Risk factors related to traumatic spinal cord injury outcomes: An analysis of the US National Trauma Data Bank.

IF 1.5 4区 医学 Q3 CLINICAL NEUROLOGY Journal of Spinal Cord Medicine Pub Date : 2026-01-01 Epub Date: 2025-04-07 DOI:10.1080/10790268.2024.2417118
Alexa R Lauinger, Samuel Blake, Alan Fullenkamp, Gregory M Polites, Paul M Arnold
{"title":"Risk factors related to traumatic spinal cord injury outcomes: An analysis of the US National Trauma Data Bank.","authors":"Alexa R Lauinger, Samuel Blake, Alan Fullenkamp, Gregory M Polites, Paul M Arnold","doi":"10.1080/10790268.2024.2417118","DOIUrl":null,"url":null,"abstract":"<p><strong>Introduction: </strong>Traumatic spinal cord injuries (TSCIs) are associated with high morbidity rates that can affect motor, sensory, and autonomic function. SCIs commonly result from sports, motor vehicle accidents, and other blunt traumas.</p><p><strong>Objective: </strong>To determine risk factors for in-hospital mortality, in-hospital complications, and increased length of stay (LOS) following TSCI.</p><p><strong>Methods: </strong>Data from the United States (US) National Trauma Data Bank (NTDB) from 2017 to 2021 was collected and used to assess risk factors for increased in-hospital mortality, complications, and hospital length of stay. Univariable analysis was completed on the 2017-2018 data. Variable importance was calculated, and a logistic regression was performed using the most important variables. Internal and external validation was completed using a testing cohort and 2020-2021 data.</p><p><strong>Results: </strong>Spinal fusion was associated with decreased mortality but increased complications and LOS. Increased age and injury severity score was associated with increased mortality, complications, and LOS, while the emergency department Glasgow Coma Score was inversely related to all outcomes. Each model had moderate to high prediction ability based on internal area under the curves (AUCs) ranging from 0.757 to 0.899 and external AUCs between 0.744 and 0.884.</p><p><strong>Conclusion: </strong>Understanding the factors that contribute to poorer outcomes following TSCI can help inform physicians of best treatment practices and patient prognosis. We highlighted five risk factors that correlate with short-term patient outcomes. Future research will further explore how treatment can impact both short - and long-term outcomes.</p>","PeriodicalId":50044,"journal":{"name":"Journal of Spinal Cord Medicine","volume":" ","pages":"196-205"},"PeriodicalIF":1.5000,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Spinal Cord Medicine","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1080/10790268.2024.2417118","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/4/7 0:00:00","PubModel":"Epub","JCR":"Q3","JCRName":"CLINICAL NEUROLOGY","Score":null,"Total":0}
引用次数: 0

Abstract

Introduction: Traumatic spinal cord injuries (TSCIs) are associated with high morbidity rates that can affect motor, sensory, and autonomic function. SCIs commonly result from sports, motor vehicle accidents, and other blunt traumas.

Objective: To determine risk factors for in-hospital mortality, in-hospital complications, and increased length of stay (LOS) following TSCI.

Methods: Data from the United States (US) National Trauma Data Bank (NTDB) from 2017 to 2021 was collected and used to assess risk factors for increased in-hospital mortality, complications, and hospital length of stay. Univariable analysis was completed on the 2017-2018 data. Variable importance was calculated, and a logistic regression was performed using the most important variables. Internal and external validation was completed using a testing cohort and 2020-2021 data.

Results: Spinal fusion was associated with decreased mortality but increased complications and LOS. Increased age and injury severity score was associated with increased mortality, complications, and LOS, while the emergency department Glasgow Coma Score was inversely related to all outcomes. Each model had moderate to high prediction ability based on internal area under the curves (AUCs) ranging from 0.757 to 0.899 and external AUCs between 0.744 and 0.884.

Conclusion: Understanding the factors that contribute to poorer outcomes following TSCI can help inform physicians of best treatment practices and patient prognosis. We highlighted five risk factors that correlate with short-term patient outcomes. Future research will further explore how treatment can impact both short - and long-term outcomes.

查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
与创伤性脊髓损伤结果相关的危险因素:美国国家创伤数据库分析。
外伤性脊髓损伤(TSCIs)具有高发病率,可影响运动、感觉和自主神经功能。SCIs通常由运动、机动车事故和其他钝性创伤引起。目的:确定TSCI后住院死亡率、住院并发症和住院时间延长的危险因素。方法:收集美国(US)国家创伤数据库(NTDB) 2017年至2021年的数据,用于评估院内死亡率、并发症和住院时间增加的危险因素。对2017-2018年数据进行单变量分析。计算变量重要性,并使用最重要的变量进行逻辑回归。使用测试队列和2020-2021年的数据完成了内部和外部验证。结果:脊柱融合术死亡率降低,但并发症和LOS增加。年龄和损伤严重程度评分的增加与死亡率、并发症和LOS的增加相关,而急诊科格拉斯哥昏迷评分与所有结果呈负相关。各模型曲线下面积(auc)在0.757 ~ 0.899之间,曲线下面积(auc)在0.744 ~ 0.884之间,具有中高的预测能力。结论:了解导致TSCI预后较差的因素可以帮助医生了解最佳治疗方法和患者预后。我们强调了与患者短期预后相关的五个风险因素。未来的研究将进一步探索治疗如何影响短期和长期的结果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
Journal of Spinal Cord Medicine
Journal of Spinal Cord Medicine 医学-临床神经学
CiteScore
4.20
自引率
5.90%
发文量
101
审稿时长
6-12 weeks
期刊介绍: For more than three decades, The Journal of Spinal Cord Medicine has reflected the evolution of the field of spinal cord medicine. From its inception as a newsletter for physicians striving to provide the best of care, JSCM has matured into an international journal that serves professionals from all disciplines—medicine, nursing, therapy, engineering, psychology and social work.
期刊最新文献
Incidence, timing, and risk factors for development of gastrointestinal bleeding in acute traumatic spinal cord injury: A systematic review. Feasibility and safety of two weeks of blood flow restriction exercise in individuals with spinal cord injury. Validation of the Patient Activation Measure (PAM-13) among individuals with chronic spinal cord injury in mainland China. Health care disparities in complication and mortality rates following surgical management of cauda equina syndrome in New York State. Complete spinal cord injury due to acute non-traumatic cervical disc herniation and associated epidural haematoma: A case report.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1