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离散余弦变换在评估肺和肝 SBRT 中肿瘤运动变化对 ITV 定义影响中的应用。

Application of discrete cosine transform to assess the effect of tumor motion variations on the definition of ITV in lung and liver SBRT.

机构信息

Department of Medical Physics, Hospital Universitario Ramón y Cajal, Madrid, Spain.

Biomedical Engineering, ETSIT, Universidad Politécnica de Madrid, Madrid, Spain.

出版信息

Phys Med. 2021 Apr;84:132-140. doi: 10.1016/j.ejmp.2021.03.036. Epub 2021 Apr 21.

DOI:10.1016/j.ejmp.2021.03.036
PMID:33894583
Abstract

PURPOSE

To use Discrete Cosine Transform to include tumor motion variations on ITV definition of SBRT patients.

METHODS

Data from 66 patients was collected. 2D planar fluoroscopy images (FI) were available for 54 patients. Daily CBCT projections (CBCTp) from 29 patients were employed to measure interfraction amplitude variability. Systematic amplitude variations were obtained from 17 patients with data from both FI and CBCTp. Tumor motion curves obtained from FI were characterized with a Cosine model (CM), based on cosine functions to the power of 2, 4 or 6, and DCT. Performance of both models was evaluated by means of R coefficient and by comparing their results on Internal Target Volume (ITV) margins against those calculated from original tumor motion curves. Amplitude variations from CBCTp, as well as estimations of baseline shift variations were added to the DCT model to account for their effect on ITV margins.

RESULTS

DCT replicated tumor motion curves with a mean R values for all patients of 0.86, 0.91 and 0.96 for the lateral (LAT), anterior-posterior (AP) and cranio-caudal (CC) directions respectively. CM yielded worst results, with R values of 0.64, 0.61 and 0.74 in the three directions. Interfraction amplitude variation increased ITV margins by a 9%, while baseline shift variability implied a 40% and 80-100% increase for normalized values of baseline shift of 0.2 and 0.4 respectively.

CONCLUSIONS

Probability distribution functions of tumor positions can be successfully characterized with DCT. This permits to include tumor motion variablilities obtained from patient population into patient specific ITVs.

摘要

目的

利用离散余弦变换(DCT)将肿瘤运动变化纳入 SBRT 患者的 ITV 定义中。

方法

收集了 66 名患者的数据。2D 平面荧光透视图像(FI)可用于 54 名患者。29 名患者的每日锥形束 CT 投影(CBCTp)用于测量分次间幅度变化。17 名患者同时具有 FI 和 CBCTp 数据,从中获得了系统幅度变化。FI 获得的肿瘤运动曲线通过余弦模型(CM)进行了特征描述,该模型基于 2、4 或 6 次余弦函数的幂次。通过 R 系数评估两种模型的性能,并比较它们在 ITV 边界上的结果与原始肿瘤运动曲线计算的结果。将 CBCTp 的幅度变化以及基线偏移变化的估计值添加到 DCT 模型中,以考虑它们对 ITV 边界的影响。

结果

DCT 复制了所有患者的肿瘤运动曲线,横向(LAT)、前后(AP)和头尾(CC)方向的平均 R 值分别为 0.86、0.91 和 0.96。CM 的结果最差,三个方向的 R 值分别为 0.64、0.61 和 0.74。分次间幅度变化将 ITV 边界增加了 9%,而基线偏移变化意味着基线偏移标准化值分别为 0.2 和 0.4 时,ITV 边界增加了 40%和 80-100%。

结论

可以成功地用 DCT 描述肿瘤位置的概率分布函数。这允许将从患者群体中获得的肿瘤运动变化纳入患者特异性 ITV 中。

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