Bone marrow lesions

骨髓病变
  • 文章类型: Journal Article
    Introduction.骨髓病变(BMLs)是MRI可见的软骨下骨改变,与膝盖症状高度相关。软骨下成形术(SCP)能够使用可注射的骨替代材料填充与BML相关的软骨下缺损。本研究的目的是评估SCP治疗轻度至中度膝关节骨性关节炎(OA)患者持续膝关节BML的12个月结果。材料和方法。这项前瞻性多中心试验纳入了受股骨髁或胫骨平台BML影响的受试者,这些受试者存在超过3个月且对保守治疗无反应。所有患者都接受了SCP。随访时间分别为1、3、6和12个月。所有受试者完成疼痛数字评定量表(NRS),膝关节损伤和骨关节炎结果(KOOS)评分,欧洲生活质量-5个维度(EQ-5D)评分,和主题全球满意度量表。还收集了患者的人口统计信息。结果。共有79名患者完成了12个月的随访。从基线到12个月的随访记录了所有临床量表的统计学显着改善。未报告严重不良事件。四名患者被认为失败。进行了12个月的亚组分析,以评估所有KOOS分量表与年龄之间的可能相关性,性别,BML的数量,BML的位置,和Kellgren-Lawrence等级:没有观察到统计学上显著的关联。结论。SCP是一种安全有效的方法,可用于治疗轻度至中度骨关节炎膝盖中持续存在的BML相关症状,低故障率长达12个月的评估。
    Introduction. Bone marrow lesions (BMLs) are MRI-visible subchondral bone alterations, highly correlated with symptoms in the knee. Subchondroplasty (SCP) is able to fill the subchondral defects associated with BMLs using an injectable bone substitute material. The aim of the present study is to evaluate the 12-month outcomes of the SCP in the treatment of symptoms of mild-to-moderate knee osteoarthritis (OA) patients with persistent BMLs of the knee. Materials and Methods. Subjects affected by BMLs of the femoral condyle or tibial plateau that were present for >3 months and not responsive to conservative treatments were enrolled in this prospective multicenter trial. All the patients underwent SCP. Follow-up was conducted at 1, 3, 6 and 12 months. All subjects completed Numerical Rating Scale (NRS) for pain, Knee Injury and Osteoarthritis Outcome (KOOS) score, Euro Quality of life-5 dimensions (EQ-5D) score, and a subject global satisfaction scale. Demographic information of the patients was also collected. Results. A total of 79 patients completed the 12-month follow-up. Statistically significant improvements on all clinical scales were registered from baseline to the 12-month follow-up. No severe adverse events were reported. Four patients were considered failed. A 12-month subgroup analysis was performed to evaluate the possible correlation between all the KOOS subscales and age, gender, number of BMLs, location of BMLs, and Kellgren-Lawrence grade: no statistically significant associations were observed. Conclusion. SCP is a safe and effective procedure for the treatment of symptoms related to persisting BMLs in mild-to-moderate osteoarthritic knees, with a low failure rate up to 12 months\' evaluation.
