IL1B and age-related macular degeneration: This framework revealed distinct glial subpopulations and uncovered a conserved microglia-to-astrocyte IL-1β signaling axis driving neovascularization in late-stage AMD, demonstrating the power of geometry-aware unsupervised learning to resolve inflammatory mechanisms in retinal degeneration [23].