• 文献检索
  • 文档翻译
  • 深度研究
  • 学术资讯
  • Suppr Zotero 插件Zotero 插件
  • 邀请有礼
  • 套餐&价格
  • 历史记录
应用&插件
Suppr Zotero 插件Zotero 插件浏览器插件Mac 客户端Windows 客户端微信小程序
定价
高级版会员购买积分包购买API积分包
服务
文献检索文档翻译深度研究API 文档MCP 服务
关于我们
关于 Suppr公司介绍联系我们用户协议隐私条款
关注我们

Suppr 超能文献

核心技术专利:CN118964589B侵权必究
粤ICP备2023148730 号-1Suppr @ 2026

文献检索

告别复杂PubMed语法,用中文像聊天一样搜索,搜遍4000万医学文献。AI智能推荐,让科研检索更轻松。

立即免费搜索

文件翻译

保留排版,准确专业,支持PDF/Word/PPT等文件格式,支持 12+语言互译。

免费翻译文档

深度研究

AI帮你快速写综述,25分钟生成高质量综述,智能提取关键信息,辅助科研写作。

立即免费体验

使用逻辑LASSO回归预测创伤护理中早期急诊血管内治疗的新评分

Novel score for predicting early emergency endovascular therapy in trauma care using logistic LASSO regression.

作者信息

Yokoyama Taro, Nakahara Shinji, Kondo Hiroshi, Miyake Yasufumi, Sakamoto Tetsuya

机构信息

Department of Emergency Medicine Teikyo University School of Medicine Tokyo Japan.

Graduate School of Health Innovation Kanagawa University of Human Services Kawasaki Japan.

出版信息

Acute Med Surg. 2022 Aug 2;9(1):e774. doi: 10.1002/ams2.774. eCollection 2022 Jan-Dec.

DOI:10.1002/ams2.774
PMID:35928218
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC9345292/
Abstract

AIM

To support decision-making for early interventional radiology, this study aimed to derive and validate a novel and simple scoring system for predicting the necessity of interventional radiology therapies in trauma patients.

METHODS

This retrospective study used data derived from the medical records of patients with severe traumatic injuries treated at a tertiary-level emergency institution. The score was derived from 168 patients treated between April 2015 and October 2016 and validated using data from 68 patients treated between November 2016 and July 2017. Logistic "least absolute shrinkage and selection operator (LASSO)" regression was used to select predictors. In order to compose the score, odds ratios derived from the logistic model were simplified to integer score coefficients. The score was evaluated using the area under the receiver operating characteristic curve. The best cut-off point for the score was determined using Youden's index, and sensitivity and specificity were calculated.

RESULTS

The derived score comprised three predictors (systolic blood pressure, positive findings in abdominal ultrasound assessment, and pelvic fracture) and ranged from 0 to 30. On validation, the area under the receiver operating characteristic curve for the score was 0.86 (95% confidence interval, 0.64-1.00). The sensitivity and specificity were 80% and 89%, respectively, with a cut-off point of 3.

CONCLUSION

This simple score, requiring variables obtainable immediately after hospital arrival, could aid in facilitating early interventional radiology team activation.

摘要

目的

为支持早期介入放射学的决策制定,本研究旨在推导并验证一种新颖且简单的评分系统,用于预测创伤患者介入放射学治疗的必要性。

方法

这项回顾性研究使用了来自一家三级急诊机构治疗的严重创伤患者病历的数据。该评分源自2015年4月至2016年10月期间治疗的168例患者,并使用2016年11月至2017年7月期间治疗的68例患者的数据进行验证。采用逻辑“最小绝对收缩和选择算子(LASSO)”回归来选择预测因子。为了构成该评分,将逻辑模型得出的比值比简化为整数评分系数。使用受试者操作特征曲线下的面积来评估该评分。使用约登指数确定该评分的最佳临界点,并计算敏感性和特异性。

结果

得出的评分包含三个预测因子(收缩压、腹部超声评估阳性结果和骨盆骨折),范围为0至30。在验证时,该评分的受试者操作特征曲线下面积为0.86(95%置信区间,0.64 - 1.00)。敏感性和特异性分别为80%和89%,临界点为3。

