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小鼠大脑中自闭症相关基因集群的细胞类型特异性神经解剖学

Cell-type-specific neuroanatomy of cliques of autism-related genes in the mouse brain.

作者信息

Grange Pascal, Menashe Idan, Hawrylycz Michael

机构信息

Department of Mathematical Sciences, Xi'an Jiaotong-Liverpool University Suzhou, China.

Department of Public Health, Faculty of Health Sciences, Ben-Gurion University of the Negev Beer-Sheva, Israel.

出版信息

Front Comput Neurosci. 2015 May 29;9:55. doi: 10.3389/fncom.2015.00055. eCollection 2015.

Abstract

Two cliques of genes identified computationally for their high co-expression in the mouse brain according to the Allen Brain Atlas, and for their enrichment in genes related to autism spectrum disorder (ASD), have recently been shown to be highly co-expressed in the cerebellar cortex, compared to what could be expected by chance. Moreover, the expression of these cliques of genes is not homogeneous across the cerebellar cortex, and it has been noted that their expression pattern seems to highlight the granular layer. However, this observation was only made by eye, and recent advances in computational neuroanatomy allow to rank cell types in the mouse brain (characterized by their transcriptome profiles) according to the similarity between their spatial density profiles and the spatial expression profiles of the cliques. We establish by Monte Carlo simulation that with probability at least 99%, the expression profiles of the two cliques are more similar to the density profile of granule cells than 99% of the expression of cliques containing the same number of genes (Purkinje cells also score above 99% in one of the cliques). Thresholding the expression profiles shows that the signal is more intense in the granular layer. Finally, we work out pairs of cell types whose combined expression profiles are more similar to the expression profiles of the cliques than any single cell type. These pairs predominantly consist of one cortical pyramidal cell and one cerebellar cell (which can be either a granule cell or a Purkinje cell).

摘要

根据艾伦脑图谱,通过计算确定了两组在小鼠大脑中具有高共表达且在与自闭症谱系障碍(ASD)相关的基因中富集的基因。最近研究表明,与随机预期相比,这两组基因在小脑皮质中高度共表达。此外,这些基因簇在小脑皮质中的表达并不均匀,并且已经注意到它们的表达模式似乎突出了颗粒层。然而,这一观察只是凭肉眼进行的,而计算神经解剖学的最新进展使得能够根据小鼠大脑中细胞类型(以其转录组谱为特征)的空间密度谱与基因簇的空间表达谱之间的相似性对其进行排名。我们通过蒙特卡罗模拟确定,两组基因的表达谱与颗粒细胞密度谱的相似性至少为99%的概率,高于99%的包含相同数量基因的基因簇的表达(在其中一组中浦肯野细胞的得分也高于99%)。对表达谱进行阈值处理表明,颗粒层中的信号更强。最后,我们找出了一些细胞类型对,它们的组合表达谱比任何单一细胞类型与基因簇的表达谱更相似。这些细胞类型对主要由一个皮质锥体细胞和一个小脑细胞(可以是颗粒细胞或浦肯野细胞)组成。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/8f66/4448060/128bad2b48c1/fncom-09-00055-g0001.jpg

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