Edited by: Jessica Jermakian, Insurance Institute for Highway Safety (IIHS), United States
Reviewed by: Corina Klug, Graz University of Technology, Austria
Isain Zapata, Rocky Vista University, United States
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Multiple studies evaluate relative risk of female vs. male crash injury; clinical data may offer a more direct injury-specific evaluation of sex disparity in vehicle safety. This study sought to evaluate trauma injury patterns in a large trauma database to identify sex-related differences in crash injury victims.
Data on lap and shoulder belt wearing patients age 16 and up with abdominal and pelvic injuries from 2018 to 2021 were extracted from the National Trauma Data Bank for descriptive analysis using injuries, vital signs, International Classification of Disease (ICD) coding, age, and injury severity using AIS (Abbreviated Injury Scale) and ISS (Injury Severity Score). Multiple linear regression was used to assess the relationship of shock index (SI) and ISS, sex, age, and sex*age interaction. Regression analysis was performed on multiple injury regions to assess patient characteristics related to increased shock index.
Sex, age, and ISS are strongly related to shock index for most injury regions. Women had greater overall SI than men, even in less severe injuries; women had greater numbers of pelvis and liver injuries across severity categories; men had greater numbers of injury in other abdominal/pelvis injury regions.
Female crash injury victims' tendency for higher (AIS) severity of pelvis and liver injuries may relate to how their bodies interact with safety equipment. Females are entering shock states (SI > 1.0) with lesser injury severity (ISS) than male crash injury victims, which may suggest that female crash patients are somehow more susceptible to compromised hemodynamics than males. These findings indicate an urgent need to conduct vehicle crash injury research within a sex-equity framework; evaluating sex-related clinical data may hold the key to reducing disparities in vehicle crash injury.
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The global burden of traffic injury has been reduced by innovations in vehicle safety design, but not all demographics have benefitted equally from this protection. Women (we will use this term to discuss our biological sex related study, with the understanding of and respect for the range of gender expression that does not correlate with biological sex) may be more vulnerable to risk of certain types of injury in vehicle crashes, yet safety features are largely based on testing with male-representative dummies. Atwood et al. (
Much of the literature evaluating sex differences in crash injury discusses relative risk and crash/occupants characteristics with significant effort toward comparing crashworthiness, crash severity, and adjusting for confounding factors that can affect estimated impact of sex on crash injury. In a recent IRCOBI conference, Brumbelow (
Acknowledging the difficulty in fully accounting for confounding factors is important in an accurate assessment of how men and women are injured in vehicle crashes. Clear representation of the problem of sex-related injury disparity is critical in prioritizing research, design, and allocating funding. The level of complexity of the issue, however, makes this clear representation challenging; true matched pairs comparisons are nearly impossible to achieve. We posit that by evaluating sex-related injury patterns using clinical data, we will demonstrate where and how male/female differences exist as real patient outcomes, regardless of how previous literature has estimated and quantified sex-related risk.
Atwood et al.'s (
A recent study by Brumbelow and Jermakian (
“increased or decreased odds of injury for females vs. males is dependent on the type of injury and associated severity, the associated crash type, and other relevant independent variables significantly associated with the respective injury outcomes” (
Further, they found that in multiple models, female and male occupants were approximately equal in number of cases where each held the higher odds of injury (
To ultimately make cars that are safe for all bodies, we must isolate the risk factors which are truly due to male/female physiological differences and evaluate which elements need to be represented in crash testing. Though vehicle safety has improved overall in the past decades, this improved protection may not apply to all occupants equally. Abrams and Bass (
The National Trauma Data Bank (NTDB) is the largest aggregation of trauma data in the USA (
Data from the NTDB from 2018 to 2021 for patients 16 years and older were considered for analysis. This timeframe was chosen as it represents the most recently available data and also includes modern auto safety features available in newer vehicles. Only patients in vehicle crashes who were wearing lap and shoulder belts were extracted, defined using International Classification of Disease (ICD) external cause codes (
A waiver from the Institutional Review Board at the Medical College of Wisconsin was obtained for this study.