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  • 文章类型: Journal Article
    目的:本系统综述和荟萃分析的目的是总结双膦酸盐在膝关节骨髓病变(BMLs)治疗中的作用的现有证据。在影像学评估中了解它们是否真正有效改善症状和恢复软骨下骨状态。方法:在PubMed上进行文献检索,科克伦,和GoogleScholar数据库符合PRISMA指南。使用CochraneRiskofBias2工具进行随机对照试验(RCTs),并使用ROBINS-I工具进行非随机研究,评估潜在的偏倚风险。结果:本系统综述和荟萃分析共纳入15项研究。七项研究是随机对照试验,两项是前瞻性队列研究,三个是回顾性的,三个是案例系列。我们的荟萃分析显示,与安慰剂相比,双膦酸盐并没有显着改善临床评分或减少BML大小。因此,与安慰剂使用者相比,双膦酸盐使用者的不良事件发生率也没有显著升高.结论:本荟萃分析和系统评价的主要发现是,与安慰剂相比,双膦酸盐在膝关节BML治疗中既没有显着益处,也没有显着不良事件。证据水平:II-III-IV级研究的IV级系统评价。I级研究的I级荟萃分析。
    Objectives: The purpose of the present systematic review and meta-analysis is to summarize the current evidence on the role of bisphosphonates in the treatment of knee bone marrow lesions (BMLs), to understand whether they are truly effective in improving symptoms and restoring the subchondral bone status at imaging evaluation. Methods: A literature search was carried out on PubMed, Cochrane, and Google Scholar databases in accordance with the PRISMA guidelines. Potential risk of bias was evaluated using the Cochrane Risk of Bias 2 tool for randomized controlled trials (RCTs) and the ROBINS-I tool for non-randomized studies. Results: A total of 15 studies were included in the present systematic review and meta-analysis. Seven studies were RCTs, two were prospective cohort studies, three were retrospective, and three were case series. Our meta-analysis revealed that bisphosphonates did not significantly improve clinical scores or reduce BML size compared to placebo. Accordingly, the rate of adverse events was also non-significantly higher among bisphosphonate users versus placebo users. Conclusions: The main finding of the present meta-analysis and systematic review is that bisphosphonates show neither significant benefits nor significant adverse events when compared to placebo in the treatment of BMLs of the knee. Level of Evidence: Level IV systematic review of level II-III-IV studies. Level I meta-analysis of level I studies.
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  • 文章类型: Journal Article
    目的:研究成人症状性膝骨关节炎(OA)患者内侧半月板脱出与结构进展之间的关系。
    方法:这项前瞻性队列研究对纳入一项随机对照试验的176名症状性膝关节OA参与者进行了调查。参与者在基线和大约2年后接受了研究膝关节的磁共振成像(MRI)。半月板挤压,胫骨软骨体积,使用经过验证的方法从MRI测量胫骨股骨髓病变(BMLs)。
    结果:内侧半月板脱出≥3mm的参与者在基线时外侧胫骨BMLs的患病率更高(OR=2.21,95%CI1.06-4.61,p=0.035),内侧半月板挤压2-3mm的患者在2年内外侧BML恶化的可能性更高(OR=3.76,95%CI1.35-10.52,p=0.011),与内侧半月板挤压<2mm相比。与超过2年的内侧半月板挤压消退的参与者相比,内侧半月板挤压稳定的参与者发生外侧BML恶化的可能性较低(OR=0.20,95%CI0.07-0.56,p=0.002)。内侧半月板挤压与胫骨软骨体积或内侧胫骨股BMLs之间没有关联。
    结论:我们的研究表明,在有症状的膝OA患者中,内侧半月板脱出与基线患病率和超过2年的外侧胫股BMLs恶化之间存在关联。尽管内侧隔室缺乏关联的原因尚不清楚,我们的结果提示内侧半月板脱出在预测膝关节外侧OA的结构进展中具有一定的作用,并且半月板脱出可能是治疗膝关节OA的潜在目标.
    OBJECTIVE: To examine the association between medial meniscal extrusion and structural progression in adults with symptomatic knee osteoarthritis (OA).
    METHODS: This prospective cohort study examined 176 participants with symptomatic knee OA recruited into a randomised controlled trial. The participants underwent magnetic resonance imaging (MRI) of the study knee at baseline and approximately 2 years later. Meniscal extrusion, tibial cartilage volume, and tibiofemoral bone marrow lesions (BMLs) were measured from MRI using validated methods.
    RESULTS: Participants with medial meniscal extrusion ≥ 3 mm had a higher prevalence of lateral tibiofemoral BMLs at baseline (OR = 2.21, 95% CI 1.06-4.61, p = 0.035), and those with medial meniscal extrusion 2-3 mm had a higher likelihood of lateral BML worsening over 2 years (OR = 3.76, 95% CI 1.35-10.52, p = 0.011), compared with those with medial meniscal extrusion < 2 mm. Participants with stable medial meniscal extrusion had a lower likelihood of lateral BML worsening compared with those with regression of medial meniscal extrusion over 2 years (OR = 0.20, 95% CI 0.07-0.56, p = 0.002). There were no associations between medial meniscal extrusion and tibial cartilage volume or medial tibiofemoral BMLs.
