Brain Gene Expression Analysis: a MATLAB toolbox for the analysis of brain-wide gene-expression data
arXiv:1211.6177
Abstract
The Allen Brain Atlas project (ABA) generated a genome-scale collection of gene-expression profiles using in-situ hybridization. These profiles were co-registered to the three-dimensional Allen Reference Atlas (ARA) of the adult mouse brain. A set of more than 4,000 such volumetric data are available for the full brain, at a resolution of 200 microns. These data are presented in a voxel-by-gene matrix. The ARA comes with several systems of annotation, hierarchical (40 cortical regions, 209 sub-cortical regions in the whole brain), or non-hierarchical (12 regions in the left hemisphere, with refinement into 94 regions, and cortical layers). The high-dimensional nature of this dataset and the possible connection between anatomy and gene expression pose challenges to data analysis. We developed the Brain Gene Expression Analysis Toolbox, whose functionalities include: determination of marker genes for brain regions, statistical analysis of brain-wide co-expression patterns, and the computation of brain-wide correlation maps with cell-type specific microarray data.
59 pages; v2: bug fixed on page 5, preface added; v3: more bugs fixed, cell-type-specific data released (chapter 5); v4: references added, chapter 2 expanded; v5: download link fixed, more typos corrected; v6: download link fixed
References in corpus (2)
Cited by in corpus (5)
- Cell-type-specific microarray data and the Allen atlas: quantitative analysis of brain-wide patterns of correlation and density
- Cell-type-specific transcriptomes and the Allen Atlas (II): discussion of the linear model of brain-wide densities of cell types
- Computational neuroanatomy and co-expression of genes in the adult mouse brain, analysis tools for the Allen Brain Atlas
- Cell-type-specific neuroanatomy of brain-wide expression of autism-related genes
- Computational neuroanatomy: mapping cell-type densities in the mouse brain, simulations from the Allen Brain Atlas