首页> 外文期刊>Gene Expression Patterns: A Section of Mechanisms of Development >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
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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

机译: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

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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.
机译:研究从胚胎的原位杂交图像中研究空​​间基因表达谱是朝着生物体中综合了解基因相互作用的第一步之一。在N. Vectensis的情况下,由于难以通过透明体计划检测细胞层并在Blastula和Gastrula阶段改变形态来检测细胞层,提取和收集这些数据是一个具有挑战性的任务。在这里,首先,我们介绍一种算法识别和跟踪N. Vectensis胚胎中的细胞层的方法。由此,我们将能够沿着细胞层提取基因的空间表达谱,并因此重建基因表达谱的1D表示。此外,我们使用从共焦图像中提取的胚胎的形态配置,在2D中模拟胚胎过程中胚胎形态的动态。最终,我们提供了一种用于研究和比较模拟胚胎上提取的空间基因表达谱的可视化工具。我们预计我们的提取和可视化方法是从各种来源量化和收集更多原位图像的起始点,这可能会加速我们对N.Vectensis早期发展中基因相互作用的理解。该方法允许研究人员可视化和比较来自原位图像或不同实验的不同基因表达。例如,我们能够在开发期间显示NVFOXA-NVSNAILA和NVBRA-NVERG在中央结构域和中央/外环中的互补表达,这表明每对之间可能的抑制效应;正如功能分析所发现的那样。

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