LieberInstitute / Visium_SPG_AD

Visium SPG AD project (n = 10) using Visium Spatial Proteogenomics (Visium-SPG) on dissections from the inferior temporal cortex (ITC) from Alzheimer's disease cases and controls.
https://research.libd.org/Visium_SPG_AD
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Confirm with Sowmya #75

Closed shkwon17 closed 1 year ago

shkwon17 commented 1 year ago
shkwon17 commented 1 year ago

what changes were made and how they led to the differences in results before and after the re-run, especially when comparing the Mostafavi dataset to our depleted Ab-relevant gene set.

image

01_mostafavi_enriched.pdf 01_mostafavi_depleted.pdf

shkwon17 commented 1 year ago

Update on 03-31-2023 after coding session:

shkwon17 commented 1 year ago

https://jhu-genomics.slack.com/archives/C01GJ0F731Q/p1680463344341639

shkwon17 commented 1 year ago
shkwon17 commented 1 year ago

Newly updated plots:

04_grubman_depleted-3.pdf 04_grubman_enriched-4.pdf 01_mostafavi_enriched-2.pdf 01_mostafavi_depleted-2.pdf

shkwon17 commented 1 year ago

image

shkwon17 commented 1 year ago

04_grubman_depleted-2.pdf 04_grubman_depleted-3.pdf

shkwon17 commented 1 year ago

Figure S13. Enrichment of neurodegeneration- and dementia-related gene sets in Aβ-associated microenvironments. (A) MAGMA associations of GWAS datasets for Alzheimer’s disease (AD, Jansen et al. 2019), frontotemporal dementia (FTD, Ferrari et al. 2014), and Parkinson’s disease (PD, Nalls et al. 2019) with Aβ-associated microenvironments profiled in human ITC. The results were presented in a heatmap, with the color scale indicating −log10 (p-value) and the numbers in the boxes indicating odd ratios for the enrichment. The p-value was thresholded at p = XXXX, allowing for the visualization of the most significant associations. (B) Spatial gene set enrichment analysis with a bulk RNA-seq dataset of dorsolateral prefrontal cortex (DLPFC) collected from the ROSMAP cohort (Mstafavi et al. 2018). M109_Total refers to a gene module of 390 coexpressed genes strongly associated with cognitive decline and Aβ pathology in AD. M109_Top 112 is a subset of M109 containing top 112 interesting genes selected by an initial Baysian network, while M109_Valid 21 is a gene set containing 21 validated genes. These gene sets were compared and tested for their associations with Aβ-associated microenvironments profiled for enriched (top) and depleted (bottom) gene sets in the human ITC. The results were presented in a heatmap, with the color scale indicating −log10 (p-value) and the numbers in the boxes indicating odd ratios for the enrichment. The p-value was thresholded at p = XXXX, allowing for the visualization of the most significant associations. (C) Spatial gene set enrichment analysis with a scRNA-seq dataset for AD (Grubman et al. 2019). Grubman et. al. identified AD-associated DEGs between case and control across 6 different cell types in the human entorhinal cortex, which were found to overlap with those identified in human DLPFC (Mathys et al. 2019). These cell type-specific gene sets were compared and tested for their associations with the Aβ-associated microenvironment in the human ITC, separated by enriched (top) and depleted (bottom) gene sets. The results are presented in a heatmap, with the color scale indicating −log10 (p-value) and the numbers in the boxes indicating odd ratios for the enrichment. The p-value was thresholded at p = XXXX, allowing for the visualization of the most significant associations.