancing trauma care quality and reducing mortality and disability rates.

MATERIALS AND METHODS

Data sources

The data utilized in this study were sourced from the trauma database of the First Hospital of Lanzhou University, which is recognized as a Gansu Provincial Level I Trauma Center. Stringent quality control measures were implemented to ensure the integrity and precision of the dataset. We analyzed the comprehensive information on all trauma patients admitted to the hospital from November 1, 2021 to October 31, 2023, which totaled 18235 individuals. The exported dataset included essential demographic factors such as age, sex, cause of trauma, and major injured body parts. The dataset underwent careful screening to exclude patients with incomplete data. After completing the data exclusion process, a total of 16585 patients with complete information were retained for analysis. This study received an ethical exemption from the Ethics Committee of the First Hospital of Lanzhou University because of its retrospective design, which did not disclose any patient information.

Study methods

The identification of trauma causes adhered to the classification method prescribed by the Medical Priority Dispatch System. Concurrently, the allocation of trauma sites followed the methodology delineated in the Trauma Index[8]. A categorization strategy was employed, wherein the aggregate occurrences of trauma with unspecified causes or sites were collectively designated as ‘other trauma’. This all-encompassing category included a diverse range of trauma types for which specific details about either the cause or the site were indeterminable.

Statistical analysis

Descriptive statistical analysis was conducted using Microsoft Excel 16.0 and SPSS 27.0 software (IBM Corp., Armonk, NY, United States). Various parameters, including the month of trauma occurrence, temporal distribution, composition of trauma causes, distribution of major injured body parts, and patient age, were systematically documented. Intergroup comparisons were performed using χ2 analysis, with statistical significance set at P < 0.05. When conducting multiple comparisons Bonferroni correction was employed to address the potential of increasing the probability of type I errors (false positives).

RESULTS

Basic information

Between November 1, 2021 and October 31, 2023, a total of 16585 trauma patients with complete data were admitted to our trauma center. Among them, 9793 were male and 6792 were female, resulting in a male-to-female ratio of 1.44:1. The age of the patients ranged from 1-month-old to 97-years-old, with a mean age of 34.17 ± 20.90 years. The age range for males was 1-year-old to 95-years-old, with a mean age of 31.91 ± 19.78 years, while the age range of females was 1-month-old to 97-years-old, with a mean age of 37.43 ± 22.01 years.

Temporal distribution

The distribution of trauma incidents demonstrated a diurnal pattern, with the lowest incidence recorded in the early morning hours. A notable increase in trauma cases was observed during two distinct periods: Between 10 AM and 12 PM; and later, between 6 PM and 10 PM. There was a significant increase in trauma cases from May to October, with the peak in August and September. Conversely, the winter months from November to February exhibited a marked decrease in the number of trauma cases, as detailed in Table 1.

Table 1.

Time distribution of trauma

Months/hours
0-2
2-4
4-6
6-8
8-10
10-12
12-14
14-16
16-18
18-20
20-22
22-24
Total
Jan 66 27 23 10 62 88 66 78 104 107 128 90 811
Feb 70 29 15 15 99 102 93 97 88 128 135 86 956
Mar 65 43 22 17 128 146 128 140 135 192 204 111 1331
Apr 79 51 15 25 128 193 132 140 145 189 198 121 1416
May 122 57 20 34 150 203 167 177 189 280 229 155 1783
Jun 118 57 37 27 155 221 189 165 190 273 230 173 1835
Jul 111 66 43 35 160 211 180 178 197 224 272 150 1827
Aug 129 55 41 25 223 267 198 197 195 226 296 193 2045
Sep 92 52 36 38 242 261 201 249 234 302 277 185 2169
Oct 110 45 24 27 157 259 218 204 216 270 236 131 1897
Nov 11 6 3 2 17 43 42 27 42 36 24 11 264
Dec 17 8 4 2 28 35 26 33 35 26 20 17 251
Total 989 496 283 257 1549 2029 1640 1685 1770 2253 2211 1423 16585

Distribution of causes of trauma

Falls were the cause of most of the trauma cases followed by other trauma, road traffic accidents, violence, cutting/stabbing, mechanical injuries, winter sports injuries, animal bites, burns, and electrical injuries. There were 3399 cases in the 14 years and below age group, 4346 cases in the 15-30 years age group, 3792 cases in the 31-44 years age group, 3055 cases in the 45-59 years age group, and 1993 cases in the 60 years and above age group. For all causes of injury, the number of male patients was higher than female, except in cases of animal bites. Additionally, the male-to-female ratio of trauma cases was 1.28:1, which was the only cause of trauma that was lower than the overall ratio of 1.44:1 in all patients. This indicates that there are sex differences in the distribution of trauma causes, with most causes more prevalent in males. More details can be found in Table 2.

