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OS06.6 Optimized radiotherapy protocols delay the malignant transformation of low-grade gliomas in-silico

机译:OS06.6优化的放射治疗方案可延缓低级别胶质瘤的恶性转化

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摘要

>Introduction: The optimal management of grade II gliomas (LGGs) remains controversial, and only limited definitive data is available to guide recommendations. Radiation therapy is currently offered to LGG patients with certain combinations of risk factors. However, its benefit on initial tumor control may be outweighed by late toxicities. Mathematical modeling has the potential of helping in selecting patients who may benefit from radiotherapy and in developing optimal fractionation schemes for patient subgroups. >Materials and methods: LGG growth was described in-silico using a previously validated mathematical model incorporating accelerated repopulation and growth saturation. Tumor response to radiation and normal tissue toxicity was accounted for by a classical linear-quadratic (LQ) model. An optimization problem was posed to determine the optimal fractionation protocol (dose per fraction, number of doses and time between fractions) delaying the most the tumor’s malignant transformation (MT) while at the same time maintaining the toxicity on or below the level of the standard fractionation (30 daily fractions of 1.8 Gy). >Results: The optimal protocols were found to be metronomic with 0.5 Gy/fraction and dose interspacing ranging from one week to one month depending on tumor’s growth rate. The MT was found to be delayed from 1 (fast growing LGGs) to 7 years (slowly growing LGGs). A robust protocol was found to provide a sub-optimal gain for all tumor growth rates. Other non-standard radiotherapy fractionations were found to provide survival advantages: (i) Protracted schemes with 1.8 Gy/fraction and time interval between doses ranging from one to three months (ii) Hypoprotracted schemes with dose per fraction of 3.2 Gy and larger interdose time spacings. In all cases the potential time delay of the MT, was of up to several years with the advantage over metronomic schemes of being more feasible from the practical point of view. Some fractionations were proven to provide a substantial survival advantage while at the same time reducing the toxicity in comparison with the standard fractionation. The concepts are being validated in biomimetic devices (microfluidic chips) and the results will be also reported at the conference. CONCLUSION: A substantial survival benefit could be achieved by using non-standard radiotherapy fractionation schemes together with a reduction in treatment toxicity. Thus, mathematical modelling techniques may complement the use of highly conformal techniques in order to improve treatment efficacy and reduce neurotoxicity.FUNDING: Ministerio de Economía y Competitividad/FEDER, Spain [MTM2015-71200-R], Junta de Comunidades de Castilla-La Mancha, Spain [PEII-2014-031-P] and James S. Mc. Donnell Foundation 21st Century Science Initiative in Mathematical and Complex Systems Approaches for Brain Cancer [Collaborative award 220020450].
机译:>简介:II级神经胶质瘤(LGG)的最佳管理仍存在争议,并且只有有限的权威数据可以指导建议。目前向具有某些危险因素组合的LGG患者提供放射治疗。但是,其在最初控制肿瘤方面的益处可能会被后期毒性所抵消。数学建模有潜力帮助选择可能受益于放射治疗的患者,并为患者亚组制定最佳的分级方案。 >材料和方法:LGG使用先前经过验证的数学模型在计算机上描述了LGG的生长,该模型包含了加速的种群增长和生长饱和。肿瘤对放射线和正常组织毒性的反应是由经典线性二次(LQ)模型解释的。提出了一个优化问题,以确定最佳的分离方案(每部分的剂量,剂量数和各部分之间的时间),最大程度地延迟了肿瘤的恶性转化(MT),同时将毒性维持在标准水平或以下分馏(每天30次,分1.8 Gy)。 >结果:根据肿瘤的生长速度,最佳方案是节律性的,剂量为0.5 Gy /次,剂量间隔为1周至1个月不等。 MT被发现从1年(快速增长的LGG)延迟到7年(缓慢增长的LGG)。发现一种可靠的方案可以为所有肿瘤的生长速度提供次佳的增益。还发现其他非标准放射治疗分馏可提供生存优势:(i)延缓方案,剂量为1.8 Gy /分,剂量之间的间隔时间为一到三个月(ii)延缓方案,每剂量剂量为3.2 Gy,间隔时间更长间距。在所有情况下,MT的潜在时延都可能长达数年,从实际的角度来看,相对于节拍方案的优势更为可行。与标准分级分离相比,某些分级分离已被证明具有很大的生存优势,同时降低了毒性。该概念已在仿生设备(微流体芯片)中得到验证,结果也将在会议上报告。结论:通过使用非标准的放射疗法分级方案并降低治疗毒性,可以实现实质性的生存获益。因此,数学建模技术可以补充高度共形的技术,以提高治疗效果并减少神经毒性。西班牙[PEII-2014-031-P]和James S. Donnell基金会针对脑癌的数学和复杂系统方法的21世纪科学计划[协作奖220020450]。

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