Spinal cord and brain atrophy patterns in neuromyelitis optica spectrum disorder and multiple sclerosis

Tiantian Hua, Houyou Fan,Yunyun Duan, Decai Tian,Zhenpeng Chen,Xiaolu Xu, Yutong Bai,Yuna Li, Ningnannan Zhang, Jie Sun,Haiqing Li,Yuxin Li, Yongmei Li,Chun Zeng,Xuemei Han, Fuqing Zhou,Muhua Huang,Siyao Xu, Ying Jin, Hongfang Li,Zhizheng Zhuo, Xinghu Zhang,Yaou Liu

Journal of Neurology(2024)

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摘要
Spinal cord and brain atrophy are common in neuromyelitis optica spectrum disorder (NMOSD) and relapsing-remitting multiple sclerosis (RRMS) but harbor distinct patterns accounting for disability and cognitive impairment. This study included 209 NMOSD and 304 RRMS patients and 436 healthy controls. Non-negative matrix factorization was used to parse differences in spinal cord and brain atrophy at subject level into distinct patterns based on structural MRI. The weights of patterns were obtained using a linear regression model and associated with Expanded Disability Status Scale (EDSS) and cognitive scores. Additionally, patients were divided into cognitive impairment (CI) and cognitive preservation (CP) groups. Three patterns were observed in NMOSD: (1) Spinal Cord-Deep Grey Matter (SC-DGM) pattern was associated with high EDSS scores and decline of visuospatial memory function; (2) Frontal-Temporal pattern was associated with decline of language learning function; and (3) Cerebellum-Brainstem pattern had no observed association. Patients with CI had higher weights of SC-DGM pattern than CP group. Three patterns were observed in RRMS: (1) DGM pattern was associated with high EDSS scores, decreased information processing speed, and decreased language learning and visuospatial memory functions; (2) Frontal-Temporal pattern was associated with overall cognitive decline; and (3) Occipital pattern had no observed association. Patients with CI trended to have higher weights of DGM and Frontal-Temporal patterns than CP group. This study estimated the heterogeneity of spinal cord and brain atrophy patterns in NMOSD and RRMS patients at individual level, and evaluated the clinical relevance of these patterns, which may contribute to stratifying participants for targeted therapy.
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关键词
Neuromyelitis optica spectrum disorder,Multiple sclerosis,Atrophy pattern,Non-negative matrix factorization
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