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Estimation of the External Knee Adduction Moment during Gait Using an Inertial Measurement Unit in Patients with Knee Osteoarthritis

机译:膝关节骨关节炎患者使用惯性测量单元在步态过程中的外部膝关节矩的估计

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摘要

Although the external knee adduction moment (KAM) during gait was shown to be a quantitative parameter of medial knee osteoarthritis (OA), it requires expensive equipment and a dedicated large space to measure. Therefore, it becomes a major reason to limit KAM measurement in a clinical environment. The purpose of this study was to estimate KAM using a single inertial measurement unit (IMU) during gait in patients with knee OA. A total of 22 medial knee OA patients (44 knee joints) performed conventional gait analysis using three-dimensional (3D) motion capture system. At the same time, we attached commercial IMUs to six body segments (sternum, pelvis, both thighs, and both shanks), and IMU signals during gait were recorded synchronized with the motion capture system. The peak-to-peak difference of acceleration in the lateral/medial axis immediately after heel contact was defined as the thrust acceleration (TA). We hypothesized that TA would represent the lateral thrust of the knee during the stance phase and correlate with the first peak of KAM. The relationship between the peak KAM and TA of pelvis (R = 0.52, p < 0.001), shanks (R = 0.57, p < 0.001) and thighs (R = 0.49, p = 0.001) showed a significant correlation. The root mean square error (RMSE) of linear regression models of pelvis, shanks, and thighs to estimate KAM were 0.082, 0.079, and 0.084 Nm/(kg·m), respectively. Our newly established parameter TA showed a moderate correlation with conventional KAM. The current study confirmed our hypothesis that a single IMU would predict conventional KAM during gait. Since KAM is known as an indicator for prognosis and severity of knee OA, this new parameter has the potential to become an accessible predictor for medial knee OA instead of KAM.
机译:尽管步态期间的外膝关节时刻(kam)被显示为内侧膝关节骨关节炎(OA)的定量参数,但它需要昂贵的设备和专用的大空间来测量。因此,它成为限制临床环境中KAM测量的主要原因。本研究的目的是在膝关节OA患者的步态期间使用单个惯性测量单元(IMU)来估算KAM。共有22例内侧膝关节OA患者(44个膝关节)使用三维(3D)运动捕获系统进行常规步态分析。与此同时,我们将商业IMU连接到六个身体段(胸骨,骨盆,大腿和两个柄),并且在步态期间的IMU信号与运动捕捉系统同步。后跟触点后立即横向/内侧轴的加速度的峰峰值差异被定义为推力加速度(TA)。我们假设Ta将表示膝关节期间膝关节的侧向推力,并与锦鲤的第一峰之间相关。骨盆峰值与骨盆(r = 0.52,p <0.001),柄(r = 0.57,p <0.001)和大腿(r = 0.49,p = 0.001)表现出显着的相关性。骨盆,柄和大腿线性回归模型的根均方误差(RMSE)分别为0.082,0.079和0.084nm /(kg·m)。我们的新建立的参数TA与传统KAM显示了中等的相关性。目前的研究证实了我们的假设,即单个IMU将在步态期间预测常规锦。由于Kam被称为膝关节OA预后和严重程度的指示,因此该新参数具有潜力成为内侧膝盖OA而不是Kam的可访问预测因子。

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