Microglial MorphOMICs unravel region- and sex-dependent morphological phenotypes from postnatal development to degeneration
Gloria ColomboiD, Ryan John CuberoiD, Lida KanariiD, Alessandro VenturinoiD, Rouven SchulziD, Martina ScolamieroiD, Jens AgerbergiD, Hansruedi MathysiD, Li‐Huei TsaiiD, Wojciech ChachólskiiD, Kathryn P. HessiD, Sandra SiegertiD
Abstract
Microglia contribute to tissue homeostasis in physiological conditions with environmental cues influencing their ever-changing morphology. Strategies to identify these changes usually involve user-selected morphometric features, which, however, have proved ineffective in establishing a spectrum of context-dependent morphological phenotypes. Here, we have developed MorphOMICs, a topological data analysis approach to overcome feature-selection-based biases and biological variability. We extracted a spatially heterogeneous and sexually-dimorphic morphological phenotype for seven adult brain regions, with ovariectomized females forming their own distinct cluster. This sex-specific phenotype declines with maturation but increases over the disease trajectories in two neurodegeneration models, 5xFAD and CK-p25. Females show an earlier morphological shift in the immediately-affected brain regions. Finally, we demonstrate that both the primary- and the short terminal processes provide distinct insights to morphological phenotypes. MorphOMICs maps microglial morphology into a spectrum of cue-dependent phenotypes in a minimally-biased and semi-automatic way.
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