微环境对微肿瘤浸润模式的影响:体外研究支持的3d数学模型。

IF 1.4 4区 生物学 Q4 CELL BIOLOGY
Emmanuel Luján, Daniela Soto, María S Rosito, Alejandro Soba, Liliana N Guerra, Juan C Calvo, Guillermo Marshall, Cecilia Suárez
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引用次数: 3

摘要

数学建模方法在癌症研究中变得越来越丰富。肿瘤的浸润程度及其空间组织既取决于肿瘤的类型和分期,也取决于微环境的生物理化特征。这设置了一个复杂的场景,通常需要多学科和单独调整的方法。这项工作的最终目标是提出一种实验/数值结合的方法,用于开发三维数学模型,该模型能够重现给定的无血管微肿瘤在不同微环境条件下的生长和浸润模式。该模型基于扩散-对流反应方程,该方程考虑了逻辑增殖、体积生长、肿瘤表面的增殖细胞边缘以及扩散和对流成分的侵袭。模型的参数值与实验结果拟合,径向速度系数和扩散系数根据观察到的入渗模式分别通过引入形状函数和扩散限制聚集(diffusion-limit -aggregation, DLA)衍生的分形矩阵在特定情况下具有空间变量。体外模型由乳腺上皮肿瘤细胞系(LM3)的多细胞肿瘤球体(mts)组成,该肿瘤球体(mts)浸泡在I型胶原凝胶基质中,其中含有标准培养基(“原始”基质)或脂肪细胞或前脂肪细胞的条件培养基(“条件”基质)。实验结果表明,脂肪细胞和前脂肪细胞条件培养基均能改变MTS的浸润模式,使其由集体的层流浸润转变为个体的雾化浸润。通过面积量化、分形维数和空隙度分析以及Bland-Altman分析,数值模拟能够充分地对两种入渗模式进行定性和定量再现。这些结果表明,本文提出的联合方法可以作为一种新的框架,在肿瘤领域的基础和临床水平上都具有有趣的潜在应用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Microenvironmental influence on microtumour infiltration patterns: 3D-mathematical modelling supported by in vitro studies.

Mathematical modelling approaches have become increasingly abundant in cancer research. Tumour infiltration extent and its spatial organization depend both on the tumour type and stage and on the bio-physicochemical characteristics of the microenvironment. This sets a complex scenario that often requires a multidisciplinary and individually adjusted approach. The ultimate goal of this work is to present an experimental/numerical combined method for the development of a three-dimensional mathematical model with the ability to reproduce the growth and infiltration patterns of a given avascular microtumour in response to different microenvironmental conditions. The model is based on a diffusion-convection reaction equation that considers logistic proliferation, volumetric growth, a rim of proliferative cells at the tumour surface, and invasion with diffusive and convective components. The parameter values of the model were fitted to experimental results while radial velocity and diffusion coefficients were made spatially variable in a case-specific way through the introduction of a shape function and a diffusion-limited-aggregation (DLA)-derived fractal matrix, respectively, according to the infiltration pattern observed. The in vitro model consists of multicellular tumour spheroids (MTSs) of an epithelial mammary tumour cell line (LM3) immersed in a collagen I gel matrix with a standard culture medium ("naive" matrix) or a conditioned medium from adipocytes or preadipocytes ("conditioned" matrix). It was experimentally determined that both adipocyte and preadipocyte conditioned media had the ability to change the MTS infiltration pattern from collective and laminar to an individual and atomized one. Numerical simulations were able to adequately reproduce qualitatively and quantitatively both kinds of infiltration patterns, which were determined by area quantification, analysis of fractal dimensions and lacunarity, and Bland-Altman analysis. These results suggest that the combined approach presented here could be established as a new framework with interesting potential applications at both the basic and clinical levels in the oncology area.

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来源期刊
Integrative Biology
Integrative Biology 生物-细胞生物学
CiteScore
4.90
自引率
0.00%
发文量
15
审稿时长
1 months
期刊介绍: Integrative Biology publishes original biological research based on innovative experimental and theoretical methodologies that answer biological questions. The journal is multi- and inter-disciplinary, calling upon expertise and technologies from the physical sciences, engineering, computation, imaging, and mathematics to address critical questions in biological systems. Research using experimental or computational quantitative technologies to characterise biological systems at the molecular, cellular, tissue and population levels is welcomed. Of particular interest are submissions contributing to quantitative understanding of how component properties at one level in the dimensional scale (nano to micro) determine system behaviour at a higher level of complexity. Studies of synthetic systems, whether used to elucidate fundamental principles of biological function or as the basis for novel applications are also of interest.
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