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FriendlyClearMap: An optimized toolkit for mouse brain mapping and analysis

View ORCID ProfileMoritz Negwer, Bram Bosch, Maren Bormann, View ORCID ProfileRick Hesen, Lukas Lütje, Lynn Aarts, Carleen Rossing, View ORCID ProfileNael Nadif Kasri, View ORCID ProfileDirk Schubert
doi: https://doi.org/10.1101/2023.02.16.528882
Moritz Negwer
1Department of Human Genetics, Radboudumc, Donders Institute for Brain, Cognition, and Behaviour, 6500 HB Nijmegen, The Netherlands
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Bram Bosch
1Department of Human Genetics, Radboudumc, Donders Institute for Brain, Cognition, and Behaviour, 6500 HB Nijmegen, The Netherlands
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Maren Bormann
1Department of Human Genetics, Radboudumc, Donders Institute for Brain, Cognition, and Behaviour, 6500 HB Nijmegen, The Netherlands
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Rick Hesen
1Department of Human Genetics, Radboudumc, Donders Institute for Brain, Cognition, and Behaviour, 6500 HB Nijmegen, The Netherlands
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Lukas Lütje
1Department of Human Genetics, Radboudumc, Donders Institute for Brain, Cognition, and Behaviour, 6500 HB Nijmegen, The Netherlands
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Lynn Aarts
1Department of Human Genetics, Radboudumc, Donders Institute for Brain, Cognition, and Behaviour, 6500 HB Nijmegen, The Netherlands
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Carleen Rossing
1Department of Human Genetics, Radboudumc, Donders Institute for Brain, Cognition, and Behaviour, 6500 HB Nijmegen, The Netherlands
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Nael Nadif Kasri
1Department of Human Genetics, Radboudumc, Donders Institute for Brain, Cognition, and Behaviour, 6500 HB Nijmegen, The Netherlands
2Department of Cognitive Neuroscience, Radboudumc, Donders Institute for Brain, Cognition and Behaviour, 6500 HB Nijmegen, The Netherlands
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Dirk Schubert
2Department of Cognitive Neuroscience, Radboudumc, Donders Institute for Brain, Cognition and Behaviour, 6500 HB Nijmegen, The Netherlands
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  • For correspondence: d.schubert@donders.ru.nl
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Abstract

Tissue clearing is currently revolutionizing neuroanatomy by enabling organ-level imaging with cellular resolution. However, currently available tools for data analysis require a significant time investment for training and adaptation to each laboratory’s use case, which limits productivity. Here, we present FriendlyClearMap, an integrated toolset that makes ClearMap1 and ClearMap2’s CellMap pipeline easier to use, extends its functions, and provides Docker Images from which it can be run with minimal time investment. We also provide detailed tutorials for each step of the pipeline.

For more precise alignment, we add a landmark-based atlas registration to ClearMap’s functions as well as include young mouse reference atlases for developmental studies. We provide alternative cell segmentation method besides ClearMap’s threshold-based approach: Ilastik’s Pixel Classification, importing segmentations from commercial image analysis packages and even manual annotations. Finally, we integrate BrainRender, a recently released visualization tool for advanced 3D visualization of the annotated cells.

As a proof-of-principle, we use FriendlyClearMap to quantify the distribution of the three main GABAergic interneuron subclasses (Parvalbumin+, Somatostatin+, and VIP+) in the mouse fore- and midbrain. For PV+ neurons, we provide an additional dataset with adolescent vs. adult PV+ neuron density, showcasing the use for developmental studies. When combined with the analysis pipeline outlined above, our toolkit improves on the state-of-the-art packages by extending their function and making them easier to deploy at scale.

Competing Interest Statement

The authors have declared no competing interest.

Footnotes

  • ↵* shared senior

  • https://www.dropbox.com/scl/fo/rz1sm2egzc5iqtyddn7qy/h?dl=0&rlkey=rhhowpjt6df13fir7g3sy9qz4

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
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Posted February 18, 2023.
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FriendlyClearMap: An optimized toolkit for mouse brain mapping and analysis
Moritz Negwer, Bram Bosch, Maren Bormann, Rick Hesen, Lukas Lütje, Lynn Aarts, Carleen Rossing, Nael Nadif Kasri, Dirk Schubert
bioRxiv 2023.02.16.528882; doi: https://doi.org/10.1101/2023.02.16.528882
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FriendlyClearMap: An optimized toolkit for mouse brain mapping and analysis
Moritz Negwer, Bram Bosch, Maren Bormann, Rick Hesen, Lukas Lütje, Lynn Aarts, Carleen Rossing, Nael Nadif Kasri, Dirk Schubert
bioRxiv 2023.02.16.528882; doi: https://doi.org/10.1101/2023.02.16.528882

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