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Caveats: Numerical Requirements in Graph Theory Based Quantitation of Tissue Architecture

机译:注意事项:基于图论的组织结构定量化的数值要求

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摘要

Graph theory based methods represent one approach to an objective and reproducible structural analysis of tissue architecture. By these methods, neighborhood relations between a number of objects (e.g., cells) are explored and inherent to these methods are therefore certain requirements as to the number of objects to be included in the analysis. However, the question of how many objects are required to achieve reproducible values in repeated computations of proposed structural features, has previously not been adressed specifically.After digitising HE stained slides and storing them as grey level images, cell nuclei were segmented and their geometrical centre of gravity were computed, serving as the basis for construction of the Voronoi diagram (VD) and its subgraphs. Variations in repeated computations of structural features derived from these graphs were related to the number of cell nuclei included in the analysis.We demonstrate a large variation in the values of the structural features from one computation to another in one and the same section when only a limited number of cells (100–500) are included in the analysis. This variation decreased with increasing number of cells analyzed. The exact number of cells required to achieve reproducible values differ significantly between tissues, but not between separate cases of similar lesions. There are no significant differences between normal and malignantly changed tissues in oral mucosa with respect to how many cells must be included.For graph theory based analysis of tissue architecture, care must be taken to include an adequate number of objects; for some of the structural features we have tested, more than 3000 cells.
机译:基于图论的方法代表了一种对组织结构进行客观且可重复的结构分析的方法。通过这些方法,探索了许多对象(例如,细胞)之间的邻域关系,因此这些方法所固有的是对要包括在分析中的对象数量的某些要求。然而,在重复计算拟议的结构特征时需要多少个对象才能达到可再现的值的问题以前并未得到专门解决。在将HE染色的载玻片数字化并将其存储为灰度图像后,将细胞核进行分割并对其几何中心进行分割计算了重力,作为构造沃罗诺伊图(VD)及其子图的基础。从这些图得出的结构特征重复计算的变化与分析中所包含的细胞核数目有关。分析中包含有限数量的单元格(100–500)。随着分析细胞数量的增加,这种变化减少。达到可再现值所需的确切细胞数量在组织之间有显着差异,但在相似病变的不同情况下却没有差异。口腔粘膜正常组织和恶变组织之间在必须包含多少个细胞方面没有显着差异。对于基于图论的组织结构分析,必须注意包括足够数量的对象。对于我们测试的某些结构特征,超过3000个单元格。

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