Sensitivity analysis of dose-response model parameters for the bladder in prostate cancer radiotherapy

IF 2.7 3区 医学 Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Tanuj Puri , Tiziana Rancati , Petra Seibold , Adam Webb , Eliana Vasquez osorio , David Azria , Marie-Pierre Farcy-Jacquet , Jenny Chang-Claude , Alison Dunning , Maarten Lambrecht , Barbara Avuzzi , Dirk de Ruysscher , Elena Sperk , Ana Vega , Liv Veldeman , Barry Rosenstein , Sarah Kerns , Christopher Talbot , Alan McWilliam , Peter Hoskin , Marcel van Herk
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引用次数: 0

Abstract

Introduction

This study evaluates how model parameter values affect dose–response maps (DRMs) in identifying high-risk bladder subregions associated with late urinary toxicities in prostate cancer patients post-radiotherapy.

Methods

Data from 1808 patients were analyzed for five late bladder toxicities. Baseline scores were subtracted from maximum toxicity at 12 and 24 months and dichotomized into grades ≥ 1 and ≥ 2. Bladders were segmented on computed tomography scans, and dose-surface maps (DSMs) were created on 91 × 90 voxel grids using spherical and cylindrical coordinates. Voxel doses were converted to equivalent dose in 2 Gy fractions (EQD2, α/β 1–3 Gy). Welch’s t and Mann–Whitney U equations were applied at each voxel location. Multiple comparisons were corrected via permutation testing (10–10000 iterations), and statistically significant voxels were identified using the 90th and 95th percentiles of Tmax/Umax. Sensitivity of parameters was assessed by varying one parameter at a time, with changes > 400 voxels (∼5% of 8190) classified as large and ≤ 400 as small.

Results

Urinary tract obstruction was the only toxicity significantly associated with bladder DSMs, focusing results on this outcome. After baseline adjustment and dichotomization, event/nonevent counts were 62/701 (grade≥1) and 21/742 (grade≥2; N = 763). DRM results showed large effects of toxicity grade threshold, coordinate system, statistical test equation, and Tmax/Umax thresholding. EQD2 α/β showed variable effects, large for cylindrical and small for spherical coordinates, while the number of permutations had only a small effect.

Conclusions

Parameter selection significantly influences high-risk subregion identification in DRMs, emphasizing the need for standardized parameter reporting for meaningful external comparisons.
前列腺癌放疗中膀胱剂量-反应模型参数的敏感性分析
本研究评估了模型参数值如何影响剂量反应图(DRMs)在确定前列腺癌患者放疗后晚期尿毒性相关的高危膀胱亚区中的作用。方法对1808例患者的5种晚期膀胱毒性进行分析。基线评分从12个月和24个月的最大毒性中减去,分为≥1级和≥2级。在计算机断层扫描中对膀胱进行分割,并在91 × 90体素网格上使用球和柱坐标创建剂量面图(dsm)。体素剂量转换为2 Gy当量剂量(EQD2, α/β 1-3 Gy)。在每个体素位置应用Welch的t和Mann-Whitney U方程。通过排列测试(10-10000次迭代)对多重比较进行校正,并使用Tmax/Umax的第90和第95百分位识别具有统计学意义的体素。通过每次改变一个参数来评估参数的灵敏度,变化>; 400体素(8190的约5%)被分类为大,≤400体素被分类为小。结果尿路梗阻是唯一与膀胱DSMs显著相关的毒性,重点关注该结果。基线调整和二分类后,事件/非事件计数分别为62/701(分级≥1)和21/742(分级≥2;N = 763)。DRM结果显示毒性等级阈值、坐标系、统计检验方程和Tmax/Umax阈值的影响较大。EQD2 α/β对柱坐标的影响较大,对球坐标的影响较小,而排列数的影响较小。结论参数选择显著影响drm的高危次区域识别,强调需要标准化参数报告以进行有意义的外部比较。
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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来源期刊
CiteScore
6.80
自引率
14.70%
发文量
493
审稿时长
78 days
期刊介绍: Physica Medica, European Journal of Medical Physics, publishing with Elsevier from 2007, provides an international forum for research and reviews on the following main topics: Medical Imaging Radiation Therapy Radiation Protection Measuring Systems and Signal Processing Education and training in Medical Physics Professional issues in Medical Physics.
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