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基于多项式模型的 TCP 和 NTCP 在放射治疗计划中的应用。

Multinomial model-based formulations of TCP and NTCP for radiotherapy treatment planning.

机构信息

INRIA-BIGS & Institut de Mathématiques Elie Cartan, Nancy-Université, CNRS UMR 7502, BP 239, F-54506 Vandœuvre-lès-Nancy Cedex, France.

出版信息

J Theor Biol. 2011 Jun 21;279(1):55-62. doi: 10.1016/j.jtbi.2011.03.025. Epub 2011 Mar 30.

Abstract

Hit and target models of tumor growth, typically assume that all surviving cells have a constant and homogeneous sensitivity during the radiotherapy period. In this study, we propose a new multinomial model based on a discrete-time Markov chain, able to take into account cell repair, cell damage heterogeneity and cell proliferation. The proposed model relies on the 'Hit paradigm' and 'Target' theory in radiobiology and assumes that a cancer cell contains m targets which must be all deactivated to produce cell death. The surviving cell population is then split up into m categories to introduce the variation of cancer cell radio-sensitivity according to their damage states. New expressions of the Tumor Control Probability (TCP) and Normal Tissue Complication Probability (NTCP) are provided. Moreover, we show that hit and target models may be regarded as particular cases of the multinomial model. Numerical results should permit to keep the efficiency of treatment with a lower total radiation dose then that given by the typical hit models, which allow to decrease side effects.

摘要

肿瘤生长的击中-靶模型通常假设在放疗期间所有存活的细胞都具有恒定且均匀的敏感性。在这项研究中,我们提出了一种新的基于离散时间马尔可夫链的多项式模型,能够考虑细胞修复、细胞损伤异质性和细胞增殖。所提出的模型依赖于放射生物学中的“击中范式”和“靶”理论,并假设癌细胞包含 m 个靶标,必须全部失活才能产生细胞死亡。然后,存活的细胞群体被分为 m 类,以根据其损伤状态引入癌细胞放射敏感性的变化。提供了肿瘤控制概率(TCP)和正常组织并发症概率(NTCP)的新表达式。此外,我们表明击中-靶模型可以被视为多项式模型的特例。数值结果应该允许在比典型击中模型更低的总辐射剂量下保持治疗的效率,从而降低副作用。

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