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基于扩散 MRI 的胚胎鼠脑时空连续体,用于探测基因-神经解剖连接。

A diffusion MRI-based spatiotemporal continuum of the embryonic mouse brain for probing gene-neuroanatomy connections.

机构信息

Key Laboratory for Biomedical Engineering of Ministry of Education, Department of Biomedical Engineering, College of Biomedical Engineering & Instrument Science, Zhejiang University, Hangzhou 310027, China;

Department of Neurology, The First Affiliated Hospital, Zhejiang University School of Medicine, Hangzhou 310009, China.

出版信息

Proc Natl Acad Sci U S A. 2022 Feb 15;119(7). doi: 10.1073/pnas.2111869119.

Abstract

The embryonic mouse brain undergoes drastic changes in establishing basic anatomical compartments and laying out major axonal connections of the developing brain. Correlating anatomical changes with gene-expression patterns is an essential step toward understanding the mechanisms regulating brain development. Traditionally, this is done in a cross-sectional manner, but the dynamic nature of development calls for probing gene-neuroanatomy interactions in a combined spatiotemporal domain. Here, we present a four-dimensional (4D) spatiotemporal continuum of the embryonic mouse brain from E10.5 to E15.5 reconstructed from diffusion magnetic resonance microscopy (dMRM) data. This study achieved unprecedented high-definition dMRM at 30- to 35-µm isotropic resolution, and together with computational neuroanatomy techniques, we revealed both morphological and microscopic changes in the developing brain. We transformed selected gene-expression data to this continuum and correlated them with the dMRM-based neuroanatomical changes in embryonic brains. Within the continuum, we identified distinct developmental modes comprising regional clusters that shared developmental trajectories and similar gene-expression profiles. Our results demonstrate how this 4D continuum can be used to examine spatiotemporal gene-neuroanatomical interactions by connecting upstream genetic events with anatomical changes that emerge later in development. This approach would be useful for large-scale analysis of the cooperative roles of key genes in shaping the developing brain.

摘要

胚胎鼠脑在建立基本解剖区室和铺设发育中大脑的主要轴突连接方面经历了剧烈的变化。将解剖变化与基因表达模式相关联是理解调节大脑发育的机制的重要步骤。传统上,这是通过横截面方式完成的,但发育的动态性质需要在组合的时空域中探测基因-神经解剖相互作用。在这里,我们从扩散磁共振显微镜 (dMRM) 数据重建了从 E10.5 到 E15.5 的胚胎鼠脑的四维(4D)时空连续体。这项研究在 30 到 35-µm 各向同性分辨率方面实现了前所未有的高清晰度 dMRM,并且与计算神经解剖技术相结合,我们揭示了发育中大脑的形态和微观变化。我们将选定的基因表达数据转换为这个连续体,并将它们与胚胎大脑基于 dMRM 的神经解剖变化相关联。在连续体中,我们确定了不同的发育模式,包括具有共享发育轨迹和相似基因表达谱的区域聚类。我们的结果表明,这种 4D 连续体如何通过将上游遗传事件与后来在发育中出现的解剖变化联系起来,用于检查时空基因-神经解剖相互作用。这种方法对于大规模分析关键基因在塑造发育中大脑方面的协同作用将非常有用。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/a197/8851557/4eea15a662e8/pnas.2111869119fig01.jpg

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