eLifeNeurosciencePeer-reviewed journal article
Sex-, strain and lateral differences in brain cytoarchitecture across a large mouse population
David Elkind, Hannah HochgerneriD, Etay AloniiD, Noam ShentaliD, Amit ZeiseliD
Abstract
The mouse brain is by far the most intensively studied among mammalian brains, yet basic measures of its cytoarchitecture remain obscure. For example, quantifying cell numbers, and the interplay of sex-, strain-, and individual variability in cell density and volume is out of reach for many regions. The Allen Mouse Brain Connectivity project produces high-resolution full brain images of hundreds of brains. Although these were created for a different purpose, they reveal details of neuroanatomy and cytoarchitecture. Here, we used this population to systematically characterize cell density and volume for each anatomical unit in the mouse brain. We developed a deep neural network-based segmentation pipeline that uses the auto-fluorescence intensities of images to segment cell nuclei even within the densest regions, such as the dentate gyrus. We applied our pipeline to 537 brains of males and females from C57BL/6J and FVB.CD1 strains. Globally, we found that increased overall brain volume does not result in uniform expansion across all regions. Moreover, region-specific density changes are often negatively correlated with the volume of the region, therefore cell count does not scale linearly with volume. Many regions, including layer 2/3 across several cortical areas, showed distinct lateral bias. We identified the greatest strain-specific or sex-specific differences in the medial amygdala (MEA), bed nuclei (BST), lateral septum and olfactory system (e.g., MOB, AOB, TR) and prefrontal areas (e.g., ORB) - yet, inter-individual variability was always greater than the effect size of a single qualifier. We provide the results of this analysis as an accessible resource for the community.
- organism: mouse
- assay: spatial transcriptomics
- research focus: cell type annotation
- approach: deep learning
- Citations
- 22
- FWCI
- 2.66
- Field percentile
- top 9%
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