Table 2.

Distribution of causes of trauma

Cause of trauma
≤ 14 (age)
15-30 (age)
31-44 (age)
45-59 (age)
≥ 60 (age)
Total
Component ratio (%)
Rank
Male
Female
Male
Female
Male
Female
Male
Female
Male
Female
Male
Female
Falls 1236 665 973 693 857 606 704 602 455 726 4225 3292 45.32 1
Other trauma 387 200 436 281 289 192 253 222 134 139 1599 1034 15.88 2
Road Traffic Accidents 199 96 361 269 356 279 316 308 170 159 1402 1111 15.15 3
Violence 210 80 388 194 283 199 162 108 48 23 1191 604 10.82 4
Cutting/stabbing 155 58 381 199 259 138 176 98 52 45 1023 538 9.41 5
Mechanical injuries 54 39 65 55 70 32 64 26 19 15 272 167 2.65 6
Winter sports injuries 5 2 21 9 14 2 1 3 2 0 43 16 0.36 7
Animal bite 6 5 5 11 3 4 3 1 0 2 17 20 0.22 8
Burns 3 0 2 0 4 0 2 1 1 2 12 3 0.09 9
Electrical injuries 1 0 0 0 2 0 1 0 0 0 4 0 0.02 10
Total 2257 1142 2634 1712 2337 1455 1683 1372 882 1111 9793 6792 100

Distribution of major injured body parts

The data indicated that injuries to the limbs and skin were the most common, followed by those to the head and neck. Trauma to the chest and abdomen occurred less frequently than head and neck injuries, and back traumas were the rarest. This pattern of injury incidence was statistically significant (P < 0.001), highlighting considerable differences in both the prevalence and types of injuries related to different causes. Detailed information on the incidence of each majorly injured body part is provided in Table 3.

Table 3.

Distribution of trauma sites in patients with different causes of trauma, n (%)

Cause of injury
Limbs/skin
Head/neck
Chest/abdomen
Back
Total
Falls 4758 (63.30) 2012 (26.77) 641 (8.53) 286 (3.80) 7517 (100.00)
Other trauma 1576 (59.86) 542 (20.85) 255 (9.68) 92 (3.49) 2633 (100.00)
Road traffic accidents 1399 (55.67) 666 (26.50) 342 (13.61) 106 (4.22) 2513 (100.00)
Violence 581 (32.37) 956 (53.26) 235 (13.09) 23 (1.28) 1795 (100.00)
Cutting/stabbing 1359 (89.37) 142 (9.10) 52 (3.33) 8 (0.51) 1561 (100.00)
Mechanical injuries 293 (66.74) 91 (20.73) 43 (9.79) 12 (2.73) 439 (100.00)
Winter sports injury 43 (72.88) 6 (10.17) 4 (6.78) 6 (10.17) 59 (100.00)
Animal bite 30 (81.08) 4 (10.81) 1 (2.70) 2 (5.88) 37 (100.00)
Burns 9 (60.00) 5 (33.33) 1 (6.66) 0 (0.00) 15 (100.00)
Electrical injuries 4 (100.00) 0 (0.00) 0 (0.00) 0 (0.00) 4 (100.00)
Total 10052 (60.61) 4424 (26.67) 1574 (9.49) 535 (3.23) 16585 (100.00)

DISCUSSION

Characteristics of trauma cases

From November 1, 2021 to October 31, 2023, a cohort of 16585 trauma patients was analyzed, with a predominant representation of young and middle-aged adults, which aligns with several global research findings[3,9-14]. The incidence of trauma in the 15-59 years age group accounted for 69.84% of all cases. Our group surpassed the incidence for this population (63.35%) in another study[15]. In contrast, children aged 0-14 years, who make up 17.95% of the population in China[15], represented 20.49% of the trauma cases in our institution. The elderly population, aged ≥ 60 years, constituted 18.70% of the population in China but accounted for only 12.02% of the trauma cases observed[15].

These data suggest a higher incidence of trauma among the younger population compared to the elderly population, potentially correlating with their occupational engagement and frequent participation in social activities. The 15-30 years age group is arguably the most active group and unsurprisingly constituted the largest percentage of trauma cases. Individuals in this age bracket are often the only children in their family due to the historical one-child policy. This results in particularly detrimental outcomes to both their families and society.