    CONCLUSIONS: Our study showed associations between medial meniscal extrusion and baseline prevalence and worsening over 2 years of lateral tibiofemoral BMLs in people with symptomatic knee OA. Although the reasons for the lack of associations in the medial compartment are not clear, our results suggest a role of medial meniscal extrusion in predicting structural progression in lateral knee OA and that meniscal extrusion might be a potential target in the management of knee OA.
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  • 文章类型: Journal Article
    骨髓病变(BML)体积是膝关节骨关节炎(KOA)的潜在生物标志物,因为它与软骨退化和疼痛有关。然而,由于尺寸小,分割和量化BML体积是具有挑战性的,低对比度,以及BML可能出现的各种位置。手动描绘BML也是耗时的。在本文中,我们提出了一种无需人工干预的全自动BML分割方法。该模型采用中间加权脂肪抑制(IWFS)磁共振(MR)图像作为输入,并且使用切片级面积度量的常规2DDice相似性系数(DSC)和受试者级体积度量的3DDSC来评估输出BML掩模。在有300个受试者的数据集上,每个受试者大约有36张IWFSMR图像序列。我们随机将数据集分成训练,验证,以及在受试者水平上具有70%/15%/15%分割的测试集。因为不是每个主题或图像都有BML,我们排除了每个子集中没有BML的图像。BML的真相由训练有素的医务人员使用半自动工具标记。与地面真相相比,所提出的分割方法在手动测量体积和自动分割体积之间实现了0.98的Pearson相关系数,测试装置上的2DDSC为0.68,3DDSC为0.60。虽然DSC结果不高,0.98的高相关性表明自动测量的BML体积与手动测量的BML体积密切相关,这表明有可能将所提出的方法用作BML生物标志物的自动测量工具,以促进膝关节OA进展的评估。
    Bone marrow lesion (BML) volume is a potential biomarker of knee osteoarthritis (KOA) as it is associated with cartilage degeneration and pain. However, segmenting and quantifying the BML volume is challenging due to the small size, low contrast, and various positions where the BML may occur. It is also time-consuming to delineate BMLs manually. In this paper, we proposed a fully automatic segmentation method for BMLs without requiring human intervention. The model takes intermediate weighted fat-suppressed (IWFS) magnetic resonance (MR) images as input, and the output BML masks are evaluated using both regular 2D Dice similarity coefficient (DSC) of the slice-level area metric and 3D DSC of the subject-level volume metric. On a dataset with 300 subjects, each subject has a sequence of 36 IWFS MR images approximately. We randomly separated the dataset into training, validation, and testing sets with a 70%/15%/15% split at the subject level. Since not every subject or image has a BML, we excluded the images without a BML in each subset. The ground truth of the BML was labeled by trained medical staff using a semi-automatic tool. Compared with the ground truth, the proposed segmentation method achieved a Pearson\'s correlation coefficient of 0.98 between the manually measured volumes and automatically segmented volumes, a 2D DSC of 0.68, and a 3D DSC of 0.60 on the testing set. Although the DSC result is not high, the high correlation of 0.98 indicates that the automatically measured BML volume is strongly correlated with the manually measured BML volume, which shows the potential to use the proposed method as an automatic measurement tool for the BML biomarker to facilitate the assessment of knee OA progression.
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  • 文章类型: Journal Article
    运动诱发疼痛(MEP)是膝骨关节炎(KOA)患者的主要症状。
    本研究旨在探讨KOA患者关节结构变化和疼痛敏感性对MEP机制的影响。
    总共对86名患者进行了人口统计学特征评估,骨关节炎严重程度,全器官磁共振成像评分-Hoffa滑膜炎和骨髓病变,压力疼痛阈值和膝关节和前臂疼痛的时间总和,中央敏感化清单-9和MEP。就MEP而言,使用数字评定量表(NRS,0-10)在6分钟步行测试(6MWT)之前和每分钟,MEP指数定义为NRS疼痛评分从基线到步行第6分钟的变化.
