Real-world study for identifying the predictive factors of surgical intervention and the value of magnetic resonance imaging in patients with low back pain

医学 列线图 磁共振成像 一致性 逻辑回归 队列 放射科 物理疗法 内科学
作者
Hui Wang,Chang Liu,Zhou Meng,Wenxian Zhou,Tao Chen,Kai Zhang,Aimin Wu
出处
期刊:Quantitative imaging in medicine and surgery [AME Publishing Company]
卷期号:12 (3): 1830-1843 被引量:3
标识
DOI:10.21037/qims-21-584
摘要

Low back pain (LBP) is a prevalent disease and can be disabling. Currently, many patients with LBP with or without radiculopathy commonly undergo magnetic resonance imaging (MRI) for diagnosis and therapeutic assessment, yet the final intervention is mainly centered around nonoperative treatment. This study's aim was to identify the predictive factors of surgical treatment and the value of MRI in patients with LBP with or without radiculopathy.The study included a training cohort that consisted of 461 patients with MRI from January 2014 to December 2018. Demographic characteristics and MRI findings were collected from our medical records. We developed and validated 2 nomograms to predict the possibility of receiving surgical treatment in LBP patients, based on multivariable logistic regression analysis. The performance of the 2 nomograms was assessed in terms of their calibration, discrimination, and clinical usefulness. An independent validation cohort containing 163 patients was comparatively analyzed.The baseline model incorporated 6 clinicopathological variables, while the MRI model consisted of 9 variables including several MRI findings. Internal validation revealed the good performance of the 2 nomograms in discrimination and calibration, with a concordance index (C-index) of 0.799 (95% CI: 0.743-0.855) for the baseline model and 0.834 (95% CI: 0.783-0.884) for the MRI model, which showed that the addition of MRI findings to the nomogram failed to achieve better prognostic value (Z statistic =-1.509; P=0.131). Application of the 2 models in the validation cohort also showed good discrimination (baseline model: C-index 0.75, 95% CI: 0.671-0.829; MRI model: C-index 0.777, 95% CI: 0.696-0.857) and calibration. No significant predictive benefit was found in the MRI model in the validation cohort (Z statistic =-0.588; P=0.557).This study showed that clinical demographic characteristics provide good prognostic value to determine whether LBP patients with or without radiculopathy require surgical treatment. The addition of MRI findings yielded no significantly incremental prognostic value.

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
1秒前
1秒前
两个轮发布了新的文献求助10
2秒前
妮妮发布了新的文献求助10
5秒前
6秒前
6秒前
6秒前
小林发布了新的文献求助10
10秒前
六月六发布了新的文献求助50
11秒前
内向凝芙完成签到,获得积分10
13秒前
研友_VZG7GZ应助pcr采纳,获得10
14秒前
aero完成签到 ,获得积分10
15秒前
李健应助eyou采纳,获得10
18秒前
18秒前
科研通AI5应助呆萌的丹妗采纳,获得10
19秒前
你要学好完成签到 ,获得积分10
20秒前
星空_完成签到 ,获得积分10
20秒前
20秒前
zwy完成签到 ,获得积分10
22秒前
22秒前
qqqq发布了新的文献求助10
23秒前
kekejiang发布了新的文献求助10
24秒前
25秒前
wcf发布了新的文献求助10
25秒前
25秒前
pcr发布了新的文献求助10
27秒前
29秒前
滕侑林发布了新的文献求助10
30秒前
30秒前
chen发布了新的文献求助30
31秒前
178862708完成签到 ,获得积分10
32秒前
李振华发布了新的文献求助10
33秒前
天天快乐应助小吕快跑采纳,获得10
33秒前
33秒前
安康完成签到,获得积分10
33秒前
tanglu发布了新的文献求助10
33秒前
34秒前
sam完成签到,获得积分10
34秒前
pcr163应助科研通管家采纳,获得30
35秒前
李健应助科研通管家采纳,获得10
35秒前
高分求助中
Les Mantodea de Guyane Insecta, Polyneoptera 2500
Technologies supporting mass customization of apparel: A pilot project 450
A China diary: Peking 400
Brain and Heart The Triumphs and Struggles of a Pediatric Neurosurgeon 400
Cybersecurity Blueprint – Transitioning to Tech 400
Mixing the elements of mass customisation 400
Периодизация спортивной тренировки. Общая теория и её практическое применение 310
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3784481
求助须知:如何正确求助?哪些是违规求助? 3329665
关于积分的说明 10242830
捐赠科研通 3045021
什么是DOI,文献DOI怎么找? 1671569
邀请新用户注册赠送积分活动 800396
科研通“疑难数据库(出版商)”最低求助积分说明 759391