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Emergence of structure in mouse embryos: Structural Entropy morphometry applied to digital models of embryonic anatomy

机译:小鼠胚胎结构的出现:结构熵形态计量学应用于胚胎解剖的数字模型

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摘要

We apply an information‐theoretic measure to anatomical models of the Edinburgh Mouse Atlas Project. Our goal is to quantify the anatomical complexity of the embryo and to understand how this quantity changes as the organism develops through time. Our measure, Structural Entropy, takes into account the geometrical character of the intermingling of tissue types in the embryo. It does this by a mathematical process that effectively imagines a point‐like explorer that starts at an arbitrary place in the 3D structure of the embryo and takes a random path through the embryo, recording the sequence of tissues through which it passes. Consideration of a large number of such paths yields a probability distribution of paths making connections between specific tissue types, and Structural Entropy is calculated from this (mathematical details are given in the main text). We find that Structural Entropy generally decreases (order increases) almost linearly throughout developmental time (4–18 days). There is one `blip’ of increased Structural Entropy across days 7–8: this corresponds to gastrulation. Our results highlight the potential for mathematical techniques to provide insight into the development of anatomical structure, and also the need for further sources of accurate 3D anatomical data to support analyses of this kind.
机译:我们将信息理论方法应用于爱丁堡小鼠地图集项目的解剖模型。我们的目标是量化胚胎的解剖复杂性,并了解随着生物体随着时间的发展,该数量如何变化。我们的结构熵的度量考虑了胚胎中组织类型混合的几何特征。它是通过数学过程来完成的,该过程有效地想象了一个点状的探索器,该探索器从胚胎的3D结构中的任意位置开始,并沿着随机的路径穿过胚胎,记录其通过的组织序列。考虑大量这样的路径会产生在特定组织类型之间建立连接的路径的概率分布,并据此计算结构熵(数学细节在正文中给出)。我们发现,结构熵通常在整个发育时间(4-18天)内几乎呈线性下降(顺序增加)。在第7至第8天,结构熵增加了一个“瞬息”:这与胃化作用相对应。我们的研究结果凸显了数学技术在深入了解解剖结构发展方面的潜力,同时也需要更多精确的3D解剖数据来支持此类分析。

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