We report a descriptive analysis of patient characteristics. Frequencies and proportions of injury by region are described relative to total injuries and relative to total injuries by sex. Sex differences in injury by region were compared using a Chi-square test on the proportions of total injury within sex. For patients who sustained multiple injuries in the same region, the injury with the highest AIS severity was retained for analysis and the less severe injuries in that region were excluded. Multiple linear regression was used to assess the relationship of SI and ISS, sex, age, and sex*age interaction. Coefficient estimates are reported along with 95% confidence intervals for each term in each model. ISS was used in lieu of AIS scores to account for overall injury severity (rather than just severity within the respective body region examined). ISS is intended to be an objective anatomical scoring system that quantifies injury severity by summing the squares of the AIS scores for the 3 most severely injured body regions. ISS scores range 0–75 with scores 0–9 indicating mild severity, 9–15 indicating moderate, 16–24 severe, and over 25 indicating profound injury (
Where data were available, shock index (SI) calculated by the ratio of heart rate (HR) over systolic blood pressure (SBP) was derived (
From 2018 to 2021, 56,839 patients sustained at least one abdominal or pelvis injury from a traffic-related vehicle crash and also had complete demographic and injury related information available in the database (45.2% of total vehicle crash patients). Of these patients, 28,292 (49.7%) were men and 28,547 (50.2%) were women. Patients ranged in age from 16 to 25 years (24.7%), 26 to 34 years (18.1%), 35 to 44 years (14.1%), 45 to 54 years (11.9%), 55 to 64 years (12.5%), 65 to 74 years (9.96%), 75 to 84 years (6.9%), and above 85 years (1.8%). Within age categories, male and female representation was as follows: male 51.4% and female 48.5% of age 16–25 years; male 53.5% and female 46.4% of age 26–34 years; male 52.6% and female 47.3% of age 35–44 years; male 50.2% and female 49.7% of age 45–54 years; male 47.0% and female 52.9% of age 55–64 years; male 42.9% and female 57.0% of age 65–74 years; male 40.6% and female 59.3% of age 75–84 years; and male 43.7% and female 56.2% of age 85 and greater.
Of the 56,839 patients, there were 81,459 total abdominal and pelvis injuries (
Patient characteristics of total abdominal and pelvis injuries (
Kidney | 6,191 (7.6) | 2,913 (7.14) | 3,278 (8.06) | 1,732 (8.31) | 1,015 (6.76) | 862 (7.51) | 739 (7.63) | 791 (7.89) | 589 (7.59) | 375 (7.14) | 88 (6.29) |
Large Intestine | 4,358 (5.35) | 1,942 (4.76) | 2,416 (5.94) | 1,399 (6.71) | 926 (6.17) | 572 (4.99) | 491 (5.07) | 394 (3.93) | 349 (4.50) | 181 (3.45) | 46 (3.29) |
Liver | 11,201 (13.8) | 6,120 (15.0) | 5,081 (12.5) | 3,354 (16.08) | 2,299 (15.31) | 1,608 (14.02) | 1,177 (12.16) | 1,217 (12.14) | 829 (10.68) | 572 (10.90) | 145 (10.36) |
Pancreas | 4,544 (5.58) | 2,223 (5.45) | 2,321 (5.71) | 977 (4.69) | 692 (4.61) | 616 (5.37) | 579 (5.98) | 636 (6.34) | 517 (6.66) | 406 (7.73) | 121 (8.64) |
Pelvis (bony) | 30,032 (36.9) | 15,546 (38.1) | 14,486 (35.6) | 6,908 (33.13) | 5,466 (36.41) | 4,240 (36.96) | 3,640 (37.60) | 3,728 (37.19) | 3,085 (39.73) | 2,312 (44.04) | 653 (46.64) |
