• 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

运用机器学习方法探究腰椎融合术后术前体能与术后结局的相关性。

Exploring Associations of Preoperative Physical Performance With Postoperative Outcomes After Lumbar Spinal Fusion: A Machine Learning Approach.

机构信息

Department of Orthopaedics and Research School Caphri, Maastricht University Medical Center, Maastricht; Department of Orthopaedics, VieCuri Medical Center, Venlo.

GROW-School for Oncology and Developmental Biology, Department of Radiation Oncology (MAASTRO), Maastricht University Medical Center, Maastricht.

出版信息

Arch Phys Med Rehabil. 2021 Jul;102(7):1324-1330.e3. doi: 10.1016/j.apmr.2021.02.013. Epub 2021 Mar 9.

DOI:10.1016/j.apmr.2021.02.013
PMID:33711278
Abstract

OBJECTIVE

To explore the association between preoperative physical performance with short- and long-term postoperative outcomes in patients undergoing lumbar spinal fusion (LSF).

DESIGN

Retrospective cohort.

SETTING

University hospital.

PARTICIPANTS

Seventy-seven patients (N=77) undergoing elective LSF were preoperatively screened on patient demographics, patient-reported outcome measures, and physical performance measures (movement control, back muscle endurance strength and extensor strength, aerobic capacity, flexibility).

INTERVENTIONS

Not applicable.

MAIN OUTCOME MEASURES

Associations between preoperative variables and inpatient functional recovery, hospital length of stay (LOS), and 1- to 2-year postoperative pain reduction were explored using random forest analyses assessing the relative influence of the variable on the outcome.

RESULTS

Aerobic capacity was associated with fast functional recovery <4 days and prolonged functional recovery >5 days (median z scores=7.1 and 12.0). Flexibility (median z score=4.3) and back muscle endurance strength (median z score=7.8) were associated with fast functional recovery <4 days. Maximum back extensor strength was associated with prolonged functional recovery >5 days (median z score=8.6). Flexibility (median z score=5.1) and back muscle endurance strength (median z score=13.5) were associated with short LOS <5 days. Aerobic capacity (median z score=8.7) was associated with prolonged LOS >7 days. Maximum back extensor strength (median z score=3.8) was associated with 1- to 2-year postoperative pain reduction and aerobic capacity (median z score=2.8) was tentative.

CONCLUSIONS

Physical performance measures were associated with both short- and long-term outcomes after LSF. Adding these measures to prediction models predicting outcomes after LSF may increase their accuracy.

摘要

目的

探讨腰椎融合术(LSF)患者术前身体机能与短期和长期术后结果的相关性。

设计

回顾性队列研究。

地点

大学医院。

参与者

77 例接受择期 LSF 的患者,术前对患者的人口统计学、患者报告的结果测量和身体机能测量(运动控制、腰背肌耐力强度和伸肌强度、有氧能力、柔韧性)进行了筛查。

干预措施

无。

主要观察指标

使用随机森林分析评估变量对结果的相对影响,探讨术前变量与住院期间功能恢复、住院时间( LOS )和 1 至 2 年术后疼痛减轻的相关性。

结果

有氧能力与 4 天内快速功能恢复和 5 天以上功能恢复延长相关(中位数 z 分数分别为 7.1 和 12.0)。柔韧性(中位数 z 分数=4.3)和腰背肌耐力强度(中位数 z 分数=7.8)与 4 天内快速功能恢复相关。最大背伸肌力量与 5 天以上功能恢复延长相关(中位数 z 分数=8.6)。柔韧性(中位数 z 分数=5.1)和腰背肌耐力强度(中位数 z 分数=13.5)与 LOS<5 天的缩短相关。有氧能力(中位数 z 分数=8.7)与 LOS>7 天的延长相关。最大背伸肌力量(中位数 z 分数=3.8)与 1 至 2 年术后疼痛减轻相关,而有氧能力(中位数 z 分数=2.8)则存在关联。

