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Spatial Single-Cell Mapping of Transcriptional Differences Across Genetic Backgrounds in Mouse Brains
Zachary Hemminger1,2, Gabriela Sanchez-Tam2, Haley De Ocampo2
1Biocartography Inc.
Biorxiv : the Preprint Server for Biology
|October 17, 2024
Summary
We developed Atlas-scale Transcriptome Localization using Aggregate Signatures (ATLAS), a new method for mapping mouse brains. ATLAS reveals significant differences in cell types and regional composition, aiding brain structure-function analysis in disease models.
Area of Science:
- Neuroscience
- Genetics
- Bioinformatics
Background:
- Genetic variations impact brain structure and function.
- Comparative analysis of mouse brains requires scalable, high-resolution spatial transcriptomic data.
- Current technologies face challenges in generating atlas-scale, single-cell data with replicates.
Purpose of the Study:
- Introduce Atlas-scale Transcriptome Localization using Aggregate Signatures (ATLAS), a scalable tissue mapping method.
- Enable comparative statistical analysis of mouse brains across genetic backgrounds.
- Facilitate organ-level structure-function analysis of neurological disease models.
Main Methods:
- ATLAS learns transcriptional signatures from single-cell RNA sequencing (scRNAseq) data.
- Transcriptional signatures are encoded in situ using oligonucleotide probes.
- Cell types and transcriptomes are inferred by decoding probe signals.
Main Results:
- ATLAS was validated against MERFISH measurements and four other technologies.
- Over 40 million cells were profiled across 400+ coronal sections from C57BL/6J and BTBR mice.
- Over 40 significant differences in cell type distributions and 16 regional composition changes were identified between sexes and strains.
Conclusions:
- ATLAS provides a scalable solution for generating atlas-scale spatial transcriptomic data.
- The method enables systematic comparative studies of brain structure and function.
- ATLAS facilitates the analysis of genetic variations and disease models in the brain.
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