Males were more susceptible to trauma than females. Similar research findings have also been reported in multiple countries including the United Kingdom, Germany, and Japan[13,16,17]. This disparity may be attributed to greater involvement in physically demanding and injury-prone sectors such as construction and transportation by males[18].

Temporal analysis revealed that the least number of trauma cases occurred in the early morning hours. The peak times for trauma were observed between 10 AM to 12 PM and 6 PM to 10 PM. The morning peak correlates with high production and traffic activities, increasing the likelihood of trauma incidents. The evening period covers the post-work rush hour and nighttime activities. This increases the chance of traffic accidents and various mishaps, which may significantly escalate trauma occurrences[19,20]. Seasonally, trauma incidents peaked during the summer and autumn months (June to October), with a notable decline in the winter months (November to February). In Lanzhou, the warmer climate and heightened social activities during June to October contribute to a higher rate of trauma incidents.

Falls were the predominant cause of trauma. This is likely a consequence of the varied topography and elevation of Lanzhou coupled with an increase in infrastructure development projects in recent years. Another study from Germany reported that the primary cause of trauma was impact followed by falls, sports injuries, and traffic accidents[17]. Causes of trauma are likely to vary between geographic and cultural regions. Trauma resulting from road traffic is one of the major causes of trauma. Due to the expansion of private vehicle ownership and sustained economic development, road traffic in the region is becoming increasingly complex, leading to a significant rise in road traffic accidents.

Our study also highlighted significant variations in the body part injured by trauma. These data reveal areas in which trauma centers and hospitals can prepare to effectively treat trauma cases.

Prevention and treatment of trauma

Comprehensive preventive measures are imperative to decrease the incidence of trauma. There is a crucial need to intensify educational efforts and provide adequate safety equipment to increase occupational safety. Moreover, it is essential to bolster the widespread dissemination of information about occupational safety. Equally important is the reinforcement of traffic regulations and the promotion of traffic safety awareness to reduce the incidence of road accidents. The enhancement of civic education would foster a stronger understanding of the legal system among citizens, thereby increasing legal awareness and self-protection measures to diminish the occurrence of adverse events. Caution is advised to prevent injuries from animal bites, including specifically from pets. Pet owners should be reminded that immediate medical attention is necessary in the event of such incidents.

There is an urgent need to improve the trauma registry system and establish a comprehensive trauma database[6,7,20-22]. This involves conducting thorough epidemiological analyses of trauma, thereby facilitating targeted and effective treatment strategies based on the identified patterns and characteristics of trauma incidents[7]. The result of these efforts would enhance the quality of trauma care and minimize the adverse impacts of trauma. This multidimensional approach necessitates collaboration among national entities, society, healthcare institutions, and individuals. The insights gained from epidemiological studies of trauma inform the development of relevant legal frameworks as well as serve as a crucial reference for healthcare facilities to enhance the quality of trauma care.

Prevention and treatment of trauma contributes to alleviating familial and societal pressures. However, it simultaneously requires collective efforts at the national, societal, hospital, and individual levels. Trauma epidemiological analyses summarize the patterns of occurrence and development of trauma, which provides a basis for the formulation of relevant trauma laws and regulations. They also serve as a reference for improving the quality of trauma care in hospitals.

Limitations

This study reported the epidemiological characteristics of a large cohort of patients who experienced trauma. However, it is difficult to conduct large-scale follow-up on these patients due to the mild injuries, short hospital stays, and large number of patients. Therefore, there is still a lack of long-term prognosis and quality of life assessment for trauma patients. Long-term studies of treated patients who experienced trauma should include assessments of quality of life, functional recovery, and mental health. These types of studies will lead to a better understanding of treatment effectiveness and can provide comprehensive rehabilitation support for patients.

CONCLUSION

Trauma predominantly affects young and middle-aged individuals, with a higher incidence observed in males compared to females. Among the various mechanisms of trauma, falls were identified as the leading cause of trauma. Seasonal variations in trauma incidence revealed that injuries are more prevalent during the summer and autumn months, and the frequency of trauma cases peaked during periods of increased human activity throughout the day. Limb/skin trauma were the most common locations of trauma injuries. To address these patterns, medical institutions and government agencies should implement targeted preventive measures and policies tailored to the specific characteristics of trauma. These strategies could significantly improve the quality and effectiveness of trauma care, ultimately enhancing patient outcomes.

Footnotes

Institutional review board statement: This study received an ethical exemption from the Ethics Committee of the First Hospital of Lanzhou University because its retrospective design and did not disclose any patient information.