Pelvis (organ) | 2,444 (3) | 1,182 (2.9) | 1,262 (3.1) | 694 (3.33) | 587 (3.91) | 382 (3.33) | 243 (2.51) | 213 (2.12) | 176 (2.27) | 120 (2.29) | 29 (2.07) |
Small Intestine | 9,192 (11.3) | 4,299 (10.5) | 4,893 (12.0) | 2,182 (10.46) | 1,611 (10.73) | 1,312 (11.44) | 1,204 (12.44) | 1,298 (12.95) | 961 (12.38) | 502 (9.56) | 122 (8.71) |
Spleen | 13,250 (16.3) | 6,425 (15.8) | 6,825 (16.8) | 3,548 (17.01) | 2,382 (15.87) | 1,857 (16.19) | 1,572 (16.24) | 1,706 (17.02) | 1,233 (15.88) | 764 (14.55) | 188 (13.43) |
Stomach | 247 (< 1) | 128 (0.31) | 119 (0.29) | 59 (0.28) | 36 (0.24) | 23 (0.20) | 37 (0.38) | 41 (0.41) | 25 (0.32) | 18 (0.34) | 8 (0.57) |
Total | 81,459 (100) | 40,778 (50.1) | 40,681 (49.9) | 20,853 (25.6) | 15,014 (18.4) | 11,472 (14.1) | 9,682 (11.9) | 10,024 (12.3) | 7,764 (9.5) | 5,250 (6.4) | 1,400 (1.7) |
For female patients, pelvis (bony) injuries were most frequent (38.1%), followed by spleen (15.8%), liver (15.0%), small intestine (10.5%), kidney (7.14%), pancreas (5.45%), large intestine (4.76%), pelvis (organ; 2.9%), and stomach (< 1%). For male patients, injury frequencies were ranked the same as female patients (
Proportions calculated relative to total injuries within each sex and then by injury region. Females sustain numerically more pelvis (bony), liver, and stomach injuries compared to men. There were no significant sex differences in rates of injury by region [
For all injury regions in both male and female patients, except pelvis (organ), AIS 2 injuries were most common (frequency/number) (
Proportions calculated within injury regions for each sex by AIS severity.
Results of the multiple linear regression models examining SI for each injury region are reported in
Relationships of injury type with shock index via multiple linear regression.
Kidney | Estimate | 0.001 | |||
CI | (0.0084, 0.0095) | (−0.114, −0.05) | (−0.0039, −0.0028) | (0.0003, 0.0017) | |
Large intestine | Estimate | ||||
CI | (0.010, 0.012) | (−0.156, −0.079) | (−0.0035, −0.0021) | (0.0011, 0.0032) | |
Liver | Estimate | ||||
CI | (0.009, 0.010) | (−0.097, −0.053) | (−0.0031, −0.0024) | (0.0007, 0.0018) | |
Pancreas | Estimate | ||||
CI | (0.009, 0.01) | (−0.10, −0.026) | (−0.0033, −0.0020) | (−0.00036, 0.0014) | |
Pelvis (bony) | Estimate | ||||
CI | (0.0090, 0.0095) | (−0.12, −0.10) | (−0.0034, −0.0030) | (0.0015, 0.0021) | |
Pelvis (organ) | Estimate | 0.001 | |||
CI | (0.010, 0.012) | (−0.156, −0.046) | (−0.0049, −0.0027) | (−0.0001, 0.0028) | |
Small Intestine | Estimate | ||||
CI | (0.010, 0.011) | (−0.13, −0.07) | (−0.0032, −0.0023) | (0.0009, 0.002) | |
Spleen | Estimate | 0.0008 | |||
CI | (0.0082, 0.0091) | (−0.10, −0.05) | (−0.003, −0.002) | (0.0002, 0.001) | |
Stomach | Estimate | −0.10 | −0.003 | 0.001 | |
CI | (0.0093, 0.015) | (−0.29, 0.08) | (−0.006, −0.0009) | (−0.003, 0.005) |
Regressions run separately for each injury region. Estimate, unstandardized regression coefficient; CI, 95% confidence interval for each estimate; ISS, injury severity score; *
Shock index relative to injury severity scores (ISS) by sex for each injury region. Dashed horizontal line at 1.0 indicates critical clinical status where heart rate value has exceeded systolic blood pressure value. Shaded bands depict 95% confidence intervals with respective linear regression equation shown in each panel for each group.
