Gene-set enrichment analyses and grouping of gene sets.
Panel A displays voxel-wise differences in gray matter volumes between AD
subjects and cognitively normal controls (top row; T-maps, adjusted for
covariates), and brain-wide gene expression values (MAPT as an example) obtained
from www.meduniwien.ac.at/neuroimaging/mRNA.html (bottom row).
Panel B displays the parcellation of the T-map and gene expression values into
regions-of-interest (ROI) from the Desikan-Killiany atlas. Panel C displays
Spearman’s correlations between T-values and gene expression values within ROIs.
In this plot, each datapoint represents grey matter volume differences with
controls within the 34 ROIs on the x-axis and gene-expression values in the
corresponding ROI on the y-axis. The steps in panel A through C are repeated for
all 18,686 genes, yielding a correlation spectrum that is ranked from positive
to negative (Panel D). GSEA software then produces an enrichment score that
indicates whether a gene set, as a whole, preferentially falls towards one end
of the correlation spectrum (Panel E; with the gene set ‘synaptic plasticity’ as
an example). Panel F displays results from the gene set grouping analysis in
Cytoscape where significantly enriched gene sets are plotted as interrelated
nodes connected by edges denoting their overlapping genes.