结论

身体机能测量与 LSF 后的短期和长期结果均相关。在预测 LSF 术后结果的预测模型中加入这些指标可能会提高其准确性。

相似文献

1
Exploring Associations of Preoperative Physical Performance With Postoperative Outcomes After Lumbar Spinal Fusion: A Machine Learning Approach.运用机器学习方法探究腰椎融合术后术前体能与术后结局的相关性。
Arch Phys Med Rehabil. 2021 Jul;102(7):1324-1330.e3. doi: 10.1016/j.apmr.2021.02.013. Epub 2021 Mar 9.
2
Clinical outcomes after lumbar fusion complicated by deep wound infection: a case-control study.腰椎融合术后并发深部伤口感染的临床转归:一项病例对照研究。
Spine (Phila Pa 1976). 2012 Jul 15;37(16):1370-4. doi: 10.1097/BRS.0b013e31824a4d93.
3
Enhanced recovery after surgery (ERAS) program for elderly patients with short-level lumbar fusion.老年短节段腰椎融合术后加速康复外科(ERAS)方案。
J Orthop Surg Res. 2020 Aug 6;15(1):299. doi: 10.1186/s13018-020-01814-3.
4
Factors affecting length of stay after elective posterior lumbar spine surgery: a multivariate analysis.影响择期腰椎后路手术后住院时间的因素:一项多因素分析
Spine J. 2015 Jun 1;15(6):1188-95. doi: 10.1016/j.spinee.2013.10.022. Epub 2013 Nov 1.
5
Preoperative Zung Depression Scale predicts outcome after revision lumbar surgery for adjacent segment disease, recurrent stenosis, and pseudarthrosis.术前zung 抑郁量表预测腰椎翻修手术治疗相邻节段疾病、复发性狭窄和假关节的疗效。
Spine J. 2012 Mar;12(3):179-85. doi: 10.1016/j.spinee.2011.08.014. Epub 2011 Sep 21.
6
Development and Validation of a Prediction Model for Pain and Functional Outcomes After Lumbar Spine Surgery.腰椎手术后疼痛和功能结局预测模型的建立和验证。
JAMA Surg. 2018 Jul 1;153(7):634-642. doi: 10.1001/jamasurg.2018.0072.
7
PHQ-9 Score Predicts Postoperative Outcomes Following Minimally Invasive Transforaminal Lumbar Interbody Fusion.PHQ-9评分可预测微创经椎间孔腰椎椎间融合术后的结果。
Clin Spine Surg. 2019 Dec;32(10):444-448. doi: 10.1097/BSD.0000000000000818.
8
How does back muscle strength change after posterior lumbar interbody fusion?腰椎后路椎间融合术后背部肌肉力量如何变化?
J Neurosurg Spine. 2017 Feb;26(2):163-170. doi: 10.3171/2016.7.SPINE151132. Epub 2016 Oct 14.
9
Decision making in surgical treatment of chronic low back pain: the performance of prognostic tests to select patients for lumbar spinal fusion.慢性下腰痛手术治疗中的决策:用于选择腰椎融合术患者的预后测试的效能
Acta Orthop Suppl. 2013 Feb;84(349):1-35. doi: 10.3109/17453674.2012.753565.
10
A prospective, multi-institutional comparative effectiveness study of lumbar spine surgery in morbidly obese patients: does minimally invasive transforaminal lumbar interbody fusion result in superior outcomes?肥胖患者腰椎手术的前瞻性、多机构比较有效性研究:微创经椎间孔腰椎椎间融合术是否能带来更好的疗效?
World Neurosurg. 2015 May;83(5):860-6. doi: 10.1016/j.wneu.2014.12.034. Epub 2014 Dec 19.

引用本文的文献

1
Artificial Intelligence and Its Impact on the Management of Lumbar Degenerative Pathology: A Narrative Review.人工智能及其对腰椎退行性病变管理的影响:一项叙述性综述
Medicina (Kaunas). 2025 Aug 1;61(8):1400. doi: 10.3390/medicina61081400.
2
A narrative review of the use of PROMs and machine learning to impact value-based clinical decision-making.关于使用患者报告结局测量信息(PROMs)和机器学习来影响基于价值的临床决策的叙述性综述。
BMC Med Inform Decis Mak. 2025 Jul 4;25(1):250. doi: 10.1186/s12911-025-03083-8.
3
The Infinity Loop of Healthcare Innovation: Development of an Integrated Rehabilitation Pathway for Lumbar Fusion Surgery Through Design Thinking.
医疗保健创新的无限循环:通过设计思维开发腰椎融合手术的综合康复路径。
Int J Integr Care. 2025 May 12;25(2):11. doi: 10.5334/ijic.7765. eCollection 2025 Apr-Jun.
4
Scoping Review of Machine Learning and Patient-Reported Outcomes in Spine Surgery.脊柱手术中机器学习与患者报告结局的范围综述
Bioengineering (Basel). 2025 Jan 29;12(2):125. doi: 10.3390/bioengineering12020125.
5
Supervised prehabilitation in patients scheduled for spinal surgery - a scoping review.计划接受脊柱手术患者的监督性术前康复——一项范围综述
Eur Spine J. 2025 Apr;34(4):1366-1385. doi: 10.1007/s00586-025-08710-6. Epub 2025 Feb 8.
6
Revolutionizing spinal interventions: a systematic review of artificial intelligence technology applications in contemporary surgery.颠覆脊柱介入治疗:人工智能技术在当代手术中应用的系统评价。
BMC Surg. 2024 Nov 5;24(1):345. doi: 10.1186/s12893-024-02646-2.
7
Operationalizing and digitizing person-centered daily functioning: a case for functionomics.实现和数字化以患者为中心的日常功能:功能组学的一个案例。
BMC Med Inform Decis Mak. 2024 Jun 27;24(1):184. doi: 10.1186/s12911-024-02584-2.
8
Exercise- and education-based prehabilitation before total knee arthroplasty: a pilot study.运动和教育为基础的全膝关节置换术前康复:一项初步研究。
J Rehabil Med. 2024 Jan 8;56:jrm18326. doi: 10.2340/jrm.v56.18326.
9
Predicting patient-reported outcomes following lumbar spine surgery: development and external validation of multivariable prediction models.预测腰椎手术后患者报告的结局:多变量预测模型的开发和外部验证。
BMC Musculoskelet Disord. 2023 Apr 27;24(1):333. doi: 10.1186/s12891-023-06446-2.
10
Let's Get Physical! A Comprehensive Review of Pre- and Post-Surgical Interventions Targeting Physical Activity to Improve Pain and Functional Outcomes in Spine Surgery Patients.动起来!针对身体活动的术前和术后干预措施对改善脊柱手术患者疼痛及功能预后的全面综述
J Clin Med. 2023 Mar 30;12(7):2608. doi: 10.3390/jcm12072608.