    平均而言,6MWT期间的疼痛在NRS上相对于基线增加1.4±1.5分,30.2%的患者增加2分以上。分层线性回归分析显示,霍法滑膜炎,前臂的压力疼痛阈值,膝关节疼痛的时间总和与MEP指数相关。
    这项研究的结果表明,滑膜炎和神经机制,如疼痛致敏,在KOA中MEP的发展中发挥作用。
    UNASSIGNED: Movement-evoked pain (MEP) is the primary symptom in patients with knee osteoarthritis (KOA).
    UNASSIGNED: This study aimed to investigate the contribution of joint structural changes and pain sensitization to the mechanisms of MEP in patients with KOA.
    UNASSIGNED: A total of 86 patients were assessed for demographic characteristics, osteoarthritis severity, Whole-Organ Magnetic Resonance Imaging Score-Hoffa synovitis and bone marrow lesions, pressure pain threshold and temporal summation of pain at the knee and forearm, Central Sensitization Inventory-9, and MEP. In measure of MEP, knee pain was scored using a numerical rating scale (NRS, 0-10) before and every minute during a 6-minute walking test (6MWT), and the MEP index was defined as the change in NRS pain score from baseline to the sixth minute of walking.
    UNASSIGNED: On average, pain during 6MWT increased by 1.4 ± 1.5 points on the NRS relative to baseline, with 30.2% of patients showing an increase of 2 points or more. The hierarchical linear regression analysis revealed that Hoffa synovitis, pressure pain threshold at the forearm, and temporal summation of pain at the knee were associated with the MEP index.
    UNASSIGNED: The findings of this study suggest that both synovitis and neural mechanisms, such as pain sensitization, play a role in the development of MEP in KOA.
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  • 文章类型: Journal Article
    目的:在患有膝骨关节炎(OA)或其风险增加的中老年人中,确定4年以上骨髓病变(BML)的轨迹及其人口统计学和结构预测因素。
    方法:共有614名参与者(平均年龄61岁,62%的女性)来自骨关节炎倡议队列(OAI)。从基线到4年,每年使用磁共振成像骨关节炎膝关节评分(MOAKS)方法测量膝关节15个解剖位置的BML。使用潜在类别混合模型(LCMMs)确定BML轨迹。多项逻辑回归用于检查预测BML轨迹的基线特征。
    结果:确定了三个不同的BML轨迹:“轻度稳定的BML”(25.9%),“中等稳定的BML”(66.4%),和“快速上升的BML”(7.7%)。与“温和稳定的BML”轨迹相比,当前吸烟者更有可能处于"中等稳定的BML"(比值比[OR]2.089,P<0.001)和"快速上升"(OR2.462,P<0.001)轨迹中.此外,女性和半月板撕裂与处于“快速上升BMLs”轨迹的风险增加相关(OR2.023~2.504,P<0.05)。受教育程度较高且饮酒较多的参与者更有可能处于“快速上升的BML”轨迹(OR1.624至3.178,P<0.05),而处于“中等稳定的BML”轨迹(OR0.668至0.674,P<0.05)的可能性较小。
    结论:在4年的随访期间,大多数参与者有相对稳定的BML,很少有人增大了BML,没有发现BMLs减少的轨迹。社会人口因素,生活方式,和膝关节结构病理学在预测不同的BML轨迹中起作用。
    OBJECTIVE: To identify bone marrow lesion (BML) trajectories over 4 years and their demographic and structural predictors in middle-aged and older adults with or at increased risk of knee osteoarthritis (OA).
    METHODS: A total of 614 participants (mean age 61 years, 62% female) from the Osteoarthritis Initiative cohort (OAI) were included. BMLs in 15 anatomical locations of the knee were measured annually from baseline to 4 years using the Magnetic Resonance Imaging Osteoarthritis Knee Score (MOAKS) method. BML trajectories were determined using latent class mixed models (LCMMs). Multinomial logistic regression was used to examine baseline characteristics that predicted BML trajectories.
