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Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data
Published on: June 26, 2013
Exploring joint patterns of brain structure and function in inflammatory bowel diseases using multimodal data fusion.
Anne Kerstin Thomann1, Mike Michael Schmitgen2, Dagny Kmuche3
1Department of Medicine II, University Medical Center Mannheim, Medical Faculty Mannheim, Heidelberg University, Mannheim, Germany.
Neuroimaging reveals distinct brain alterations in inflammatory bowel diseases (IBD), with specific differences observed between Crohn's disease (CD) and ulcerative colitis (UC) patients, particularly in frontotemporal regions.
Area of Science:
- Neuroimaging
- Gastroenterology
- Neurology
Background:
- Inflammatory bowel diseases (IBD) are increasingly linked to neuroimaging-detected neural changes.
- The spatial patterns of these neural changes across different IBD subtypes and features remain unclear.
Purpose of the Study:
- To investigate structure and function modulation in remitted patients with Crohn's disease (CD) and ulcerative colitis (UC) using multivariate multimodal data fusion.
- To identify distinct neural differences between CD and UC.
Main Methods:
- Multivariate multimodal data fusion analysis including structural MRI (sMRI) and resting-state fMRI (rs-fMRI).
- Voxel-based morphometry (VBM), amplitude of low-frequency fluctuations (ALFFs), and regional homogeneity (ReHo) were used for data analysis.
- Joint independent component analysis (jICA) detected cross-information between modalities.
Main Results:
- Structural alterations were found in middle frontal and temporal regions (VBM).
- Functional changes included the superior frontal gyrus (ReHo) and medial/inferior frontal, inferior temporal, rectal, and subcallosal gyri (ALFF).
- A significant joint component differed between IBD patients and controls (p=0.03), most notably between healthy controls (HC) and UC patients.
Conclusions:
- Multivariate data fusion confirms brain alterations in IBD patients.
- Distinct neural differences exist between CD and UC, particularly affecting frontotemporal regions.
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