结论

这个简单的评分,只需入院后即可立即获得的变量,有助于促进早期介入放射学团队的启动。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af81/9345292/f128d82e2356/AMS2-9-e774-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af81/9345292/f128d82e2356/AMS2-9-e774-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/af81/9345292/f128d82e2356/AMS2-9-e774-g001.jpg

相似文献

1
Novel score for predicting early emergency endovascular therapy in trauma care using logistic LASSO regression.使用逻辑LASSO回归预测创伤护理中早期急诊血管内治疗的新评分
Acute Med Surg. 2022 Aug 2;9(1):e774. doi: 10.1002/ams2.774. eCollection 2022 Jan-Dec.
2
Derivation and Validation of a Score Using Prehospital Data to Identify Adults With Trauma Requiring Early Laparotomy.利用院前数据推导和验证用于识别需要早期剖腹手术的创伤成年患者的评分系统。
JAMA Netw Open. 2022 Jan 4;5(1):e2145860. doi: 10.1001/jamanetworkopen.2021.45860.
3
Development and validation of a novel predictive score for sepsis risk among trauma patients.开发并验证一种新的创伤患者脓毒症风险预测评分。
World J Emerg Surg. 2019 Mar 12;14:11. doi: 10.1186/s13017-019-0231-8. eCollection 2019.
4
[Establishment and validation of a risk prediction model for disseminated intravascular coagulation patients with electrical burns].[电烧伤并发弥散性血管内凝血患者风险预测模型的建立与验证]
Zhonghua Shao Shang Yu Chuang Mian Xiu Fu Za Zhi. 2023 Aug 20;39(8):738-745. doi: 10.3760/cma.j.cn501225-20230419-00132.
5
Development and prospective validation of a novel risk score for predicting the risk of lower extremity deep vein thrombosis among multiple trauma patients.开发并前瞻性验证一种新的风险评分,用于预测多发创伤患者下肢深静脉血栓形成的风险。
Thromb Res. 2021 May;201:116-122. doi: 10.1016/j.thromres.2021.02.020. Epub 2021 Feb 27.
6
Predicting the need for massive transfusion in trauma patients: the Traumatic Bleeding Severity Score.预测创伤患者大量输血的需求:创伤性出血严重程度评分。
J Trauma Acute Care Surg. 2014 May;76(5):1243-50. doi: 10.1097/TA.0000000000000200.
7
Comparative study of two models predicting the risk of deep vein thrombosis progression in spinal trauma patients after operation.两种模型预测术后脊柱创伤患者深静脉血栓进展风险的比较研究。
Clin Neurol Neurosurg. 2024 Jan;236:108072. doi: 10.1016/j.clineuro.2023.108072. Epub 2023 Nov 29.
8
[A new score system for prediction of death in patients with severe trauma: the value of death warning score].[一种用于预测严重创伤患者死亡的新评分系统:死亡预警评分的价值]
Zhonghua Wei Zhong Bing Ji Jiu Yi Xue. 2015 Nov;27(11):890-4.
9
Traumatic aortic injury score (TRAINS): an easy and simple score for early detection of traumatic aortic injuries in major trauma patients with associated blunt chest trauma.创伤性主动脉损伤评分(TRAINS):一种用于检测伴有钝性胸部创伤的严重创伤患者早期创伤性主动脉损伤的简便评分方法。
Intensive Care Med. 2012 Sep;38(9):1487-96. doi: 10.1007/s00134-012-2596-y. Epub 2012 May 23.
10
The Extremity/Mechanism/Shock Index/GCS (EMS-G) score: A novel pre-hospital scoring system for early and appropriate MTP activation.创伤/机制/冲击指数/格拉斯哥昏迷评分(EMS-G):一种新型的院前评分系统,用于早期和适当的 MTP 激活。
Am J Surg. 2019 Dec;218(6):1195-1200. doi: 10.1016/j.amjsurg.2019.08.019. Epub 2019 Sep 10.