Informed consent statement: No information about the corresponding subjects was involved in this study.

Conflict-of-interest statement: We have no financial relationships to disclose.

Provenance and peer review: Unsolicited article; Externally peer reviewed.

Peer-review model: Single blind

Specialty type: Medicine, research and experimental

Country of origin: China

Peer-review report’s classification

Scientific Quality: Grade C

Novelty: Grade C

Creativity or Innovation: Grade B

Scientific Significance: Grade C

P-Reviewer: Gupta L S-Editor: Qu XL L-Editor: A P-Editor: Chen YX

Contributor Information

Zhao-Yin Su, The First Clinical College of Medicine, Lanzhou University, Lanzhou 730000, Gansu Province, China.

Hui Wei, School of Stomatology, Lanzhou University, Lanzhou 730000, Gansu Province, China.

Wei-Ning Wang, School of Stomatology, Lanzhou University, Lanzhou 730000, Gansu Province, China.

Yi-Feng Lin, The First Clinical College of Medicine, Lanzhou University, Lanzhou 730000, Gansu Province, China.

Yu-Li He, The First Clinical College of Medicine, Lanzhou University, Lanzhou 730000, Gansu Province, China.

Yao Liu, The First Clinical College of Medicine, Lanzhou University, Lanzhou 730000, Gansu Province, China.

Ru-Bing Lin, Department of Orthopedics, Shenzhen Children’s Hospital, Shenzhen 518000, Guangdong Province, China.

Ya-Tao Liu, Department of Anesthesia, First Hospital of Lanzhou University, Lanzhou 730000, Gansu Province, China. doctorliuyt@163.com.

Nerich Michael, Department of Trauma Surgery, University Hospital Regensburg, Regensburg 93053, Bavaria, Germany.

Data sharing statement

No additional data are available.

