Department of Radiation Oncology, Mayo Clinic Arizona, Phoenix, Arizona.
Division of Biostatics, Mayo Clinic Arizona, Phoenix, Arizona.
Int J Radiat Oncol Biol Phys. 2021 Jul 15;110(4):1189-1199. doi: 10.1016/j.ijrobp.2021.02.024. Epub 2021 Feb 20.
We proposed a novel tool-a dose linear energy transfer (LET)-volume histogram (DLVH)-and performed an exploratory study to investigate rectal bleeding in prostate cancer treated with intensity modulated proton therapy.
The DLVH was constructed with dose and LET as 2 axes, and the normalized volume of the structure was contoured in the dose-LET plane as isovolume lines. We defined the DLVH index, DLv%(d,l) (ie, v% of the structure) to have a dose of ≥d Gy and an LET of ≥l keV/μm, similar to the dose-volume histogram index Dv%. Nine patients with prostate cancer with rectal bleeding (Common Terminology Criteria for Adverse Events grade ≥2) were included as the adverse event group, and 48 patients with no complications were considered the control group. A P value map was constructed by comparison of the DLVH indices of all patients between the 2 groups using the Mann-Whitney U test. Dose-LET volume constraints (DLVCs) were derived based on the P value map with a manual selection procedure facilitated by Spearman's correlation tests. The obtained DLVCs were further cross-validated using a multivariate support vector machine (SVM)-based normal tissue complication probability (NTCP) model with an independent testing data set composed of 8 adverse event and 13 control patients.
We extracted 2 DLVC constraints. One DLVC was obtained, Vdose/LETboundary:2.5keVμmat 75 Gy to 3.2keVμmat8.65Gy <1.27% (DLVC1), revealing a high LET volume effect. The second DLVC, V(72.2Gy,0keVμm) < 2.23% (DVLC2), revealed a high dose volume effect. The SVM-based NTCP model with 2 DLVCs provided slightly superior performance than using dose only, with an area under the curve of 0.798 versus 0.779 for the testing data set.
Our results demonstrated the importance of rectal "hot spots" in both high LET (DLVC1) and high dose (DLVC2) in inducing rectal bleeding. The SVM-based NTCP model confirmed the derived DLVCs as good predictors for rectal bleeding when intensity modulated proton therapy is used to treat prostate cancer.
我们提出了一种新的工具——剂量线性能量转移(LET)-体积直方图(DLVH)——并进行了一项探索性研究,以调查前列腺癌调强质子治疗后直肠出血的情况。
DLVH 以剂量和 LET 为 2 个轴构建,并用等剂量线描绘结构的归一化体积在剂量-LET 平面上。我们定义了 DLVH 指数,DLv%(d,l)(即结构剂量≥d Gy 且 LET≥l keV/μm 的体积百分比),类似于剂量-体积直方图指数 Dv%。9 名患有直肠出血(不良事件通用术语标准≥2 级)的前列腺癌患者被纳入不良事件组,48 名无并发症的患者被视为对照组。使用 Mann-Whitney U 检验比较两组所有患者的 DLVH 指数,构建 P 值图。基于 P 值图,通过 Spearman 相关检验辅助的手动选择程序得出剂量-LET 体积限制(DLVC)。使用基于多元支持向量机(SVM)的正常组织并发症概率(NTCP)模型,对获得的 DLVC 进行进一步的交叉验证,该模型由 8 名不良事件患者和 13 名对照患者组成的独立测试数据集组成。
我们提取了 2 个 DLVC 限制。获得了一个 DLVC,Vdose/LETboundary:2.5keVμm 在 75 Gy 到 3.2keVμm 在 8.65Gy 处<1.27%(DLVC1),揭示了高 LET 体积效应。第二个 DLVC,V(72.2Gy,0keVμm)<2.23%(DVLC2),揭示了高剂量体积效应。使用 2 个 DLVC 的基于 SVM 的 NTCP 模型提供了比仅使用剂量稍好的性能,对测试数据集的曲线下面积为 0.798 对 0.779。
我们的结果表明,直肠“热点”在高 LET(DLVC1)和高剂量(DLVC2)中均对诱导直肠出血很重要。基于 SVM 的 NTCP 模型证实,当使用调强质子治疗治疗前列腺癌时,所推导的 DLVC 是直肠出血的良好预测因子。