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A digital framework to build, visualize and analyze audgene expression atlas with cellular resolution inudzebrafish early embryogenesis

机译:用于构建,可视化和分析音频的数字框架具有细胞分辨率的基因表达图谱斑马鱼早期胚胎发生

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摘要

A gene expression atlas is an essential resource to quantify and understand the multiscale processes of embryogenesis in time and space. The automated reconstruction of a prototypic 4D atlas for vertebrate early embryos, using multicolor fluorescence in situ hybridization with nuclear counterstain, requires dedicated computational strategies. To this goal, we designed an original methodological framework implemented in a software tool called Match-IT. With only minimal human supervision, our system is able to gather gene expression patterns observed in different analyzed embryos with phenotypic variability and map them onto a series of common 3D templates over time, creating a 4D atlas. This framework was used to construct an atlas composed of 6 gene expression templates from a cohort of zebrafish early embryos spanning 6 developmental stages from 4 to 6.3 hpf (hours post fertilization). They included 53 specimens, 181,415 detected cell nuclei and the segmentation of 98 gene expression patterns observed in 3D for 9 different genes. In addition, an interactive visualization software, Atlas-IT, was developed to inspect, supervise and analyze the atlas. Match-IT and Atlas-IT, including user manuals, representative datasets and video tutorials, are publicly and freely available online. We also propose computational methods and tools for the quantitative assessment of the gene expression templates at the cellular scale, with the identification, visualization and analysis of coexpression patterns, synexpression groups and their dynamics through developmental stages.
机译:基因表达图谱是定量和了解时空中胚胎发生的多尺度过程的重要资源。使用多色荧光原位杂交与核复染色技术自动重建脊椎动物早期胚胎的原型4D地图集需要专用的计算策略。为此,我们设计了一个原始的方法框架,该框架在称为Match-IT的软件工具中实现。仅需极少的人工监督,我们的系统就能收集在具有表型变异性的不同分析胚胎中观察到的基因表达模式,并将它们随时间映射到一系列常见的3D模板上,从而创建4D图集。该框架用于构建图集,该图集由一组斑马鱼早期胚胎组成的6个基因表达模板组成,这些跨越6个发育阶段,从4至6.3 hpf(受精后数小时)。他们包括53个标本,181,415个检测到的细胞核以及在3D中观察到的9个不同基因的98个基因表达模式的片段。此外,还开发了交互式可视化软件Atlas-IT来检查,监督和分析地图集。 Match-IT和Atlas-IT,包括用户手册,代表性数据集和视频教程,可在线免费获得。我们还提出了在细胞规模上定量评估基因表达模板的计算方法和工具,并通过发展阶段鉴定,可视化和分析共表达模式,共表达组及其动力学。

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