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从原位杂交图像中提取和可视化空间基因表达的高通量方法:以海葵星状海葵早期发育为例

High-throughput method for extracting and visualizing the spatial gene expressions from in situ hybridization images: A case study of the early development of the sea anemone Nematostella vectensis.

作者信息

Abdol A M, Bedard Andrew, Lánský Imke, Kaandorp J A

机构信息

University of Amsterdam, Science Park 904, 1098XH Amsterdam, The Netherlands.

出版信息

Gene Expr Patterns. 2018 Jan;27:36-45. doi: 10.1016/j.gep.2017.10.005. Epub 2017 Nov 6.

DOI:10.1016/j.gep.2017.10.005
PMID:29122675
Abstract

Studying the spatial gene expression profiles from in situ hybridization images of the embryo is one of the first steps toward the comprehensive understanding of gene interactions in an organism. In the case of N. vectensis, extracting and collecting these data is a challenging task due to the difficulty of detecting the cell layer through the transparent body plan and changing morphology during the blastula and gastrula stages. Here, first, we introduce a method to algorithmically identify and track the cell layer in N. vectensis embryo from the late blastula to the late gastrula stage. With this, we will be able to extract spatial expression profiles of genes alongside the cell layer and consequently reconstructing the 1D representation of gene expression profiles. Furthermore, we use the morphological configurations of the embryo extracted from confocal images, to model the dynamics of embryos morphology during the gastrulation process in 2D. Ultimately, we provide a visualization tool for studying and comparing the extracted spatial gene expression profiles over the simulated embryo. We anticipate that our method of extraction and visualization to be a starting point for quantifying and collecting more in situ images from various sources, which can potentially accelerate our understanding of gene interactions in the early development of N. vectensis. The method allows researchers to visualize and compare the different gene expressions from different in situ images or different experiments. As an example, we were able to show the complementary expression of NvFoxA-NvSnailA and NvBra-NvErg in the central domain and central/external rings during the development which suggests the possible repression effects between each pair; as it has been discovered by functional analysis.

摘要

研究胚胎原位杂交图像中的空间基因表达谱是全面理解生物体中基因相互作用的首要步骤之一。对于星状海葵而言,由于其透明的身体结构以及在囊胚期和原肠胚期形态的变化,提取和收集这些数据是一项具有挑战性的任务。在此,首先,我们介绍一种算法方法,用于识别和追踪星状海葵胚胎从晚期囊胚到晚期原肠胚阶段的细胞层。通过这种方法,我们能够提取沿细胞层的基因空间表达谱,并进而重建基因表达谱的一维表示。此外,我们利用从共聚焦图像中提取的胚胎形态结构,对原肠胚形成过程中胚胎形态的二维动力学进行建模。最终,我们提供了一个可视化工具,用于研究和比较在模拟胚胎上提取的空间基因表达谱。我们预计,我们的提取和可视化方法将成为从各种来源量化和收集更多原位图像的起点,这有可能加速我们对星状海葵早期发育中基因相互作用的理解。该方法使研究人员能够可视化和比较来自不同原位图像或不同实验的不同基因表达。例如,我们能够展示在发育过程中NvFoxA - NvSnailA和NvBra - NvErg在中央区域和中央/外环的互补表达,这表明每对基因之间可能存在抑制作用;正如功能分析所发现的那样。

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