    RESULTS: Three distinct BML trajectories were identified: \"Mild-stable BMLs\" (25.9%), \"Moderate-stable BMLs\" (66.4%), and \"Rapid-rise BMLs\" (7.7%). Compared to the \"Mild-stable BMLs\" trajectory, current smokers were more likely to be in the \"Moderate-stable BMLs\" (odds ratio [OR] 2.089, P < 0.001) and \"Rapid-rise\" (OR 2.462, P < 0.001) trajectories. Moreover, female sex and meniscal tears were associated with an increased risk of being in the \"Rapid-rise BMLs\" trajectory (OR 2.023 to 2.504, P < 0.05). Participants who had higher education levels and drank more alcohol were more likely to be in the \"Rapid-rise BMLs\" trajectory (OR 1.624 to 3.178, P < 0.05) and less likely to be in the \"Moderate-stable BMLs\" trajectory (OR 0.668 to 0.674, P < 0.05).
    CONCLUSIONS: During the 4-year follow-up, most participants had relatively stable BMLs, few had enlarged BMLs, and no trajectory of decreased BMLs was identified. Sociodemographic factors, lifestyle, and knee structural pathology play roles in predicting distinct BML trajectories.
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  • 文章类型: Journal Article
    背景:为了评估与24个月以上膝骨关节炎(OA)MRI上骨髓病变(BMLs)相关的生化标志物短期变化的预后价值,此外,在MRI上评估与组织更新和炎症相关的生化标志物与BMLs之间的关系。
    方法:分析了骨关节炎倡议(n=600)中来自美国国立卫生研究院OA生物标志物联盟的数据。根据MRI骨关节炎膝关节评分(MOAKS)系统(0-3)测量BML,在15个膝盖区域。血清和尿生化指标评估如下:血清C端交联端肽I型胶原(CTX-I),血清交联的I型胶原N端肽(NTX-I),尿CTX-Iα和CTX-Iβ,尿NTX-I,尿C末端交联的II型胶原端肽(CTX-II),血清基质金属蛋白酶(MMP)降解的I型,II,和III胶原蛋白(C1M,C2M,C3M),血清高敏IIb型胶原前肽(hsPRO-C2),和基质金属蛋白酶产生的C反应蛋白(CRPM)的新表位。使用对协变量进行调整的回归模型检查了12个月的生化标志物变化与24个月的BML之间的关联。C1M,C2M,C3M,在基线和超过24个月时检查hsPRO-C2、CRPM和BMLs。
    结果:在24个月时,血清CTX-I和尿CTX-Iβ的增加与受任何BML影响的亚区数量变化的几率增加有关。hsPRO-C2的增加与24个月内受任何BML影响的亚区域数量恶化的几率降低相关。C1M和C3M与基线时受影响的BML相关。
    结论:血清CTX-I的短期变化,hsPRO-C2和尿CTX-Iβ在MRI上具有预测BML进展的潜力。MRI上C1M和C3M与基线BML的关联值得进一步研究。
    To assess the prognostic value of short-term change in biochemical markers as it relates to bone marrow lesions (BMLs) on MRI in knee osteoarthritis (OA) over 24 months and, furthermore, to assess the relationship between biochemical markers involved with tissue turnover and inflammation and BMLs on MRI.
    Data from the Foundation for the National Institutes of Health OA Biomarkers Consortium within the Osteoarthritis Initiative (n = 600) was analyzed. BMLs were measured according to the MRI Osteoarthritis Knee Score (MOAKS) system (0-3), in 15 knee subregions. Serum and urinary biochemical markers assessed were as follows: serum C-terminal crosslinked telopeptide of type I collagen (CTX-I), serum crosslinked N-telopeptide of type I collagen (NTX-I), urinary CTX-Iα and CTX-Iβ, urinary NTX-I, urinary C-terminal cross-linked telopeptide of type II collagen (CTX-II), serum matrix metalloproteinase (MMP)-degraded type I, II, and III collagen (C1M, C2M, C3M), serum high sensitivity propeptide of type IIb collagen (hsPRO-C2), and matrix metalloproteinase-generated neoepitope of C-reactive protein (CRPM). The association between change in biochemical markers over 12 months and BMLs over 24 months was examined using regression models adjusted for covariates. The relationship between C1M, C2M, C3M, hsPRO-C2, and CRPM and BMLs at baseline and over 24 months was examined.
