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An algorithm to assess the need for clinical Monte Carlo dose calculation for small proton therapy fields based on quantification of tissue heterogeneity

机译:一种算法评估基于组织异质性的小质子疗法临床蒙特卡罗剂量计算的需求

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摘要

Purpose: In proton therapy, complex density heterogeneities within the beam path constitute a challenge to dose calculation algorithms. This might question the reliability of dose distributions predicted by treatment planning systems based on analytical dose calculation. For cases in which substantial dose errors are expected, resorting to Monte Carlo dose calculations might be essential to ensure a successful treatment outcome and therefore the benefit is worth a presumably long computation time. The aim of this study was to define an indicator for the accuracy of dose delivery based on analytical dose calculations in treatment planning systems for small proton therapy fields to identify those patients for which Monte Carlo dose calculation is warranted. Methods: Fourteen patients treated at our facility with small passively scattered proton beams (apertures diameters below 7 cm) were selected. Plans were generated in the XiO treatment planning system in combination with a pencil beam algorithm developed at the Massachusetts General Hospital and compared to Monte Carlo dose calculations. Differences in the dose to the 50% of the gross tumor volume (D50, GTV) were assessed in a field-by-field basis. A simple and fast methodology was developed to quantify the inhomogeneity of the tissue traversed by a single small proton beam using a heterogeneity index (HI) - a concept presented by Plugfelder [Med. Phys. 34, 1506-1513 (2007)10.1118/1. 2710329] for scanned proton beams. Finally, the potential correlation between the error made by the pencil beam based treatment planning algorithm for each field and the level of tissue heterogeneity traversed by the proton beam given by the HI was evaluated. Results: Discrepancies up to 5.4% were found in D50 for single fields, although dose differences were within clinical tolerance levels (<3%) when combining all of the fields involved in the treatment. The discrepancies found for each field exhibited a strong correlation to their associated HI-values (Spearman's ?= 0.8, p < 0.0001); the higher the level of tissue inhomogeneities for a particular field, the larger the error by the analytical algorithm. With the established correlation a threshold for HI can be set by choosing a tolerance level of 2-3% - commonly accepted in radiotherapy. Conclusions: The HI is a good indicator for the accuracy of proton field delivery in terms of GTV prescription dose coverage when small fields are delivered. Each HI-value was obtained from the CT image in less than 3 min on a computer with 2 GHz CPU allowing implementation of this methodology in clinical routine. For HI-values exceeding the threshold, either a change in beam direction (if feasible) or a recalculation of the dose with Monte Carlo would be highly recommended.
机译:目的:在质子疗法中,光束路径内的复密度异质性构成给剂量计算算法的挑战。这可能会质疑基于分析剂量计算的治疗计划系统预测的剂量分布的可靠性。对于预期大量剂量误差的情况,诉诸Monte Carlo剂量计算可能是必不可少的,以确保成功的治疗结果,因此益处值得一种可能是长期计算时间。本研究的目的是根据小型质子疗法的治疗计划系统中的分析剂量计算来定义剂量递送的准确性指标,以确定保证蒙特卡罗剂量计算的那些患者。方法:选择具有小被动散射质子束(低于7cm以下的孔径直径)处理的十四名患者。在XIO治疗计划系统中产生了与Massachusetts综合医院开发的铅笔束算法组合的计划,并与Monte Carlo剂量计算相比。将肿瘤总量(D50,GTV)的剂量的差异以场逐个基础评估。开发了一种简单且快速的方法,以使用异质性指数(HI)来量化由单个小质子束穿过的组织的不均匀性 - 由PlupFelder [Med。物理。 34,1506-1513(2007)10.1118 / 1。 2710329]对于扫描质子束。最后,评估了由铅笔束的处理规划算法对每个字段的误差与由HI给出的质子束传播的组织异质性的误差之间的潜在相关性。结果:在单一领域的D50中发现了高达5.4%的差异,尽管在组合治疗中所涉及的所有领域的临床耐受水平(<3%)内的剂量差异。每个字段的差异与其相关的高值表现出强烈的相关性(Spearman的?= 0.8,P <0.0001);特定领域的组织不均匀程度越高,分析算法的误差越大。通过建立的相关性,可以通过选择2-3%的公差水平来设定HI的阈值 - 常见于放射疗法。结论:当送小田时,HI是GTV处方剂量覆盖率的质子场递送的准确性。在具有2 GHz CPU的计算机上在少于3分钟的CT图像中从CT图像中获得每个高值,允许在临床常规中实现这种方法。对于超过阈值的高值,强烈建议强烈推荐使用光束方向(如果可行)的变化或蒙特卡罗的剂量重新计算。

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