Derivation and Validation of a Clinical Prediction Rule for Upper Limb Functional Outcomes After Traumatic Cervical Spinal Cord Injury

医学 脊髓损伤 四肢瘫痪 物理医学与康复 物理疗法 逻辑回归 回顾性队列研究 功能独立性测度 队列 损伤严重程度评分 康复 脊髓 外科 毒物控制 伤害预防 内科学 急诊医学 精神科
作者
Saad Javeed,Jacob K. Greenberg,Justin K. Zhang,Christopher F. Dibble,Jawad M. Khalifeh,Ying Liu,Thomas J. Wilson,Lynda J.‐S. Yang,Yikyung Park,Wilson Z. Ray
出处
期刊:JAMA network open [American Medical Association]
卷期号:5 (12): e2247949-e2247949 被引量:12
标识
DOI:10.1001/jamanetworkopen.2022.47949
摘要

Importance Traumatic cervical spinal cord injury (SCI) can result in debilitating paralysis. Following cervical SCI, accurate early prediction of upper limb recovery can serve an important role in guiding the appropriateness and timing of reconstructive therapies. Objective To develop a clinical prediction rule to prognosticate upper limb functional recovery after cervical SCI. Design, Setting, and Participants This prognostic study was a retrospective review of a longitudinal cohort study including patients enrolled in the National SCI model systems (SCIMS) database in US. Eligible patients were 15 years or older with tetraplegia (neurological level of injury C1-C8, American Spinal Cord Injury Association [ASIA] impairment scale [AIS] A-D), with early (within 1 month of SCI) and late (1-year follow-up) clinical examinations from 2011 to 2016. The data analysis was conducted from September 2021 to June 2022. Main Outcomes and Measures The primary outcome was a composite of dependency in eating, bladder management, transfers, and locomotion domains of functional independence measure at 1-year follow-up. Each domain ranges from 1 to 7 with a lower score indicating greater functional dependence. Composite dependency was defined as a score of 4 or higher in at least 3 chosen domains. Multivariable logistic regression was used to predict the outcome based on early neurological variables. Discrimination was quantified using C statistics, and model performance was internally validated with bootstrapping and 10-fold cross-validation. The performance of the prediction score was compared with AIS grading. Data were split into derivation (2011-2014) and temporal-validation (2015-2016) cohorts. Results Among 2373 patients with traumatic cervical SCI, 940 had complete 1-year outcome data (237 patients [25%] aged 60 years or older; 753 men [80%]). The primary outcome was present in 118 patients (13%), which included 92 men (78%), 83 (70%) patients who were younger than 60 years, and 73 (62%) patients experiencing AIS grade A SCI. The variables significantly associated with the outcome were age (age 60 years or older: OR, 2.31; 95% CI, 1.26-4.19), sex (men: OR, 0.60; 95% CI, 0.31-1.17), light-touch sensation at C5 (OR, 0.44; 95% CI, 0.44-1.01) and C8 (OR, 036; 95% CI, 0.24-0.53) dermatomes, and motor scores of the elbow flexors (C5) (OR, 0.74; 95% CI, 0.60-0.89) and wrist extensors (C6) (OR, 0.61; 95% CI, 0.49-0.75). A multivariable model including these variables had excellent discrimination in distinguishing dependent from independent patients in the temporal-validation cohort ( C statistic, 0.90; 95% CI, 0.88-0.93). A clinical prediction score (range, 0 to 45 points) was developed based on these measures, with higher scores increasing the probability of dependency. The discrimination of the prediction score was significantly higher than from AIS grading (change in AUC, 0.14; 95% CI, 0.10-0.18; P < .001). Conclusions and Relevance The findings of this study suggest that this prediction rule may help prognosticate upper limb function following cervical SCI. This tool can be used to set patient expectations, rehabilitation goals, and aid decision-making regarding the appropriateness and timing for upper limb reconstructive surgeries.
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
科研通AI6.4应助FGGFGGU采纳,获得10
刚刚
1秒前
我是老大应助可爱的飞瑶采纳,获得10
1秒前
莹莹发布了新的文献求助10
1秒前
orixero应助美丽萝莉采纳,获得10
2秒前
yuanshan关注了科研通微信公众号
2秒前
木木林完成签到 ,获得积分10
2秒前
臧晓蕾发布了新的文献求助10
2秒前
2秒前
xW12123发布了新的文献求助10
2秒前
乔木完成签到,获得积分10
3秒前
molihuakai应助科学小小人采纳,获得10
3秒前
无私醉蝶发布了新的文献求助10
4秒前
4秒前
小马甲应助WJ采纳,获得10
4秒前
无花果应助Bokuto采纳,获得10
5秒前
TOPLi发布了新的文献求助10
5秒前
5秒前
半世千秋发布了新的文献求助10
5秒前
舒服的初雪完成签到,获得积分10
5秒前
不知名网友要某某完成签到 ,获得积分10
5秒前
欧米伽发布了新的文献求助10
5秒前
冷酷钢笔发布了新的文献求助10
7秒前
7秒前
二二完成签到,获得积分10
8秒前
gjy完成签到,获得积分10
8秒前
how发布了新的文献求助10
8秒前
8秒前
臧晓蕾完成签到,获得积分20
8秒前
9秒前
Cynthia完成签到,获得积分10
9秒前
YuZhang发布了新的文献求助10
10秒前
polen发布了新的文献求助10
10秒前
坚定向彤完成签到,获得积分10
10秒前
米嘉晨发布了新的文献求助10
10秒前
gyusbjshaxb发布了新的文献求助10
10秒前
朴素的天薇完成签到,获得积分10
10秒前
YSSY完成签到,获得积分10
11秒前
研友_VZG7GZ应助裁缝采纳,获得10
11秒前
12秒前
高分求助中
Overcoming Stigma and Bias in Obesity Management 800
Malcolm Fraser : a biography 700
Signals, Systems, and Signal Processing 610
Materials selection in mechanical design 500
Bounds for Statistical Estimation in Semiparametric Models 500
Forced degradation and stability indicating LC method for Letrozole: A stress testing guide 500
Ideology and Meaning-Making under the Putin Regime 450
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 物理 内科学 复合材料 催化作用 物理化学 光电子学 电极 细胞生物学 基因 无机化学
热门帖子
关注 科研通微信公众号,转发送积分 6478602
求助须知:如何正确求助?哪些是违规求助? 8280115
关于积分的说明 17659941
捐赠科研通 5561094
什么是DOI,文献DOI怎么找? 2911191
邀请新用户注册赠送积分活动 1888194
关于科研通互助平台的介绍 1742021