A multidimensional nomogram combining clinical factors and imaging features to predict 1-year recurrence of low back pain with or without radicular pain after spinal manipulation/mobilization.

IF 2 4区 医学 Q2 REHABILITATION
Dai Sun, Yang-Yang Liu, Dan Luo, Ye-Qi Wu, Zhi-Qiang Yan, Yun-Qi Liang, Xue-Yan Huang, Jia-Long Lin, Hua-Song Luo, Rui Wang
{"title":"A multidimensional nomogram combining clinical factors and imaging features to predict 1-year recurrence of low back pain with or without radicular pain after spinal manipulation/mobilization.","authors":"Dai Sun, Yang-Yang Liu, Dan Luo, Ye-Qi Wu, Zhi-Qiang Yan, Yun-Qi Liang, Xue-Yan Huang, Jia-Long Lin, Hua-Song Luo, Rui Wang","doi":"10.1186/s12998-023-00500-5","DOIUrl":null,"url":null,"abstract":"<p><strong>Background: </strong>In this retrospective study, we aimed to develop a nomogram to predict recurrence during a 1-year period of spinal manipulation/mobilization (SM/M) in patients with low back pain (LBP) with greater pain intensity, more severe comorbid conditions, or a neuropathic component.</p><p><strong>Methods: </strong>A total of 786 consecutive patients with LBP treated with SM/M as primary therapy were divided into training (n = 545) and validation (n = 241) sets. Cox regression analyses were used to assess the relative value of clinical factors and lumbar magnetic resonance imaging features associated with recurrence during the 1-year period. Predictors of recurrence with significant differences were used to construct a nomogram in the training set. We evaluated the performance of the model on the training and validation sets to determine its discriminative ability, calibration, and clinical utility. The prognostic value of the nomogram for predicting recurrence was assessed using Kaplan-Meier analysis and time-dependent receiver operating characteristic analyses.</p><p><strong>Results: </strong>A nomogram comprising hospitalization time, previous history of LBP, disease duration, lumbar range of motion, lower extremity tendon reflex, muscle strength, ratio of herniation to uncompressed dural sac area, and Pfirrmann classification was established for recurrence during a 1-year period after SM/M in patients with LBP. Favorable calibration and discrimination were observed in the nomogram training and validation sets (C-index 0.753 and 0.779, respectively). Decision curve analysis confirmed the clinical utility of the nomogram. Over a 1-year period, the nomogram showed satisfactory performance in predicting recurrence in LBP after SM/M.</p><p><strong>Conclusion: </strong>We established and validated a novel nomogram that can accurately predict a patient's risk of LBP recurrence following SM/M. This realistic prognostic model may aid doctors and therapists in their decision-making process and strategy optimization for non-surgical treatment of LBP using SM/M.</p>","PeriodicalId":48572,"journal":{"name":"Chiropractic & Manual Therapies","volume":null,"pages":null},"PeriodicalIF":2.0000,"publicationDate":"2023-08-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10416529/pdf/","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Chiropractic & Manual Therapies","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1186/s12998-023-00500-5","RegionNum":4,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q2","JCRName":"REHABILITATION","Score":null,"Total":0}
引用次数: 0

Abstract

Background: In this retrospective study, we aimed to develop a nomogram to predict recurrence during a 1-year period of spinal manipulation/mobilization (SM/M) in patients with low back pain (LBP) with greater pain intensity, more severe comorbid conditions, or a neuropathic component.

Methods: A total of 786 consecutive patients with LBP treated with SM/M as primary therapy were divided into training (n = 545) and validation (n = 241) sets. Cox regression analyses were used to assess the relative value of clinical factors and lumbar magnetic resonance imaging features associated with recurrence during the 1-year period. Predictors of recurrence with significant differences were used to construct a nomogram in the training set. We evaluated the performance of the model on the training and validation sets to determine its discriminative ability, calibration, and clinical utility. The prognostic value of the nomogram for predicting recurrence was assessed using Kaplan-Meier analysis and time-dependent receiver operating characteristic analyses.

Results: A nomogram comprising hospitalization time, previous history of LBP, disease duration, lumbar range of motion, lower extremity tendon reflex, muscle strength, ratio of herniation to uncompressed dural sac area, and Pfirrmann classification was established for recurrence during a 1-year period after SM/M in patients with LBP. Favorable calibration and discrimination were observed in the nomogram training and validation sets (C-index 0.753 and 0.779, respectively). Decision curve analysis confirmed the clinical utility of the nomogram. Over a 1-year period, the nomogram showed satisfactory performance in predicting recurrence in LBP after SM/M.

Conclusion: We established and validated a novel nomogram that can accurately predict a patient's risk of LBP recurrence following SM/M. This realistic prognostic model may aid doctors and therapists in their decision-making process and strategy optimization for non-surgical treatment of LBP using SM/M.

Abstract Image

Abstract Image

Abstract Image

结合临床因素和影像学特征的多维图预测脊柱操作/活动后伴有或不伴有神经根痛的腰痛1年复发。
背景:在这项回顾性研究中,我们的目的是开发一种图来预测腰痛(LBP)患者在1年的脊柱操作/活动(SM/M)期间的复发,这些患者具有更大的疼痛强度、更严重的合并症或神经病变成分。方法:连续786例以SM/M为主治疗的腰痛患者分为训练组(n = 545)和验证组(n = 241)。采用Cox回归分析评估1年内与复发相关的临床因素和腰椎磁共振成像特征的相对价值。使用具有显著差异的复发预测因子在训练集中构建nomogram。我们评估了该模型在训练集和验证集上的性能,以确定其判别能力、校准和临床实用性。使用Kaplan-Meier分析和随时间变化的受者工作特征分析评估nomogram预测复发的预后价值。结果:针对腰痛患者SM/M后1年内的复发,建立了包括住院时间、腰痛病史、病程、腰椎活动度、下肢肌腱反射、肌肉力量、突出与未压迫硬膜囊面积之比和Pfirrmann分类的nomogram。nomogram training set和validation set的C-index分别为0.753和0.779。决策曲线分析证实了nomogram的临床应用价值。在1年的时间里,nomogram在预测SM/M术后LBP复发方面表现出令人满意的效果。结论:我们建立并验证了一种新的nomogram,可以准确预测SM/M术后患者LBP复发的风险。这种现实的预后模型可以帮助医生和治疗师在使用SM/M非手术治疗LBP的决策过程和策略优化。
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 求助全文
来源期刊
Chiropractic & Manual Therapies
Chiropractic & Manual Therapies Medicine-Complementary and Alternative Medicine
CiteScore
3.20
自引率
15.80%
发文量
48
审稿时长
20 weeks
期刊介绍: Chiropractic & Manual Therapies publishes manuscripts on all aspects of evidence-based information that is clinically relevant to chiropractors, manual therapists and related health care professionals. Chiropractic & Manual Therapies is an open access journal that aims to provide chiropractors, manual therapists and related health professionals with clinically relevant, evidence-based information. Chiropractic and other manual therapies share a relatively broad diagnostic practice and treatment scope, emphasizing the structure and function of the body''s musculoskeletal framework (especially the spine). The practices of chiropractic and manual therapies are closely associated with treatments including manipulation, which is a key intervention. The range of services provided can also include massage, mobilisation, physical therapies, dry needling, lifestyle and dietary counselling, plus a variety of other associated therapeutic and rehabilitation approaches. Chiropractic & Manual Therapies continues to serve as a critical resource in this field, and as an open access publication, is more readily available to practitioners, researchers and clinicians worldwide.
×
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
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
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 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信