Published May 4, 2025
| Version v1
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Spatially resolved molecular signatures of Lewy body dementia and the Impact of APOE4
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Description
This repository contains the computational methods used in the study: "Spatially resolved molecular signatures of Lewy body dementia and the Impact of APOE4" by Jin et al. This study investigates the spatial transcriptomic signatures of Lewy body dementia (LBD) with a focus on the impact of APOE4 genotype. Our analysis examines the molecular differences between APOE3 and APOE4 carriers in LBD patients.
- processAndIntegrate.r: QC, filtering, normalization and integration of spatial data using Seurat and Harmony.
- spacexrDeconvolution.r: Cell type deconvolution using SpaceXR.
- spacexr_functions.r: Custom extensions for SpaceXR.
- figures.R: Visualization scripts for all manuscript figures.
- dotplot_IPA.R: Visualization of Ingenuity Pathway Analysis results.
- upsetPlots.r: UpSet plots for differentially expressed gene intersections.
- stats.R: Statistical analysis of LB annotations across layers, genotypes, and disease states.
The analysis follows these key steps:
- Processing and integration of spatial transcriptomics data
- Cell type deconvolution using snRNA-seq reference data
- Annotation of spatial spots for LB status and cortical layers
- Differential expression analysis between APOE genotypes
- Pathway analysis and visualization
Na Zhao (zhao.na@mayo.edu), Mayo Clinic, Department of Neuroscience for more information.
Files
YJ_spatialCode.zip
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Additional details
Dates
- Submitted
-
2025-05-04
Software
- Programming language
- R