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利用多变量线性回归分析,通过膝关节屈曲和肌肉力量的综合指数识别前交叉韧带损伤患者。

Leveraging Multivariable Linear Regression Analysis to Identify Patients with Anterior Cruciate Ligament Deficiency Using a Composite Index of the Knee Flexion and Muscle Force.

作者信息

Li Haoran, Huang Hongshi, Ren Shuang, Rong Qiguo

机构信息

Department of Mechanics and Engineering Science, College of Engineering, Peking University, Beijing 100871, China.

Department of Sports Medicine, Peking University Third Hospital, Institute of Sports Medicine of Peking University, Beijing 100871, China.

出版信息

Bioengineering (Basel). 2023 Feb 22;10(3):284. doi: 10.3390/bioengineering10030284.

DOI:10.3390/bioengineering10030284
PMID:36978675
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC10045096/
Abstract

Patients with anterior cruciate ligament (ACL) deficiency (ACLD) tend to have altered lower extremity kinematics and dynamics. Clinical diagnosis of ACLD requires more objective and convenient evaluation criteria. Twenty-five patients with ACLD before ACL reconstruction and nine healthy volunteers were recruited. Five experimental jogging data sets of each participant were collected and calculated using a musculoskeletal model. The resulting knee flexion and muscle force data were analyzed using a -test for characteristic points, which were the time points in the gait cycle when the most significant difference between the two groups was observed. The data of the characteristic points were processed with principal component analysis to generate a composite index for multivariable linear regression. The accuracy rate of the regression model in diagnosing patients with ACLD was 81.4%. This study demonstrates that the multivariable linear regression model and composite index can be used to diagnose patients with ACLD. The composite index and characteristic points can be clinically objective and can be used to extract effective information quickly and conveniently.

摘要

前交叉韧带(ACL)损伤(ACLD)患者的下肢运动学和动力学往往会发生改变。ACLD的临床诊断需要更客观、便捷的评估标准。招募了25例ACL重建术前的ACLD患者和9名健康志愿者。使用肌肉骨骼模型收集并计算了每位参与者的五组实验慢跑数据集。使用t检验对所得的膝关节屈曲和肌肉力量数据进行特征点分析,特征点是在步态周期中观察到两组之间最显著差异的时间点。对特征点的数据进行主成分分析,以生成用于多变量线性回归的综合指数。回归模型诊断ACLD患者的准确率为81.4%。本研究表明,多变量线性回归模型和综合指数可用于诊断ACLD患者。综合指数和特征点在临床上具有客观性,可快速、便捷地提取有效信息。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cb1a/10045096/539892462a99/bioengineering-10-00284-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cb1a/10045096/ce5cdb1a2dfe/bioengineering-10-00284-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cb1a/10045096/539892462a99/bioengineering-10-00284-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cb1a/10045096/ce5cdb1a2dfe/bioengineering-10-00284-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/cb1a/10045096/539892462a99/bioengineering-10-00284-g002.jpg

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本文引用的文献

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Leveraging explainable machine learning to identify gait biomechanical parameters associated with anterior cruciate ligament injury.利用可解释的机器学习来识别与前交叉韧带损伤相关的步态生物力学参数。
Sci Rep. 2022 Apr 22;12(1):6647. doi: 10.1038/s41598-022-10666-2.
2
Neuromuscular and biomechanical landing alterations persist in athletes returning to sport after anterior cruciate ligament reconstruction.前交叉韧带重建后重返运动的运动员存在神经肌肉和生物力学的着陆改变。
Knee. 2021 Dec;33:305-317. doi: 10.1016/j.knee.2021.10.020. Epub 2021 Nov 4.
3
Application of Principal Component Analysis to Forward Reactive Stepping: Whole-body Movement Strategy Differs as a Function of Age and Sex.
主成分分析在前向反应性步进中的应用:全身运动策略随年龄和性别而异。
Gait Posture. 2021 Sep;89:38-44. doi: 10.1016/j.gaitpost.2021.06.019. Epub 2021 Jun 25.
4
Use of the normalcy index for the assessment of abnormal gait in the anterior cruciate ligament deficiency combined with meniscus injury.使用常态指数评估前交叉韧带损伤合并半月板损伤患者的异常步态。
Comput Methods Biomech Biomed Engin. 2020 Nov;23(14):1102-1108. doi: 10.1080/10255842.2020.1789119. Epub 2020 Jul 10.
5
Individuals have unique muscle activation signatures as revealed during gait and pedaling.个体在步态和踩踏过程中表现出独特的肌肉激活特征。
J Appl Physiol (1985). 2019 Oct 1;127(4):1165-1174. doi: 10.1152/japplphysiol.01101.2018. Epub 2019 Aug 8.
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Muscle force estimation in clinical gait analysis using AnyBody and OpenSim.临床步态分析中使用 AnyBody 和 OpenSim 进行肌肉力量估计。
J Biomech. 2019 Mar 27;86:55-63. doi: 10.1016/j.jbiomech.2019.01.045. Epub 2019 Feb 5.
7
Three dimensional knee kinematics and kinetics in ACL-deficient patients with and without medial meniscus posterior horn tear during level walking.前交叉韧带损伤且合并或不合并内侧半月板后角撕裂的患者在平地行走时的三维膝关节运动学和动力学
Gait Posture. 2018 Oct;66:26-31. doi: 10.1016/j.gaitpost.2018.08.007. Epub 2018 Aug 10.
8
Anterior Cruciate Ligament Injuries Alter the Kinematics of Knees With or Without Meniscal Deficiency.前交叉韧带损伤会改变伴有或不伴有半月板损伤的膝关节的运动学。
Am J Sports Med. 2016 Dec;44(12):3132-3139. doi: 10.1177/0363546516658026. Epub 2016 Aug 10.
9
Translation, Validation and Cross-Cultural Adaptation of a Simplified-Chinese Version of the Tegner Activity Score in Chinese Patients with Anterior Cruciate Ligament Injury.前交叉韧带损伤中国患者的特格纳活动评分中文版的翻译、验证及跨文化调适
PLoS One. 2016 May 17;11(5):e0155463. doi: 10.1371/journal.pone.0155463. eCollection 2016.
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