Real-world analysis of brain atrophy in multiple sclerosis patients with an artificial intelligence based software tool.

Caroline Reinhardt, Klemens Angstwurm, David Freudenstein, De-Hyung Lee, Christina Wendl, Ralf A Linker
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Abstract

Background: Atrophy of white and grey matter volumes occurs early in the brains of people with multiple sclerosis (pwMS) and has great clinical relevance. In clinical trials, brain atrophy can be quantified by magnetic resonance imaging (MRI) with automated software tools.

Methods: In this study, we analyze volumes of various brain regions with the software "md brain" based on routine MRI scans of 53 pwMS in a real-world setting. We compare brain volumes of pwMS with an EDSS ≥ 3.5 and a disease duration ≥ 10 years to the brain volumes of pwMS with an EDSS < 3.5 and a disease duration < 10 years as well as with or without immunotherapy.

Results: pwMS with an EDSS ≥ 3.5 and a disease duration ≥ 10 years had significantly lower volumes of the total brain, the grey matter and of the frontal, temporal, parietal and occipital lobe regions as compared to pwMS with an EDSS < 3.5 and a disease duration < 10 years. Regional brain volumes were significantly lower in pwMS without immunotherapy.

Conclusions: The study showed that higher EDSS, longer disease duration and absence of immunotherapy was associated with lower volumes in a number of brain regions. Further real-world studies may include larger patient cohorts in longitudinal analyses.

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利用基于人工智能的软件工具对多发性硬化症患者的脑萎缩情况进行真实世界分析。
背景:多发性硬化症患者(pwMS)脑白质和灰质体积萎缩发生较早,具有重要的临床意义。在临床试验中,脑萎缩可以通过磁共振成像(MRI)的自动软件工具进行量化:在本研究中,我们使用软件 "md brain",根据真实世界中 53 名 pwMS 的常规 MRI 扫描结果,分析了不同脑区的体积。我们将 EDSS≥3.5 且病程≥10 年的重症患者的脑容量与 EDSS≥3.5 且病程≥10 年的重症患者的脑容量进行了比较 结果:与 EDSS≥3.5 且病程≥10 年的重症患者相比,EDSS≥3.5 且病程≥10 年的重症患者的全脑容量、灰质容量以及额叶、颞叶、顶叶和枕叶区域的容量均显著低于 EDSS≥10 年的重症患者 结论:研究表明,EDSS 越高、病程≥10 年的重症患者的脑容量越小:研究表明,EDSS 越高、病程越长、未接受免疫治疗的患者大脑多个区域的体积越小。进一步的真实世界研究可能会在纵向分析中纳入更大的患者群。
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来源期刊
CiteScore
7.40
自引率
0.00%
发文量
0
审稿时长
14 weeks
期刊最新文献
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