INSERM, U1099, Rennes, F-35000, France.
Phys Med Biol. 2013 Apr 21;58(8):2581-95. doi: 10.1088/0031-9155/58/8/2581. Epub 2013 Mar 26.
The majority of current models utilized for predicting toxicity in prostate cancer radiotherapy are based on dose-volume histograms. One of their main drawbacks is the lack of spatial accuracy, since they consider the organs as a whole volume and thus ignore the heterogeneous intra-organ radio-sensitivity. In this paper, we propose a dose-image-based framework to reveal the relationships between local dose and toxicity. In this approach, the three-dimensional (3D) planned dose distributions across a population are non-rigidly registered into a common coordinate system and compared at a voxel level, therefore enabling the identification of 3D anatomical patterns, which may be responsible for toxicity, at least to some extent. Additionally, different metrics were employed in order to assess the quality of the dose mapping. The value of this approach was demonstrated by prospectively analyzing rectal bleeding (≥Grade 1 at 2 years) according to the CTCAE v3.0 classification in a series of 105 patients receiving 80 Gy to the prostate by intensity modulated radiation therapy (IMRT). Within the patients presenting bleeding, a significant dose excess (6 Gy on average, p < 0.01) was found in a region of the anterior rectal wall. This region, close to the prostate (1 cm), represented less than 10% of the rectum. This promising voxel-wise approach allowed subregions to be defined within the organ that may be involved in toxicity and, as such, must be considered during the inverse IMRT planning step.
当前用于预测前列腺癌放射治疗毒性的大多数模型都是基于剂量-体积直方图的。它们的主要缺点之一是缺乏空间精度,因为它们将器官视为一个整体体积,从而忽略了器官内不均匀的放射敏感性。在本文中,我们提出了一种基于剂量图像的框架,以揭示局部剂量与毒性之间的关系。在这种方法中,跨人群的三维(3D)计划剂量分布被非刚性地注册到共同的坐标系中,并在体素水平上进行比较,从而能够识别可能导致毒性的 3D 解剖模式,至少在某种程度上是这样。此外,还采用了不同的指标来评估剂量映射的质量。我们通过前瞻性地根据 CTCAE v3.0 分类,对 105 例接受调强放射治疗(IMRT)80 Gy 的前列腺患者进行分析,证明了这种方法的价值。在出现出血的患者中,在前直肠壁的一个区域发现了明显的剂量过剩(平均 6 Gy,p < 0.01)。这个区域靠近前列腺(1 cm),只占直肠的不到 10%。这种有前途的体素方法允许在器官内定义可能与毒性有关的子区域,因此在逆向 IMRT 规划步骤中必须考虑这些子区域。