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Research ArticleNeuroimaging Physics/Functional Neuroimaging/CT and MRI Technology

Imaging Transcriptomics of Brain Functional Alterations in MS and Neuromyelitis Optica Spectrum Disorder

Yuna Li, Jun Sun, Zhizheng Zhuo, Min Guo, Yunyun Duan, Xiaolu Xu, Decai Tian, Kuncheng Li, Fuqing Zhou, Haiqing Li, Ningnannan Zhang, Xuemei Han, Fudong Shi, Yongmei Li, Xinghu Zhang and Yaou Liu
American Journal of Neuroradiology December 2024, 45 (12) 1901-1909; DOI: https://doi.org/10.3174/ajnr.A8480
Yuna Li
aFrom the Department of Radiology (Yuna Li, J.S., Z.Z., M.G., Y.D., X.X., Y. Liu), Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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  • ORCID record for Yuna Li
Jun Sun
aFrom the Department of Radiology (Yuna Li, J.S., Z.Z., M.G., Y.D., X.X., Y. Liu), Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Zhizheng Zhuo
aFrom the Department of Radiology (Yuna Li, J.S., Z.Z., M.G., Y.D., X.X., Y. Liu), Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Min Guo
aFrom the Department of Radiology (Yuna Li, J.S., Z.Z., M.G., Y.D., X.X., Y. Liu), Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Yunyun Duan
aFrom the Department of Radiology (Yuna Li, J.S., Z.Z., M.G., Y.D., X.X., Y. Liu), Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Xiaolu Xu
aFrom the Department of Radiology (Yuna Li, J.S., Z.Z., M.G., Y.D., X.X., Y. Liu), Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Decai Tian
bCenter for Neurology (D.T., X.Z.), Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Kuncheng Li
cDepartment of Radiology (K.L.), Xuanwu Hospital, Capital Medical University, Beijing, China
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Fuqing Zhou
dDepartment of Radiology (F.Z.), The First Affiliated Hospital, Nanchang University, Nanchang, Jiangxi Province, China
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Haiqing Li
eDepartment of Radiology (H.L.), Huashan Hospital, Fudan University, Shanghai, China
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Ningnannan Zhang
fDepartment of Radiology and Tianjin Key Laboratory of Functional Imaging (N.Z.), Tianjin Medical University General Hospital, Tianjin, China
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Xuemei Han
gDepartment of Neurology (X.H.), China-Japan Union Hospital of Jilin University, Changchun, China
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Fudong Shi
hChina National Clinical Research Center for Neurological Diseases (F.S.), Beijing, China
iDepartment of Neurology (F.S.), Tianjin Neurological Institute, Tianjin Medical University General Hospital, Tianjin, China
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Yongmei Li
jDepartment of Radiology (Yongmei Li), The First Affiliated Hospital of Chongqing Medical University, Chongqing, China
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Xinghu Zhang
bCenter for Neurology (D.T., X.Z.), Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Yaou Liu
aFrom the Department of Radiology (Yuna Li, J.S., Z.Z., M.G., Y.D., X.X., Y. Liu), Beijing Tiantan Hospital, Capital Medical University, Beijing, China
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Abstract

BACKGROUND AND PURPOSE: The underlying transcriptomic signatures driving brain functional alterations in MS and neuromyelitis optica spectrum disorder (NMOSD) are still unclear.

MATERIALS AND METHODS: Regional fractional amplitude of low-frequency fluctuation (fALFF) values were obtained and compared among 209 patients with MS, 90 patients with antiaquaporin-4 antibody (AQP4)+ NMOSD, 49 with AQP4− NMOSD, and 228 healthy controls from a discovery cohort. We used partial least squares (PLS) regression to identify the gene transcriptomic signatures associated with disease-related fALFF alterations. The biologic process and cell type–specific signature of the identified PLS genes were explored by enrichment analysis. The correlation between PLS genes and clinical variables was explored. A prospective independent cohort was used to validate the brain fALFF alterations and the repeatability of identified genes.

RESULTS: MS, AQP4+ NMOSD, and AQP4− NMOSD showed decreased fALFF in cognition-related regions and deep gray matter, while NMOSD (both AQP4+ and AQP4−) additionally demonstrated lower fALFF in the visual region. The overlapping PLS1− genes (indicating that the genes were overexpressed as regional fALFF decreased) were enriched in response to regulation of the immune response in all diseases, and the PLS1− genes were specifically enriched in the epigenetics profile in MS, membrane disruption and cell adhesion in AQP4+ NMOSD, and leukocyte activation in AQP4− NMOSD. For the cell type transcriptional signature, microglia and astrocytes accounted for the decreased fALFF. The fALFF-associated PLS1− genes directly correlated with Expanded Disability Status Scale of MS and disease duration across disorders.

CONCLUSIONS: We revealed the functional activity alterations and their underlying shared and specific gene transcriptional signatures in MS, AQP4+ NMOSD, and AQP4− NMOSD.

ABBREVIATIONS:

AHBA
Allen Human Brain Atlas
AQP4
antiaquaporin-4 antibody
EDSS
Expanded Disability Status Scale
fALFF
fractional amplitude of low-frequency fluctuation
FDR
false discovery rate
GO
gene ontology
HC
healthy controls
KEGG
Kyoto Encyclopedia of Genes and Genomes
NMOSD
neuromyelitis optica spectrum disorder
PASTA
Paramedic Acute Stroke Treatment Assessment
pFDR
P value with false discovery rate corrected
PLS
partial least squares
rsfMRI
resting-state fMRI
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American Journal of Neuroradiology: 45 (12)
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Vol. 45, Issue 12
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Cite this article
Yuna Li, Jun Sun, Zhizheng Zhuo, Min Guo, Yunyun Duan, Xiaolu Xu, Decai Tian, Kuncheng Li, Fuqing Zhou, Haiqing Li, Ningnannan Zhang, Xuemei Han, Fudong Shi, Yongmei Li, Xinghu Zhang, Yaou Liu
Imaging Transcriptomics of Brain Functional Alterations in MS and Neuromyelitis Optica Spectrum Disorder
American Journal of Neuroradiology Dec 2024, 45 (12) 1901-1909; DOI: 10.3174/ajnr.A8480

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Imaging transcriptomics in MS and NMOSD
Yuna Li, Jun Sun, Zhizheng Zhuo, Min Guo, Yunyun Duan, Xiaolu Xu, Decai Tian, Kuncheng Li, Fuqing Zhou, Haiqing Li, Ningnannan Zhang, Xuemei Han, Fudong Shi, Yongmei Li, Xinghu Zhang, Yaou Liu
American Journal of Neuroradiology Dec 2024, 45 (12) 1901-1909; DOI: 10.3174/ajnr.A8480
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