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Graphical Abstract
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
- © 2024 by American Journal of Neuroradiology