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Geometrical study of astrocytomas through fractals and scaling analysis

机译:星形细胞瘤通过分形和缩放分析的几何研究

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摘要

The tumor growth is a complex process characterized by the proliferation of uncontrollable cells which invade neighbor tissues. The understanding process of this type of phenomena is very relevant in order to establish diagnosis and proper therapy strategies and to start the valorization of its complexity with proper descriptors produced by the scaling analysis, which define the tumor growth geometry. In this work, obtained results through the scaling analysis for pilocytic astrocytomas, anaplastic and diffuse, are shown, which tumors of primary origin are. On them, it is calculated the fractal dimension and critical exponents of local roughness to characterize in vivo 3-D tumor growth. The acquisition of the images for this type of injuries was carried out according to the standard protocol used for brain radiotherapy and radiosurgery, i.e., axial, coronal and sagittal magnetic resonance T1 weighted images and comprising the brain volume for image registration. Image segmentation was performed by the application the k-means procedure upon contrasted images. The results show significant variations of the parameters depending on the tumor stage and its histological origin.
机译:肿瘤生长是一种复杂的方法,其特征在于侵入邻居组织的无法控制细胞的增殖。这种类型现象的理解过程是非常相关的,以便建立诊断和适当的治疗策略,并以通过缩放分析产生的适当描述符开始其复杂性的复杂性,其定义肿瘤生长几何形状。在这项工作中,显示了通过对鳞片状星形细胞瘤的缩放分析来获得的结果,显示,主要来源的肿瘤是。在它们上,计算局部粗糙度的分形维度和临界指数,以表征体内3-D肿瘤生长。根据用于脑放射疗法和放射牢,即轴向,冠状和矢状磁共振T1加权图像并包括用于图像配准的脑体积的标准方案进行了对这种损伤的图像的采集。通过应用于对比图像的k-means程序进行图像分割。结果表明,取决于肿瘤阶段及其​​组织学源的参数显着变化。

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