Microglial MorphOMICs unravel region- and sex-dependent morphological phenotypes from postnatal development to degeneration
Author:
Colombo GloriaORCID, Cubero Ryan John A.ORCID, Kanari LidaORCID, Venturino AlessandroORCID, Schulz RouvenORCID, Scolamiero MartinaORCID, Agerberg JensORCID, Mathys Hansruedi, Tsai Li-Huei, Chachólski WojciechORCID, Hess KathrynORCID, Siegert SandraORCID
Abstract
AbstractMicroglia 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.
Publisher
Cold Spring Harbor Laboratory
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