Digital outcome measures are associated with brain atrophy in patients with multiple sclerosis.

IF 4.8 2区 医学 Q1 CLINICAL NEUROLOGY Journal of Neurology Pub Date : 2024-09-01 Epub Date: 2024-07-15 DOI:10.1007/s00415-024-12516-9
Pam C G Molenaar, Samantha Noteboom, David R van Nederpelt, Eva A Krijnen, Julia R Jelgerhuis, Ka-Hoo Lam, Gerrieke B Druijff-van de Woestijne, Kim A Meijer, Pim van Oirschot, Brigit A de Jong, Iman Brouwer, Bas Jasperse, Vincent de Groot, Bernard M J Uitdehaag, Menno M Schoonheim, Eva M M Strijbis, Joep Killestein
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Abstract

Background: Digital monitoring of people with multiple sclerosis (PwMS) using smartphone-based monitoring tools is a promising method to assess disease activity and progression.

Objective: To study cross-sectional and longitudinal associations between active and passive digital monitoring parameters and MRI volume measures in PwMS.

Methods: In this prospective study, 92 PwMS were included. Clinical tests [Expanded Disability Status Scale (EDSS), Timed 25 Foot Walk test (T25FW), 9-Hole Peg Test (NHPT), and Symbol Digit Modalities Test (SDMT)] and structural MRI scans were performed at baseline (M0) and 12-month follow-up (M12). Active monitoring included the smartphone-based Symbol Digit Modalities Test (sSDMT) and 2 Minute Walk Test (s2MWT), while passive monitoring was based on smartphone keystroke dynamics (KD). Linear regression analyses were used to determine cross-sectional and longitudinal relations between digital and clinical outcomes and brain volumes, with age, disease duration and sex as covariates.

Results: In PwMS, both sSDMT and SDMT were associated with thalamic volumes and lesion volumes. KD were related to brain, ventricular, thalamic and lesion volumes. No relations were found between s2MWT and MRI volumes. NHPT scores were associated with lesion volumes only, while EDSS and T25FW were not related to MRI. No longitudinal associations were found for any of the outcome measures between M0 and M12.

Conclusion: Our results show clear cross-sectional correlations between digital biomarkers and brain volumes in PwMS, which were not all present for conventional clinical outcomes, supporting the potential added value of digital monitoring tools.

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数字结果测量与多发性硬化症患者的脑萎缩有关。
背景:使用基于智能手机的监测工具对多发性硬化症患者(PwMS)进行数字监测是一种很有前景的评估疾病活动和进展的方法:使用基于智能手机的监测工具对多发性硬化症患者(PwMS)进行数字监测是一种很有前景的评估疾病活动和进展的方法:研究多发性硬化症患者主动和被动数字监测参数与磁共振成像体积测量之间的横向和纵向关联:在这项前瞻性研究中,纳入了 92 名 PwMS。在基线(M0)和12个月随访(M12)时进行临床测试[残疾状况扩展量表(EDSS)、25英尺定时步行测试(T25FW)、9孔钉测试(NHPT)和符号数字模型测试(SDMT)]和结构性核磁共振扫描。主动监测包括基于智能手机的符号数字模型测试(sSDMT)和2分钟步行测试(s2MWT),而被动监测则基于智能手机的击键动态(KD)。以年龄、病程和性别为协变量,使用线性回归分析确定数字和临床结果与脑容量之间的横向和纵向关系:结果:在PwMS中,sSDMT和SDMT均与丘脑体积和病变体积相关。KD 与脑、脑室、丘脑和病变体积有关。s2MWT 与 MRI 容量之间没有关系。NHPT 评分仅与病灶体积有关,而 EDSS 和 T25FW 与 MRI 无关。在M0和M12之间,没有发现任何结果测量的纵向关联:我们的研究结果表明,数字生物标志物与 PwMS 的脑容量之间存在明显的横断面相关性,而传统的临床结果并不都存在这种相关性,这支持了数字监测工具的潜在附加价值。
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来源期刊
Journal of Neurology
Journal of Neurology 医学-临床神经学
CiteScore
10.00
自引率
5.00%
发文量
558
审稿时长
1 months
期刊介绍: The Journal of Neurology is an international peer-reviewed journal which provides a source for publishing original communications and reviews on clinical neurology covering the whole field. In addition, Letters to the Editors serve as a forum for clinical cases and the exchange of ideas which highlight important new findings. A section on Neurological progress serves to summarise the major findings in certain fields of neurology. Commentaries on new developments in clinical neuroscience, which may be commissioned or submitted, are published as editorials. Every neurologist interested in the current diagnosis and treatment of neurological disorders needs access to the information contained in this valuable journal.
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