Department of Radiation Oncology, Academic Medical Center (AMC), Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands.
Department of Pediatric Oncology, Emma Children's Hospital/AMC, Meibergdreef 9, 1105 AZ, Amsterdam, The Netherlands.
Med Phys. 2018 Jun;45(6):2628-2638. doi: 10.1002/mp.12908. Epub 2018 Apr 24.
The purpose of this work was to assess the feasibility of using surrogate CT scans of matched patients for organ dose reconstructions for childhood cancer (CC) survivors, treated in the past with only 2D imaging data available instead of 3D CT data, and in particular using the current literature standard of matching patients based on similarity in age and gender.
Thirty-one recently treated CC patients with abdominal CT scans were divided into six age- and gender-matched groups. From each group, two radiotherapy plans for Wilms' tumor were selected as reference plans and applied to the age- and gender-matched patients' CTs in the respective group. Two reconstruction strategies were investigated: S1) without field adjustments; S2) with manual field adjustments according to anatomical information, using a visual check in digitally reconstructed radiographs. To assess the level of agreement between the reconstructed and the reference dose distributions, we computed (using a collapsed cone algorithm) and compared the absolute deviation in mean and maximum dose normalized by the prescribed dose (i.e., normalized errors |NE | and |NE |) in eight organs at risk (OARs): heart, lungs, liver, spleen, kidneys, and spinal cord. Furthermore, we assessed the quality of a reconstruction case by varying acceptance thresholds for |NE | and |NE |. A reconstruction case was accepted (i.e., considered to pass) if the errors in all OARs are smaller than the threshold. The pass fraction for a given threshold was then defined as the percentage of reconstruction cases that were classified as a pass. Furthermore, we consider the impact of allowing to use a different CT scan for each OAR.
Slightly smaller reconstruction errors were achieved with S2 in multiple OARs than with S1 (P < 0.05). Among OARs, the best reconstruction was found for the spinal cord (average |NE | and |NE | ≤ 4%). The largest average |NE | was found in the spleen (18%). The largest average |NE | was found in the left lung (26%). Less than 30% of the reconstruction cases (i.e., pass fraction) meet the criteria that |NE | < 20% and |NE | < 20% in all OARs when using age and gender matching and a single CT to do reconstructions. Allowing other matchings and combining reconstructions for OARs from multiple patients, the pass fraction increases substantially to more than 60%.
To conclude, reconstructions with small deviations can be obtained by using CC patients' CT scans, making the general approach promising. However, using age and gender as the only matching criteria to select a CT scan for the reconstruction is not sufficient to guarantee sufficiently low reconstruction errors. It is therefore suggested to include more features (e.g., height, features extracted from 2D radiographs) than only age and gender for dose reconstruction for CC survivors treated in the pre-3D radiotherapy planning era and to consider ways to combine multiple reconstructions focused on different OARs.
本研究旨在评估使用匹配患者的替代 CT 扫描进行儿童癌症(CC)幸存者器官剂量重建的可行性,这些患者在过去仅接受二维成像数据治疗,而未接受三维 CT 数据治疗,特别是使用当前文献标准基于年龄和性别相似性匹配患者。
将 31 名最近接受腹部 CT 扫描的 CC 患者分为 6 个年龄和性别匹配组。从每个组中选择两个用于肾母细胞瘤的放疗计划作为参考计划,并将其应用于各自组中年龄和性别匹配的患者的 CT 上。研究了两种重建策略:S1)不进行场调整;S2)根据解剖信息手动进行场调整,在数字重建射线照片中进行目视检查。为了评估重建和参考剂量分布之间的一致性程度,我们使用(使用折叠圆锥算法)并比较了八个风险器官(OAR)中平均和最大剂量的归一化误差(即归一化误差|NE|和|NE|):心脏、肺、肝、脾、肾和脊髓。此外,我们通过改变|NE|和|NE|的接受阈值来评估重建病例的质量。如果所有 OAR 的误差都小于阈值,则认为重建病例通过(即认为通过)。然后,将给定阈值的通过率定义为被分类为通过的重建病例的百分比。此外,我们考虑允许为每个 OAR 使用不同的 CT 扫描的影响。
与 S1 相比,S2 在多个 OAR 中实现了略小的重建误差(P<0.05)。在 OAR 中,发现脊髓的重建效果最好(平均|NE|和|NE|≤4%)。脾脏的平均|NE|最大(18%)。左肺的平均|NE|最大(26%)。当使用年龄和性别匹配以及单个 CT 进行重建时,满足|NE|<20%和所有 OAR 中的|NE|<20%的重建病例不到 30%(即通过率)。允许其他匹配并结合来自多个患者的 OAR 重建,通过率会大大提高到 60%以上。
总之,通过使用 CC 患者的 CT 扫描可以获得具有较小偏差的重建结果,这使得该方法具有很大的前景。然而,仅使用年龄和性别作为选择用于重建的 CT 扫描的唯一匹配标准不足以保证足够低的重建误差。因此,建议为在三维放疗计划前时代接受治疗的 CC 幸存者的剂量重建纳入更多特征(例如,身高、从二维射线照片中提取的特征),而不仅仅是年龄和性别,并且考虑结合针对不同 OAR 的多个重建方法。