AQP1 and lupus nephritis: Analyzing the full SVG sets showed that most genes were found in all three condition SVGs, but post-clustering analysis revealed that VIM was exclusively found in the small cluster associated with CKD and lupus nephritis, whereas AQP1 was specific to the control group’s cluster, indicating distinct spatial expression patterns between diseased and healthy conditions (Figures 5C–5D).