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Identification of Disease-related Spatial Covariance Patterns using Neuroimaging Data
Published on: June 26, 2013
Spatial omics reveals molecular changes in focal cortical dysplasia type II
Isabeau Vermeulen1, Natalia Rodriguez-Alvarez2, Liesbeth François2
1Maastricht MultiModal Molecular Imaging Institute (M4i), Maastricht University, Universiteitssingel 50, 6229 ER Maastricht, the Netherlands.
Abstract:
Focal cortical dysplasia (FCD) represents a group of diverse localized cortical lesions that are highly epileptogenic and occur due to abnormal brain development caused by genetic mutations, involving the mammalian target of rapamycin (mTOR). These somatic mutations lead to mosaicism in the affected brain, posing challenges to unravel the direct and indirect functional consequences of these mutations. To comprehensively characterize the impact of mTOR mutations on the brain, we employed here a multimodal approach in a preclinical mouse model of FCD type II (Rheb), focusing on spatial omics techniques to define the proteomic and lipidomic changes. Mass Spectrometry Imaging (MSI) combined with fluorescence imaging and label free proteomics, revealed insight into the brain's lipidome and proteome within the FCD type II affected region in the mouse model. MSI visualized disrupted neuronal migration and differential lipid distribution including a reduction in sulfatides in the FCD type II-affected region, which play a role in brain myelination. MSI-guided laser capture microdissection (LMD) was conducted on FCD type II and control regions, followed by label free proteomics, revealing changes in myelination pathways by oligodendrocytes. Surgical resections of FCD type IIb and postmortem human cortex were analyzed by bulk transcriptomics to unravel the interplay between genetic mutations and molecular changes in FCD type II. Our comparative analysis of protein pathways and enriched Gene Ontology pathways related to myelination in the FCD type II-affected mouse model and human FCD type IIb transcriptomics highlights the animal model's translational value. This dual approach, including mouse model proteomics and human transcriptomics strengthens our understanding of the functional consequences arising from somatic mutations in FCD type II, as well as the identification of pathways that may be used as therapeutic strategies in the future.
Insights
Focal cortical dysplasia (FCD) involves abnormal brain development due to genetic mutations. This study used spatial omics in mice and human transcriptomics to reveal molecular changes, particularly in myelination pathways, offering therapeutic insights.
Area of Science:
- Neuroscience
- Genetics
- Biochemistry
Background:
- Focal cortical dysplasia (FCD) is a group of epileptogenic lesions caused by abnormal brain development.
- Somatic mutations in genes like mTOR lead to mosaicism, complicating the study of FCD's functional consequences.
Purpose of the Study:
- To comprehensively characterize the impact of mTOR mutations on the brain in FCD type II.
- To identify molecular changes and potential therapeutic strategies for FCD.
Main Methods:
- Utilized a multimodal approach in a preclinical mouse model (Rheb) of FCD type II.
- Employed spatial omics techniques including Mass Spectrometry Imaging (MSI) for proteomic and lipidomic analysis.
- Combined MSI with laser capture microdissection (LMD) and label-free proteomics.
- Analyzed surgical resections and postmortem human cortex using bulk transcriptomics.
Main Results:
- MSI revealed disrupted neuronal migration and reduced sulfatides, impacting brain myelination.
- Proteomics identified altered myelination pathways involving oligodendrocytes.
- Comparative analysis of mouse and human data highlighted conserved pathways related to myelination.
Conclusions:
- The study strengthens the understanding of functional consequences of somatic mutations in FCD type II.
- The preclinical mouse model demonstrates translational value for studying FCD.
- Identified myelination pathways offer potential targets for future therapeutic strategies.
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