Predicting the impact of standard and hypofractionated schedules in prostate cancer radiotherapy with a mechanistic model

C. Marrero, A. Briens, P. Fontaine, B. Rigaud, R. Crevoisier, O. Acosta
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Abstract

Prostate cancer has been typically treated with a total radiation dose of 74–80 Gy administered in 2 Gy fractions. However, about 20% of patients suffer biochemical recurrence. Hypofractionated treatments may have a positive effect on tumour control. Nevertheless, the choice of an optimal personalised therapy is still compromised by the limited knowledge of the response of patients to high irradiation fractions. The purposes of this work were i) to predict biochemical recurrence after standard fractionation using our previously developed mechanistic model and ii) to explore the impact of hypofractionated treatments for patients who suffered biochemical failure. A cohort of 279 patients with localised prostate adenocarcinoma was used. Analogous virtual tissues were built from pre-treatment MRIs. The prescribed standard irradiation schedules were simulated using the mechanistic model. Biochemical recurrence was predicted from the in silico number of tumour cells at the end of treatment (AUC = 0.68). Then, alternative 2.5 and 3 Gy fractionations were simulated for patients who suffered biochemical recurrence. Significantly lower numbers of tumour cells at the end of treatment were obtained after these hypofractionated schedules. Significant decreases in total doses assuring tumour control were also observed for these patients (median of -10.3 and -14.0 Gy for 2.5 and 3 Gy fractionations, respectively).
用机制模型预测前列腺癌放射治疗中标准和低分割时间表的影响
前列腺癌的典型治疗方法是总辐射剂量为74-80戈瑞,以2戈瑞的分量给药。但约20%的患者出现生化复发。低分割治疗可能对肿瘤控制有积极作用。然而,选择最佳的个性化治疗仍然受到有限的知识的影响,患者对高辐照分数的反应。这项工作的目的是i)使用我们之前开发的机制模型预测标准分离后的生化复发,ii)探索低分离治疗对生化失败患者的影响。研究对象为279例局限性前列腺癌患者。通过预处理核磁共振成像构建类似的虚拟组织。采用力学模型模拟了规定的标准辐照程序。根据治疗结束时肿瘤细胞的计算机计数预测生化复发(AUC = 0.68)。然后对生化复发的患者进行2.5 Gy和3 Gy的可选分馏法模拟。在这些低分割时间表后,在治疗结束时获得的肿瘤细胞数量显着降低。这些患者还观察到确保肿瘤控制的总剂量显著降低(2.5 Gy和3 Gy的中位数分别为-10.3 Gy和-14.0 Gy)。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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