References

  • 1.Benhamed A, Ndiaye A, Emond M, Lieutaud T, Boucher V, Gossiome A, Laumon B, Gadegbeku B, Tazarourte K. Road traffic accident-related thoracic trauma: Epidemiology, injury pattern, outcome, and impact on mortality-A multicenter observational study. PLoS One. 2022;17:e0268202. doi: 10.1371/journal.pone.0268202. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 2.Candefjord S, Asker L, Caragounis EC. Mortality of trauma patients treated at trauma centers compared to non-trauma centers in Sweden: a retrospective study. Eur J Trauma Emerg Surg. 2022;48:525–536. doi: 10.1007/s00068-020-01446-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 3.Heim C, Bosisio F, Roth A, Bloch J, Borens O, Daniel RT, Denys A, Oddo M, Pasquier M, Schmidt S, Schoettker P, Zingg T, Wasserfallen JB. Is trauma in Switzerland any different? epidemiology and patterns of injury in major trauma - a 5-year review from a Swiss trauma centre. Swiss Med Wkly. 2014;144:w13958. doi: 10.4414/smw.2014.13958. [DOI] [PubMed] [Google Scholar]
  • 4.Artuso CE. Rural trauma challenges in Alaska. Crit Care Nurs Clin North Am. 2012;24:593–600. doi: 10.1016/j.ccell.2012.07.004. [DOI] [PubMed] [Google Scholar]
  • 5.Morgan JM, Calleja P. Emergency trauma care in rural and remote settings: Challenges and patient outcomes. Int Emerg Nurs. 2020;51:100880. doi: 10.1016/j.ienj.2020.100880. [DOI] [PubMed] [Google Scholar]
  • 6.Prionas A, Tsoulfas G, Tooulias A, Papakoulas A, Piachas A, Papadopoulos V. Evaluating trauma care, outcomes and costs in a system in crisis: the necessity of a Greek National Trauma Database. Trauma Surg Acute Care Open. 2020;5:e000401. doi: 10.1136/tsaco-2019-000401. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 7.Alao DO, Cevik AA, Eid HO, Jummani Z, Abu-Zidan FM. Trauma system developments reduce mortality in hospitalized trauma patients in Al-Ain City, United Arab Emirates, despite increased severity of injury. World J Emerg Surg. 2020;15:49. doi: 10.1186/s13017-020-00327-y. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 8.Smith JS Jr, Bartholomew MJ. Trauma index revisited: a better triage tool. Crit Care Med. 1990;18:174–180. doi: 10.1097/00003246-199002000-00010. [DOI] [PubMed] [Google Scholar]
  • 9.Kundavaram PPA, Jindal A, Hazra D, Biju A, Raju F, Samarpit CC. A Retrospective analysis of the profile of trauma victims presenting to an emergency department in South India. J Family Med Prim Care. 2022;11:1907–1912. doi: 10.4103/jfmpc.jfmpc_1896_21. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 10.Chaudhari PP, Anderson M, Ourshalimian S, Goodhue C, Sudharshan R, Valadez S, Spurrier R. Epidemiology of pediatric trauma during the coronavirus disease-2019 pandemic. J Pediatr Surg. 2022;57:284–290. doi: 10.1016/j.jpedsurg.2021.09.054. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 11.Mazzolini K, Dzubnar J, Kwak H, Banks K, Mooney C, Tang A, Cohan C, Browder T. An Epidemic Within the Pandemic: The Rising Tide of Trauma During COVID-19. J Surg Res. 2022;272:139–145. doi: 10.1016/j.jss.2021.11.016. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 12.Bashiri A, Morada A, Sultany M, Senepathi S, Silverman S, Casós S, Behm R. Trends of Trauma Admissions in a Rural Trauma Center During Coronavirus Disease 2019 Pandemic. J Surg Res. 2023;289:202–210. doi: 10.1016/j.jss.2023.02.040. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 13.Aoki M, Abe T, Saitoh D, Oshima K. Epidemiology, Patterns of treatment, and Mortality of Pediatric Trauma Patients in Japan. Sci Rep. 2019;9:917. doi: 10.1038/s41598-018-37579-3. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 14.Cintean R, Eickhoff A, Zieger J, Gebhard F, Schütze K. Epidemiology, patterns, and mechanisms of pediatric trauma: a review of 12,508 patients. Eur J Trauma Emerg Surg. 2023;49:451–459. doi: 10.1007/s00068-022-02088-6. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 15. Communiqué of the Seventh National Population Census (No. 5). Available from: https://www.stats.gov.cn/english/PressRelease/202105/t20210510_1817190.html .
  • 16.Naqvi G, Johansson G, Yip G, Rehm A, Carrothers A, Stöhr K. Mechanisms, patterns and outcomes of paediatric polytrauma in a UK major trauma centre. Ann R Coll Surg Engl. 2017;99:39–45. doi: 10.1308/rcsann.2016.0222. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 17.Voth M, Lustenberger T, Auner B, Frank J, Marzi I. What injuries should we expect in the emergency room? Injury. 2017;48:2119–2124. doi: 10.1016/j.injury.2017.07.027. [DOI] [PubMed] [Google Scholar]
  • 18.Zheng DJ, Sur PJ, Ariokot MG, Juillard C, Ajiko MM, Dicker RA. Epidemiology of injured patients in rural Uganda: A prospective trauma registry's first 1000 days. PLoS One. 2021;16:e0245779. doi: 10.1371/journal.pone.0245779. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 19.Abhilash KP, Chakraborthy N, Pandian GR, Dhanawade VS, Bhanu TK, Priya K. Profile of trauma patients in the emergency department of a tertiary care hospital in South India. J Family Med Prim Care. 2016;5:558–563. doi: 10.4103/2249-4863.197279. [DOI] [PMC free article] [PubMed] [Google Scholar]
  • 20.Liu JY, Hu QL, Ko CY. Databases for surgical health services research: National Trauma Data Bank and Trauma Quality Improvement Program. Surgery. 2018;164:919–920. doi: 10.1016/j.surg.2017.12.030. [DOI] [PubMed] [Google Scholar]
  • 21.Lanitis S, Kontovounisios C, Zafeiriadou P, Sgourakis G, Karkoulias K, Armoutides V, Papaconstandinou T, Karaliotas C. Epidemiology and management of trauma patients in a Greek multispecialty hospital in the absence of a dedicated trauma center. Eur J Trauma Emerg Surg. 2013;39:369–374. doi: 10.1007/s00068-012-0221-y. [DOI] [PubMed] [Google Scholar]
  • 22.Haider AH, Saleem T, Leow JJ, Villegas CV, Kisat M, Schneider EB, Haut ER, Stevens KA, Cornwell EE 3rd, MacKenzie EJ, Efron DT. Influence of the National Trauma Data Bank on the study of trauma outcomes: is it time to set research best practices to further enhance its impact? J Am Coll Surg. 2012;214:756–768. doi: 10.1016/j.jamcollsurg.2011.12.013. [DOI] [PMC free article] [PubMed] [Google Scholar]

Associated Data

This section collects any data citations, data availability statements, or supplementary materials included in this article.

Data Availability Statement

No additional data are available.


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