In the 56,839 patients meeting study criteria, women and men were represented fairly evenly in overall proportion of crashes. For all patients, age group 16–25 was 23.2% of the total and the next highest group was 26–34 at 16.9%. These two groups combined were 40.1%, with age groups 35–44, 45–54, 55–64, and 65–74 represented nearly equally at 13.6, 12.4, 13.7, and 11.7%, respectively. There was a sharp drop off in crash numbers from ages 75 and above, with those groups comprising only 9.1% of the total number of crash patients. Within age groups, men were more highly represented from ages 16–44, but this equalized from ages 45–54 and then reversed, with women as the greater number of crash victims above age 55 (increasing proportions with each jump in age group). Injuries (by number or total counts) were similarly evenly distributed across male/female patients, with some exceptions: women had greater number of liver injuries in all AIS categories 2–5, greater number of bony pelvis injuries in all AIS categories 2–5, greater number of pelvis organ injuries in AIS category 5, and greater number of stomach injuries in AIS categories 3 and 4.
A critical piece of information uncovered by this group is the presence of elevated shock index in female crash victims at rates greater than in male crash victims. Women crossed the shock threshold (SI > 1.0) at a lower ISS score in all injury regions. Women also crossed the shock threshold at fewer number of total injuries than men. However, the difference in SI converged as number of total injuries increased. This difference was most pronounced in patients under the age of 30 and in patients with pelvis injury.
Shock index is a useful tool in the rapid assessment of a trauma patient (
The normal ratio of heart rate to systolic blood pressure ranges between 0.5 and 0.7, with some sources accepting up to < 0.9 as within the range of normal. SI is a better predictor of shock than HR and SBP separately, and since not all blood loss is visible it is critical to identify hemorrhagic shock quickly (
As a traumatically injured patient's cardiac output declines due to blood loss, the body's tissues receive less oxygen than needed. This mismatch leads to multiple other compensatory mechanisms (peripheral vasoconstriction, anaerobic respiration, diversion of blood from non-critical organs to heart and brain) (
Higher SI was associated with worse injuries and with youth—the ability to compensate physiologically by increasing heart rate is stronger in younger patients. In addition, many patients above the age of 65 use medications inhibiting their ability to increase HR regardless of need (i.e., beta blockers), a variable not available in this database. Of note, even with lower injury severity scores, females had significantly higher shock indices regardless of injury region, except for stomach. This indicates either an inaccuracy in widely held standards in vital signs due to inattention to sex differences or a greater physiologic response to trauma in females, or another factor as yet unknown.
If female crash injury victims are entering shock states with lesser injury severity than male crash injury victims, this may have serious clinical implications. It suggests that female patients are somehow more susceptible to compromised hemodynamics and elevated SI after injury, which indicates a higher likelihood of transfusion, ICU stay, and mortality (
The implications of evidence showing greater physiologic distress in women with equivalent or lesser injuries from vehicle crash than men are potentially meaningful across a number of domains. From a clinician standpoint, increasing use of shock index as a tool to assess impending worsening of clinical status may result in earlier identification of those individuals in need of intervention or may signal a need to EMS personnel for greater haste, higher level of care, or preparation of a trauma center for their arrival (
From a vehicle safety and design standpoint, the implication of either lesser physiologic reserve or lower resilience in female occupants, greater vulnerability to injury, and increased likelihood of increasing shock index in certain injuries/injury patterns may require a re-evaluation of current practice in how safety and design are conceived and developed. Aside from the clear imperative to move forward in average-sized female dummy evolution and use, current standards in vehicle safety must include review of the impact of current equipment on those injuries for which females have increased risk of shock. Transparent, equity-focused research and design will require a commitment to eliminating disparities in crash injury from both manufacturing and legislation, areas which have, until recently, allowed these disparities to remain unaddressed.
Though research has begun to evaluate the differences in crash injury between male and female occupants, the majority of the work arises from the engineering field. This cross-disciplinary group sought to combine engineering and clinical expertise for a new perspective on how to approach reducing sex-related disparities in crash injury. By including a clinical standpoint, novel elements are integrated into existing research strategies, driving both disciplines to expand upon and amplify their understanding of the problem.
Prior research discusses the statistics related to differences in male/female crash injuries, but does not explain why they occur, nor does it examine the impact or significance of these differences, nor does it attempt to define the clinical relevance of sex-related crash injury disparities. By combining clinical and engineering-related data, contextualizing specific abdominal and pelvic injury patterns (chosen due to potential injury relationship with seat belts) could help narrow this gap in understanding. The unexpected finding of sex-related disparity in shock index provides incredible weight to the need for a convening of expertise directed toward the problem of sex-related crash injury differences, with the goal of parsing which elements of crash dynamics, human physiology, and current vehicle safety equipment are interacting to create these disparities. Further implications of investigating the clinical perspective of vehicle crash injury include discovery of how other differences in body types may contribute to unequal protection by vehicle safety equipment. There is a dearth of literature describing how height, weight, weight for height (BMI), age, and disability can be represented in current crash testing practices.
