Cell Reports
Volume 37, Issue 2, 12 October 2021, 109802
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NuMorph: Tools for cortical cellular phenotyping in tissue-cleared whole-brain images

https://doi.org/10.1016/j.celrep.2021.109802Get rights and content
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Highlights

  • NuMorph accurately quantifies all cortical nuclei and cell-type-specific markers

  • Top1 deletion results in increased neuronal degeneration in frontal areas

  • Nf1 deletion leads to structural changes that recapitulate human MRI findings

  • Structural changes are driven by increased gliogenesis in the Nf1 knockout model

Summary

Tissue-clearing methods allow every cell in the mouse brain to be imaged without physical sectioning. However, the computational tools currently available for cell quantification in cleared tissue images have been limited to counting sparse cell populations in stereotypical mice. Here, we introduce NuMorph, a group of analysis tools to quantify all nuclei and nuclear markers within the mouse cortex after clearing and imaging by light-sheet microscopy. We apply NuMorph to investigate two distinct mouse models: a Topoisomerase 1 (Top1) model with severe neurodegenerative deficits and a Neurofibromin 1 (Nf1) model with a more subtle brain overgrowth phenotype. In each case, we identify differential effects of gene deletion on individual cell-type counts and distribution across cortical regions that manifest as alterations of gross brain morphology. These results underline the value of whole-brain imaging approaches, and the tools are widely applicable for studying brain structure phenotypes at cellular resolution.

Keywords

tissue clearing
whole-brain imaging
image analysis
neurofibromatosis

Data and code availability

  • Manually labeled annotations for 3D-Unet training and raw light-sheet images are available at https://braini.renci.org/ through the “Download Image” service.

  • NuMorph source code is available at https://bitbucket.org/steinlabunc/numorph/ and deposited at Zenodo. The DOI is listed in the Key Resource Table.

  • Any additional information required to reanalyze the data reported in this paper is available from the lead contact upon request.

Cited by (0)

10

These authors contributed equally

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Lead contact