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Spreaders and Sponges define metastasis in lung cancer: A Markov chain Monte Carlo Mathematical Model

机译:撒播和海绵在肺癌定义转移:一个马尔可夫链蒙特卡洛数学模型

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摘要

The classic view of metastatic cancer progression is that it is a unidirectional process initiated at the primary tumor site, progressing to variably distant metastatic sites in a fairly predictable, though not perfectly understood, fashion. A Markov chain Monte Carlo mathematical approach can determine a pathway diagram that classifies metastatic tumors as ‘spreaders’ or ‘sponges’ and orders the timescales of progression from site to site. In light of recent experimental evidence highlighting the potential significance of self-seeding of primary tumors, we use a Markov chain Monte Carlo (MCMC) approach, based on large autopsy data sets, to quantify the stochastic, systemic, and often multi-directional aspects of cancer progression. We quantify three types of multi-directional mechanisms of progression: (i) self-seeding of the primary tumor; (ii) re-seeding of the primary tumor from a metastatic site (primary re-seeding); and (iii) re-seeding of metastatic tumors (metastasis re-seeding). The model shows that the combined characteristics of the primary and the first metastatic site to which it spreads largely determine the future pathways and timescales of systemic disease.For lung cancer, the main ‘spreaders’ of systemic disease are the adrenal gland and kidney, whereas the main ‘sponges’ are regional lymph nodes, liver, and bone. Lung is a significant self-seeder, although it is a ‘sponge’ site with respect to progression characteristics.
机译:关于转移性癌症进展的经典观点是,它是在原发性肿瘤部位启动的单向过程,以相当可预测的方式(尽管不是很清楚地理解)进展到可变的远处转移部位。马尔可夫链蒙特卡洛数学方法可以确定将转移性肿瘤归类为“扩散物”或“海绵”的路径图,并命令从一个站点到另一个站点的进展时间尺度。鉴于最近的实验证据强调了原发性肿瘤自我播种的潜在重要性,我们基于大型尸检数据集,使用马尔可夫链蒙特卡罗(MCMC)方法来量化随机,系统性以及通常为多方向的方面癌症进展。我们量化了三种类型的多向进展机制:(i)原发性肿瘤的自我播种; (ii)从转移部位重新播种原发肿瘤(原种再播种); (iii)转移肿瘤的重新播种(转移的重新播种)。该模型显示,原发性和首发转移部位的组合特征在很大程度上决定了系统性疾病的未来途径和时程。对于肺癌,系统性疾病的主要``传播者''是肾上腺和肾脏,而主要的“海绵”是区域淋巴结,肝脏和骨骼。肺是一个重要的自我播种者,尽管就进展特征而言,它是一个“海绵”场所。

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