    Increases in serum CTX-I and urinary CTX-Iβ over 12 months were associated with increased odds of changes in the number of subregions affected by any BML at 24 months. Increase in hsPRO-C2 was associated with decreased odds of worsening in the number of subregions affected by any BML over 24 months. C1M and C3M were associated with BMLs affected at baseline.
    Short-term changes in serum CTX-I, hsPRO-C2, and urinary CTX-Iβ hold the potential to be prognostic of BML progression on MRI. The association of C1M and C3M with baseline BMLs on MRI warrants further investigation.
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  • 文章类型: Journal Article
    我们研究了使用具有双层平板检测器(FPD)和三材料分解的双能(DE)锥形束CT(CBCT)检测和定量骨髓水肿(BME)的可行性。
    应用了一种逼真的CBCT系统模拟器来研究探测器量化的影响,分散,和光谱校准误差对双层投影的脂肪-水-骨分解精度的影响。CBCT系统具有975毫米的源轴距离,1,362mm源-检测器距离和一个430×430mm2双层FPD(顶层:0.20mmCsI:Tl,底层:0.55mmCsI:Tl;层之间的ImmCu滤波器以改善光谱分离)。管设置为120kV(+2mmAl,+0.2mmCu)和10mAs每次暴露。数字体模由一个160毫米的水筒组成,里面装有水(体积分数为0.18至0.46)-脂肪(0.5至0.7)-Ca(0.04至0.12)的混合物;脂肪分数的降低表明BME程度的增加。将两阶段三材料DE分解应用于DECBCT投影:首先,投影域分解(PDD)为脂肪铝基,其次是中间基础图像的CBCT重建,然后是基础的图像域变化为脂肪,水和骨头通过i)调整源准直(12至400mm宽度)和ii)从400mm准直处的投影中减去真实散射的各个部分来评估对散射的灵敏度。通过在创建PDD查找表时移动有效束能量(±2keV)来研究光谱校准的影响。我们进一步模拟了一个逼真的BME成像框架,其中散射是使用快速蒙特卡罗(MC)模拟从对象的初步分解估算的;对象是一个现实的手腕体模,半径为0.85mLBME刺激。
    分解对散射敏感:大约。需要在全视场设置中<20mm准直宽度或<10%误差的散射校正来解决BME。±1keV的PDD分解校准中的失配导致脂肪分数估计中的~25%误差。在MC散射校正的手腕体模研究中,我们能够实现~0.79mL真阳性和~0.06mL假阳性BME检测(与0.85mL真BME体积相比).
    使用具有双层FPD的DECBCT检测BME是可行的,但需要分散缓解,准确的散射估计,和强大的光谱校准。
    UNASSIGNED: We investigated the feasibility of detection and quantification of bone marrow edema (BME) using dual-energy (DE) Cone-Beam CT (CBCT) with a dual-layer flat panel detector (FPD) and three-material decomposition.
