骨髓病变体积的增加与膝关节骨关节炎影像学和症状风险的增加有关:对骨关节炎倡议队列中膝关节MRI的前瞻性分析

K. Moradi , S. Mohammadi , B. Mohajer , F.W. Roemer , S. Momtazmanesh , Q. Hathaway , H.A. Ibad , D.J. Hunter , A. Guermazi , S. Demehri
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引用次数: 0

摘要

引言骨髓病变(BML)是膝关节OA发病的风险因素之一,而深度学习(DL)方法有助于自动分割和风险预测。目的开发并验证一种DL模型,用于从无放射学OA的膝关节核磁共振成像中量化胫股关节BML体积,并评估纵向变化与膝关节OA发病率之间的关联。方法DL模型将胫股关节分为10个亚区(类似于核磁共振成像骨关节炎膝关节评分(MOAKS)系统),并测量每个亚区的BML体积。我们对 OAI 队列中 4700 名参与者(9400 个膝关节)的基线和第 4 年随访 MRI 进行了分析。根据 4 年的 BML 体积变化,将基线无 OA 的膝关节(KLG<2)分为三组:无 BML 组、BML 回归组和 BML 进展组。结果我们纳入了 2430 名参与者(平均年龄(±SD):59.5±9.0 岁,女性/男性:1.3)的 3869 个非 OA 膝关节。在第 4 年的随访中,2216 人仍无 BML,1106 人的 BML 量有所增加,547 人的 BML 量有所减少。与无 BML(HR:3.01,P<0.001)和 BML 减少(HR:2.00,P<0.001)的膝关节相比,BML 进展的膝关节发生膝关节影像学 OA 的风险更高。与无 BML 的膝关节相比,他们发生无症状 OA 的风险也更高(HR:1.25,P:0.001)。BML进展的体积变化越大,膝关节OA发病风险越高(影像学HR:1.95,症状性HR:1.70,P值为0.001)。在所有软骨下骨板中,尤其是股骨内侧和胫骨,与无BML骨板相比,BML进展与较高的影像学和症状性膝关节OA发病风险相关。结论与无BML或BML退化的膝关节相比,根据亚区域和体积变化程度,进展的BML与较高的OA发病风险相关,这强调了监测BML体积变化对评估早期干预以预防OA发病的重要性。
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PROGRESSION OF BONE MARROW LESION VOLUME IS ASSOCIATED WITH AN INCREASED RISK OF RADIOGRAPHIC AND SYMTOMATIC KNEE OSTEOARTHRITIS: A PROSPECTIVE ANALYSIS OF KNEE MRIS FROM OSTEOARTHRITIS INITIATIVE COHORT

INTRODUCTION

Bone marrow lesions (BMLs) are a risk factor for incident knee OA and deep-learning (DL) methods can help in automated segmentation and risk prediction.

OBJECTIVE

To develop and validate a DL model for quantifying tibiofemoral BML volume from MRIs in knees without radiographic OA and assess the association between longitudinal changes and knee OA incidence.

METHODS

The DL model segmented tibiofemoral joint into 10 subregions (akin to MRI Osteoarthritis Knee Score (MOAKS) system) and measured BML volume in each subregion. Baseline and 4th-year follow-up MRIs from 4700 participants (9400 knees) of the OAI cohort were analyzed. Knees without OA at baseline (KLG<2) were categorized into three groups based on 4-year BML volume changes: BML-free, regressing BML, and progressive BML. Over a 9-year period, the risk of radiographic and symptomatic knee OA incidence was compared among these groups.

RESULTS

We included 3869 non-OA knees from 2430 participants (age mean ± SD: 59.5±9.0, female/male:1.3). At the 4th-year follow-up, 2216 remained BML-free, 1106 showed an increase, and 547 showed a decrease in BML volume. Knees with progressive BML had a higher risk of radiographic knee OA incidence compared to BML-free (HR:3.01, P<0.001) and regressing BML (HR:2.00, P<0.001) knees. They also had a higher risk for symptomatic OA incidence compared to BML-free knees (HR:1.25, P:0.001). Larger volume changes in BML progression were associated with a higher risk of knee OA incidence (radiographic HR:1.95, symptomatic HR:1.70, P-values<0.001). In all subchondral plates, especially the medial femur and tibia, BML progression was associated with a higher risk of developing both radiographic and symptomatic knee OA compared to BML-free plates.

CONCLUSION

Progressive BMLs, according to the subregion and volume changes extent, are associated with an increased risk of OA incidence compared to BML-free or regressing BML knees, emphasizing the importance of monitoring BML volume changes in evaluating early interventions to prevent OA incidence.

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Osteoarthritis imaging
Osteoarthritis imaging Radiology and Imaging
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