Mathematical Model Analysis in Dynamic Contrast-Enhanced Magnetic Resonance Imaging: A Predictive Approach for Joint Deformity Progression in Rheumatoid Arthritis.

Yu Mori, Naoko Mori, Takuya Izumiyama, Ryuichi Kanabuchi, Hiroshi Hatakeyama, Toshimi Aizawa
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Abstract

Objectives: Dynamic contrast-enhanced magnetic resonance imaging (DCE-MRI) offers quantitative insights into synovitis by evaluating vascular changes. However, its potential to predict progressive bone destruction in rheumatoid arthritis (RA) remains unclear. This study aimed to identify DCE-MRI parameters that predict joint deformity progression and establish their clinical relevance.

Methods: This prospective cohort study included 24 RA patients undergoing DCE-MRI at baseline and after treatment initiation. Radiographic progression was assessed using the modified total Sharp score 1 year after the second DCE-MRI. Histogram analysis of the enhanced synovium was performed using a mathematical model to derive parameters, including β (washout rate) and signal enhancement ratio (SER). The differences in mathematical parameters between the groups were statistically evaluated using the Mann-Whitney U test.

Results: Clinical factors, including 28-joint disease activity score (DAS28)-erythrocyte sedimentation rate and visual analog scale scores, were elevated in the progression group (p = 0.001 and p = 0.02, respectively). Patients with progressive bone destruction exhibited significantly higher posttreatment β and SER values (p = 0.023 and p = 0.03, respectively), reflecting delayed-phase curve patterns associated with angiogenesis and increased vascular permeability. No significant differences in the volume of enhanced synovium or Rheumatoid Arthritis Magnetic Resonance Imaging Score synovitis scores were observed. There was no difference between the groups in the change in clinical parameters.

Conclusion: Posttreatment β and SER values derived from DCE-MRI may serve as predictive markers of future bone destruction in RA. These findings highlight the potential of DCE-MRI in guiding therapeutic decisions. Future studies with larger cohorts and automated analysis methods are warranted to validate these results and enhance clinical feasibility.

动态对比增强磁共振成像的数学模型分析:类风湿关节炎关节畸形进展的预测方法。
目的:动态对比增强磁共振成像(DCE-MRI)通过评估血管变化提供滑膜炎的定量见解。然而,其预测类风湿关节炎(RA)进行性骨破坏的潜力仍不清楚。本研究旨在确定预测关节畸形进展的DCE-MRI参数并建立其临床相关性。方法:这项前瞻性队列研究包括24例RA患者在基线和治疗开始后接受DCE-MRI。在第二次DCE-MRI后1年使用改良的Sharp总评分评估影像学进展。利用数学模型对增强的滑膜进行直方图分析,得出参数,包括β(冲洗率)和信号增强比(SER)。采用Mann-Whitney U检验对两组间数学参数的差异进行统计学评价。结果:临床因素,包括28关节疾病活动性评分(DAS28)-红细胞沉降率和视觉模拟量表评分,在进展组均升高(p = 0.001和p = 0.02)。进行性骨破坏患者治疗后β和SER值显著升高(分别为p = 0.023和p = 0.03),反映了与血管生成和血管通透性增加相关的延迟期曲线模式。在滑膜增强体积或类风湿关节炎磁共振成像评分滑膜炎评分方面没有观察到显著差异。两组间临床参数变化无差异。结论:DCE-MRI显示的治疗后β和SER值可作为RA患者未来骨破坏的预测指标。这些发现强调了DCE-MRI在指导治疗决策方面的潜力。未来的研究需要更大的队列和自动化分析方法来验证这些结果并提高临床可行性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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