引用本文的文献

1
Predictability comparison of sizing parameters for postoperative vault after implantable Collamer lens implantation.可植入 Collamer 透镜植入术后拱顶术后尺寸参数的可预测性比较。
Graefes Arch Clin Exp Ophthalmol. 2024 Jul;262(7):2329-2336. doi: 10.1007/s00417-024-06408-x. Epub 2024 Feb 20.
2
Exploring factors influencing farmers' health self-assessment in China based on the LASSO method.基于 LASSO 方法探讨影响中国农民健康自评的因素。
BMC Public Health. 2024 Jan 31;24(1):333. doi: 10.1186/s12889-024-17809-2.
3
Predicting high-intensity resuscitation needs in injured patients in the post-hemostasis phase of care following intervention.

本文引用的文献

1
Eastern Association for the Surgery of Trauma (EAST) practice management guidelines and the perpetual quest for excellence.东部创伤外科学会(EAST)实践管理指南与对卓越的不懈追求。
J Trauma Acute Care Surg. 2020 Jul;89(1):1-10. doi: 10.1097/TA.0000000000002709.
2
Society of Interventional Radiology Position Statement on Endovascular Intervention for Trauma.介入放射学会关于创伤血管内介入治疗的立场声明。
J Vasc Interv Radiol. 2020 Mar;31(3):363-369.e2. doi: 10.1016/j.jvir.2019.11.012. Epub 2020 Jan 14.
3
Access to Safe, Timely, and Affordable Surgical Care in Uganda: A Stratified Randomized Evaluation of Nationwide Public Sector Surgical Capacity and Core Surgical Indicators.
预测干预后止血期护理中受伤患者对高强度复苏的需求。
J Trauma Acute Care Surg. 2024 Apr 1;96(4):611-617. doi: 10.1097/TA.0000000000004156. Epub 2023 Nov 20.
乌干达获得安全、及时且可负担的外科护理:对全国公共部门外科手术能力和核心外科指标的分层随机评估。
World J Surg. 2018 Aug;42(8):2303-2313. doi: 10.1007/s00268-018-4485-1.
4
The Survival Benefit of a Novel Trauma Workflow that Includes Immediate Whole-body Computed Tomography, Surgery, and Interventional Radiology, All in One Trauma Resuscitation Room: A Retrospective Historical Control Study.新型创伤工作流程的生存获益,包括立即进行全身计算机断层扫描、手术和介入放射学,均在一个创伤复苏室完成:一项回顾性历史对照研究。
Ann Surg. 2019 Feb;269(2):370-376. doi: 10.1097/SLA.0000000000002527.
5
A meta-analysis of the efficacy of whole-body computed tomography imaging in the management of trauma and injury.全身计算机断层扫描成像在创伤和损伤管理中疗效的荟萃分析。
Injury. 2017 Aug;48(8):1784-1793. doi: 10.1016/j.injury.2017.06.003. Epub 2017 Jun 9.
6
Defining the diagnostic divide: an analysis of registered radiological equipment resources in a low-income African country.界定诊断差距:对一个低收入非洲国家注册放射设备资源的分析
Pan Afr Med J. 2016 Oct 20;25:99. doi: 10.11604/pamj.2016.25.99.9736. eCollection 2016.
7
Pelvic trauma: WSES classification and guidelines.骨盆创伤:WSES 分类与指南。
World J Emerg Surg. 2017 Jan 18;12:5. doi: 10.1186/s13017-017-0117-6. eCollection 2017.
8
Immediate total-body CT scanning versus conventional imaging and selective CT scanning in patients with severe trauma (REACT-2): a randomised controlled trial.即刻全身 CT 扫描与常规成像和选择性 CT 扫描对严重创伤患者的比较(REACT-2):一项随机对照试验。
Lancet. 2016 Aug 13;388(10045):673-83. doi: 10.1016/S0140-6736(16)30932-1. Epub 2016 Jun 28.
9
The role of interventional radiology in abdominopelvic trauma.介入放射学在腹盆腔创伤中的作用。
Br J Radiol. 2016;89(1061):20150866. doi: 10.1259/bjr.20150866. Epub 2016 Jan 5.
10
How to develop a more accurate risk prediction model when there are few events.当事件数量较少时,如何开发一个更准确的风险预测模型。
BMJ. 2015 Aug 11;351:h3868. doi: 10.1136/bmj.h3868.