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临床孤立综合征患者的人工智能头颅容积测量与认知量表研究

Cranial volume measurement with artificial intelligence and cognitive scales in patients with clinically isolated syndrome.

作者信息

Albuz Özlem, Acir Ibrahim, Haşimoğlu Ozan, Suskun Melis, Hocaoğlu Elif, Yayla Vildan

机构信息

Bakırköy Dr. Sadi Konuk Eğitim ve Araştırma Hastanesi, Istanbul, Türkiye.

Basaksehir Cam and Sakura City Hospital, Istanbul, Türkiye.

出版信息

Front Neurol. 2024 Dec 11;15:1500140. doi: 10.3389/fneur.2024.1500140. eCollection 2024.

Abstract

OBJECTIVE

We aimed to investigate the relationship between volumetric measurements of specific brain regions which were measured with artificial intelligence (AI) and various neuropsychological tests in patients with clinically isolated syndrome.

MATERIALS AND METHODS

A total of 28 patients diagnosed with CIS were included in the study. The patients were administered Öktem Verbal Memory Processes Test, Symbol Digit Modalities Test (SDMT), Backward-Forward Digit Span Test, Stroop Test, Trail Making Test, Controlled Oral Word Association Test (COWAT), Brief Visuospatial Memory Test, Judgement of Line Orientation Test, Beck Depression Scale, Beck Anxiety Scale and Fatigue Severity Scale. Artificial intelligence assisted BrainLab Elements Atlas-Based Automatic Segmentation program was used for calculating volumes. The measured volumes were compared with the reference database. In addition, neuropsychological test performances and volumetric measurements of the patients were compared.

RESULTS

Of the patients included in the study, 78.6% were female and 21.4% were male, with an average age of 33 years. Verbal Memory Processes Test, SDMT, Backward-Forward Digit Span, JLOT, and Stroop Test showed significant correlations with multiple anatomical regions, particularly the anterior thalamic nucleus, which was associated with the highest number of cognitive tests. The JLOT exhibited the strongest correlation with six different brain regions ( < 0.001).

CONCLUSION

The Judgement of Line Orientation and Stroop Tests, correlated with multiple brain regions, especially the anterior thalamic nucleus, underscoring the importance of these tests in assessing cognitive function in CIS.

摘要

目的

我们旨在研究临床孤立综合征患者中,通过人工智能测量的特定脑区体积测量值与各种神经心理学测试之间的关系。

材料与方法

共有28例被诊断为临床孤立综合征的患者纳入本研究。对患者进行了奥克泰姆言语记忆过程测试、符号数字模式测试(SDMT)、顺背-倒背数字广度测试、斯特鲁普测试、连线测验、受控口语词语联想测验(COWAT)、简短视觉空间记忆测试、直线方向判断测试、贝克抑郁量表、贝克焦虑量表和疲劳严重程度量表测试。使用人工智能辅助的基于BrainLab Elements图谱的自动分割程序来计算体积。将测量的体积与参考数据库进行比较。此外,还比较了患者的神经心理学测试表现和体积测量值。

结果

纳入研究的患者中,78.6%为女性,21.4%为男性,平均年龄33岁。言语记忆过程测试、SDMT、顺背-倒背数字广度、直线方向判断测试和斯特鲁普测试与多个解剖区域显示出显著相关性,特别是丘脑前核,它与最多的认知测试相关。直线方向判断测试与六个不同脑区表现出最强的相关性(<0.001)。

结论

直线方向判断测试和斯特鲁普测试与多个脑区相关,尤其是丘脑前核,这突出了这些测试在评估临床孤立综合征认知功能中的重要性。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/917d/11668644/109e5de6d101/fneur-15-1500140-g001.jpg

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