To understand possible root causes of disparity in crash injury, it is essential to briefly review the structure of legislation surrounding vehicle safety. Vehicle crash testing only requires two variations of adult-representative dummies, an average sized (50th percentile) male, and a small female (5th percentile) (
The initial frequency analysis used to begin the process of sorting through a large dataset does not reflect the full picture of individual injury pattern. This study focused on abdominal and pelvis trauma, but there are multiple other injuries that will need consideration in the context of shock index. Trauma center participation in the NTDB is voluntary and therefore these data do not constitute registry information from all trauma centers in the U.S. Patients who died prior to emergency room presentation as well as those who did not seek or receive care from a trauma center would also not be captured in this database. Data quality for study variables are limited by the NTDB data standard. In the NTDB use of beta blockers (or other medications and conditions affecting heart rate and blood pressure) is not documented which almost certainly affected the analysis of shock indices (the likely skew of beta blockers, for instance, would be in reducing the mean of SI in higher age groups). We were also not able to use the modified shock index, due to unavailability of diastolic blood pressure to calculate Mean Arterial Pressure. We were unable to account for any contextual information regarding the vehicle crash that may affect injury patterns such as direction, speed, or force of the crash, and the position of the patient in the vehicle relative to impact.
Women and men appear to have some differences in crash-related abdomen and pelvis injury, both in actual injury pattern and in their physiologic response to the trauma.
Though many of these differences are attenuated in different age groups, the finding that women have greater risk of shock across multiple injury types, severities, and ages indicates that even in comparable situations, women may be more vulnerable to the injuries they experience.
Injuries to bony pelvis, pelvic organs, liver, and stomach were more frequent in women than men, which may indicate a starting point for safety equipment evaluation.
With greater numbers of pelvis (bony, AIS 2–5), pelvis (organ, AIS 5), liver (AIS 2–5), and stomach injuries (AIS 3–4) in women, it is possible that some element of anatomical difference between male and female bodies is interacting with safety equipment in a way that increases these injuries. Since current vehicle safety equipment is designed for a standard male figure, the question of whether a female occupant may somehow be under-protected, either due to equipment fit (i.e., seat belt positioning) or because female occupants make out-of-standard adjustments to accommodate their size, proportions, or weight distribution (i.e., distance to steering wheel) needs further investigation. Female drivers are often considered “out-of-position,” but this designation of women as non-standard is the primary root of multiple inequities in research and design of daily-use, safety-related, or health-affecting equipment. The absence of female bodies as their own standard clearly has consequences, which in the case of vehicle crashes, can be serious and life-altering.
By elucidating the differences between male/female injury patterns and connecting them to male-preferential safety equipment, we may clear a path for research to pursue any number of vehicle occupant variations in injury and vehicle design; whether this will require improved dummy technology, computer modeling, or a combination of the two remains to be seen. Findings from the clinical approach described in this study can be used to address sex-based discrepancies in a critical area of injury-related public health, and can be used to prioritize future directions for sex-related crash injury research.
The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.
The studies involving humans were approved by IRB Medical College of Wisconsin. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation was not required from the participants or the participants' legal guardians/next of kin in accordance with the national legislation and institutional requirements.
SC: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Writing—original draft, Resources, Supervision, Writing—review & editing. KS: Formal analysis, Validation, Writing—review & editing. KD: Data curation, Formal analysis, Methodology, Writing—review & editing. CT: Data curation, Formal analysis, Methodology, Validation, Writing—original draft, Writing—review & editing. FP: Conceptualization, Formal analysis, Methodology, Supervision, Validation, Writing—review & editing.
The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This project was supported by the CTSI Team Science-Guided Integrated Clinical and Research Ensemble, National Center for Advancing Translational Sciences, National Institutes of Health, Award Number 2UL1 TR001436.
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.