    UNASSIGNED: A realistic CBCT system simulator was applied to study the impact of detector quantization, scatter, and spectral calibration errors on the accuracy of fat-water-bone decompositions of dual-layer projections. The CBCT system featured 975 mm source-axis distance, 1,362 mm source-detector distance and a 430 × 430 mm2 dual-layer FPD (top layer: 0.20 mm CsI:Tl, bottom layer: 0.55 mm CsI:Tl; a 1 mm Cu filter between the layers to improve spectral separation). Tube settings were 120 kV (+2 mm Al, +0.2 mm Cu) and 10 mAs per exposure. The digital phantom consisted of a 160 mm water cylinder with inserts containing mixtures of water (volume fraction ranging 0.18 to 0.46) - fat (0.5 to 0.7) - Ca (0.04 to 0.12); decreasing fractions of fat indicated increasing degrees of BME. A two-stage three-material DE decomposition was applied to DE CBCT projections: first, projection-domain decomposition (PDD) into fat-aluminum basis, followed by CBCT reconstruction of intermediate base images, followed by image-domain change of basis into fat, water and bone. Sensitivity to scatter was evaluated by i) adjusting source collimation (12 to 400 mm width) and ii) subtracting various fractions of the true scatter from the projections at 400 mm collimation. The impact of spectral calibration was studied by shifting the effective beam energy (± 2 keV) when creating the PDD lookup table. We further simulated a realistic BME imaging framework, where the scatter was estimated using a fast Monte Carlo (MC) simulation from a preliminary decomposition of the object; the object was a realistic wrist phantom with an 0.85 mL BME stimulus in the radius.
    UNASSIGNED: The decomposition is sensitive to scatter: approx. <20 mm collimation width or <10% error of scatter correction in a full field-of-view setting is needed to resolve BME. A mismatch in PDD decomposition calibration of ± 1 keV results in ~25% error in fat fraction estimates. In the wrist phantom study with MC scatter corrections, we were able to achieve ~0.79 mL true positive and ~0.06 mL false positive BME detection (compared to 0.85 mL true BME volume).
    UNASSIGNED: Detection of BME using DE CBCT with dual-layer FPD is feasible, but requires scatter mitigation, accurate scatter estimation, and robust spectral calibration.
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  • 文章类型: Journal Article
    一旦疾病确立,软骨下骨是与骨关节炎(OA)的发生和进展相关的膝关节的重要结构组分。实验研究表明,软骨下骨的变化不仅仅是生物力学改变的结果,即,病理负荷。事实上,软骨下骨改变对关节稳态有影响,导致在疾病早期关节软骨丢失。这篇叙述性综述旨在总结用于评估膝关节OA相关软骨下骨变化的可用和新兴成像技术及其在疾病缓解性OA药物(DMOAD)临床试验中的潜在作用。射线照相分形特征分析已用于量化软骨下质地和完整性的OA相关变化。横截面模态,如锥形束计算机断层扫描(CT),对比增强锥束CT,和显微CT也可以提供软骨下小梁形态测量的高分辨率成像。磁共振成像(MRI)已成为评估OA相关的软骨下骨变化(例如骨髓病变和骨小梁结构改变)的最常用的高级成像方式。双能X线骨密度仪可以深入了解OA相关的关节软骨下骨矿物质密度变化。正电子发射断层扫描,使用软骨下骨再生的生理生物标志物,提供了对OA发病机制的更多见解。最后,人工智能算法已经发展到自动化的一些上述软骨下骨测量。本文将特别关注评估骨髓病变的半定量方法及其在识别有症状和结构性OA进展风险的受试者中的实用性,并在DMOAD临床试验中评估治疗反应。
    The subchondral bone is an important structural component of the knee joint relevant for osteoarthritis (OA) incidence and progression once disease is established. Experimental studies have demonstrated that subchondral bone changes are not simply the result of altered biomechanics, i.e., pathologic loading. In fact, subchondral bone alterations have an impact on joint homeostasis leading to articular cartilage loss already early in the disease process. This narrative review aims to summarize the available and emerging imaging techniques used to evaluate knee OA-related subchondral bone changes and their potential role in clinical trials of disease-modifying OA drugs (DMOADs). Radiographic fractal signature analysis has been used to quantify OA-associated changes in subchondral texture and integrity. Cross-sectional modalities such as cone-beam computed tomography (CT), contrast-enhanced cone beam CT, and micro-CT can also provide high-resolution imaging of the subchondral trabecular morphometry. Magnetic resonance imaging (MRI) has been the most commonly used advanced imaging modality to evaluate OA-related subchondral bone changes such as bone marrow lesions and altered trabecular bone texture. Dual-energy X-ray absorptiometry can provide insight into OA-related changes in periarticular subchondral bone mineral density. Positron emission tomography, using physiological biomarkers of subchondral bone regeneration, has provided additional insight into OA pathogenesis. Finally, artificial intelligence algorithms have been developed to automate some of the above subchondral bone measurements. This paper will particularly focus on semiquantitative methods for assessing bone marrow lesions and their utility in identifying subjects at risk of symptomatic and structural OA progression, and evaluating treatment responses in DMOAD clinical trials.
