Department of Electronics, Information and Bioengineering, Politecnico di Milano, Italy.
National Center of Oncological Hadrontherapy (CNAO), Pavia, Italy.
Radiother Oncol. 2019 Aug;137:32-37. doi: 10.1016/j.radonc.2019.04.018. Epub 2019 Apr 30.
To derive personalized tumour control probability (TCP) models, using diffusion-weighted (DW-) MRI for defining initial tumour cellular density in skull-base chordoma patients undergoing carbon-ion radiotherapy (CIRT).
67 patients affected by skull-base chordoma were enrolled for a standardized CIRT treatment (70.4 Gy (RBE) prescription dose). Local control information was clinically assessed. For 20 of them, apparent diffusion coefficient (ADC) maps were computed from DW-MRI and then converted into cellular density. Radiosensitivity parameters (α, β) were estimated from the available data through an optimization procedure, taking advantage of a relationship observed between local control and the dose received by at least the 98% of the gross tumour volume. These parameters were fed into two poissonian TCP models, based on the LQ model, being the first (TCP) computed from literature parameters and the second (TCP) enriched by a personalized initial cellular density derived from ADC maps.
The inclusion of the cellular density derived from ADC into TCP yielded slightly higher dose values at which TCP = 0.5 (D = 38.91 Gy (RBE)) with respect to TCP (D34.16 Gy (RBE)). This suggested a more conservative approach, even if the prognostic power of TCP and TCP, tested with respect to local control, was equivalent in terms of sensitivity (0.867) and specificity (0.600).
Both TCP and TCP exhibited good agreement with a clinically validated information of local control, the former providing more conservative predictions.
利用扩散加权(DW-)MRI 定义颅底脊索瘤患者碳离子放疗(CIRT)中初始肿瘤细胞密度,推导个体化肿瘤控制概率(TCP)模型。
共纳入 67 例颅底脊索瘤患者,行标准 CIRT 治疗(70.4Gy(RBE)处方剂量)。临床评估局部控制情况。其中 20 例患者的 DW-MRI 计算表观扩散系数(ADC)图,并转换为细胞密度。通过优化过程从现有数据中估计放射敏感性参数(α、β),利用局部控制与至少 98%肿瘤总体积接受的剂量之间观察到的关系。这些参数被输入到两种基于 LQ 模型的泊松 TCP 模型中,第一个(TCP)是根据文献参数计算的,第二个(TCP)是通过 ADC 图得出的个体化初始细胞密度丰富的。
将 ADC 得出的细胞密度纳入 TCP 中,与 TCP(D34.16Gy(RBE))相比,TCP=0.5 时的剂量值(D=38.91Gy(RBE))略高。这表明方法更保守,尽管 TCP 和 TCP 的预后能力(与局部控制相比)在灵敏度(0.867)和特异性(0.600)方面是等效的。
TCP 和 TCP 均与临床验证的局部控制信息具有良好的一致性,前者提供更保守的预测。