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  • 文章类型: Journal Article
    目的:本研究旨在证明膝骨关节炎(OA)的软骨下骨髓病变(BMLs)的细胞组成和潜在机制。
    方法:通过MRI评估骨性关节炎膝关节评分(MOAKS)≥2。在软骨下骨样品(包括OA-BML=3,配对OA-NBML=3;非OA=3)中进行了大量RNA测序(bulk-seq)和BML特异性差异表达基因(DEG)分析。通过在独立数据集和多种生物信息学分析中验证来鉴定BMLs的hub基因。为了进一步估计软骨下骨的细胞类型组成,我们利用了两种新开发的反卷积算法(MuSiC,MCP计数器)在转录组数据集中,基于来自开放获取的单细胞RNA测序(scRNA-seq)的签名。最后,通过多个预测数据库构建竞争内源性RNA(CERNA)和转录因子(TF)网络,并通过公共非编码RNA谱进行验证。
    结果:共鉴定出86个BML特异性DEG(上升79个,下降7个)。IL11和VCAN被鉴定为核心hub基因。“has-miR-424-5p/lncRNAPVT1”被确定为关键网络,针对IL11和VCAN,分别。更重要的是,两种反卷积算法产生了细胞类型组成的近似估计,在BMLs中发现了大量的异位软骨细胞簇,并与hub基因的表达呈正相关。
    结论:IL11和VCAN被鉴定为BMLs的核心hub基因,并确定了它们的分子网络。我们在单细胞水平上分析了软骨下骨的特征,并确定了BMLs中的异位软骨细胞丰富,并且与IL11和VCAN密切相关。我们的研究可能为BMLs的微环境和病理分子机制提供新的见解。并可能导致新的治疗策略。
    OBJECTIVE: This study aims to demonstrate the cellular composition and underlying mechanisms in subchondral bone marrow lesions (BMLs) of knee osteoarthritis (OA).
    METHODS: BMLs were assessed by MRI Osteoarthritis Knee Score (MOAKS)≥2. Bulk RNA-sequencing (bulk-seq) and BML-specific differentially expressed genes (DEGs) analysis were performed among subchondral bone samples (including OA-BML=3, paired OA-NBML=3; non-OA=3). The hub genes of BMLs were identified by verifying in independent datasets and multiple bioinformatic analyses. To further estimate cell-type composition of subchondral bone, we utilized two newly developed deconvolution algorithms (MuSiC, MCP-counter) in transcriptomic datasets, based on signatures from open-accessed single-cell RNA sequencing (scRNA-seq). Finally, competing endogenous RNA (ceRNA) and transcription factor (TF) networks were constructed through multiple predictive databases, and validated by public non-coding RNA profiles.
    RESULTS: A total of 86 BML-specific DEGs (up 79, down 7) were identified. IL11 and VCAN were identified as core hub genes. The \"has-miR-424-5p/lncRNA PVT1\" was determined as crucial network, targeting IL11 and VCAN, respectively. More importantly, two deconvolution algorithms produced approximate estimations of cell-type composition, and the cluster of heterotopic-chondrocyte was discovered abundant in BMLs, and positively correlated with the expression of hub genes.
    CONCLUSIONS: IL11 and VCAN were identified as the core hub genes of BMLs, and their molecular networks were determined as well. We profiled the characteristics of subchondral bone at single-cell level and determined that the heterotopic-chondrocyte was abundant in BMLs and was closely linked to IL11 and VCAN. Our study may provide new insights into the microenvironment and pathological molecular mechanism of BMLs, and could lead to novel therapeutic strategies.
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