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Shading correction for cone-beam CT in radiotherapy: validation of dose calculation accuracy using clinical images

机译:放射治疗中锥形束CT的阴影校正:使用临床图像验证剂量计算精度

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摘要

Cone-beam CT (CBCT) images are routinely acquired to verify patient position in radiotherapy (RT), but are typically not calibrated in Hounsfield Units (HU) and feature non-uniformity due to X-ray scatter and detector persistence effects. This prevents direct use of CBCT for re-calculation of RT delivered dose. We previously developed a prior-image based correction method to restore HU values and improve uniformity of CBCT images. Here we validate the accuracy with which corrected CBCT can be used for dosimetric assessment of RT delivery, using CBCT images and RT plans for 45 patients including pelvis, lung and head sites. Dose distributions were calculated based on each patient's original RT plan and using CBCT image values for tissue heterogeneity correction. Clinically relevant dose metrics were calculated (e.g. median and minimum target dose, maximum organ at risk dose). Accuracy of CBCT based dose metrics was determined using an "override ratio" method where the ratio of the dose metric to that calculated on a bulk-density assigned version of the image is assumed to be constant for each patient, allowing comparison to “gold standard” CT. For pelvis and head images the proportion of dose errors >2% was reduced from 40% to 1.3% after applying shading correction. For lung images the proportion of dose errors >3% was reduced from 66% to 2.2%. Application of shading correction to CBCT images greatly improves their utility for dosimetric assessment of RT delivery, allowing high confidence that CBCT dose calculations are accurate within 2-3%.
机译:通常会获取锥形束CT(CBCT)图像以验证放射治疗(RT)中的患者位置,但通常不会在Hounsfield Units(HU)中进行校准,并且由于X射线散射和检测器的持续作用而导致特征不均匀。这样可以防止直接使用CBCT重新计算RT输送剂量。我们之前开发了一种基于先验图像的校正方法,以恢复HU值并改善CBCT图像的均匀性。在这里,我们使用CBCT图像和45例包括骨盆,肺和头部部位的RT计划,验证了校正后的CBCT可以用于RT剂量剂量评估的准确性。根据每个患者的原始RT计划并使用CBCT图像值进行组织异质性校正,计算剂量分布。计算临床相关的剂量指标(例如,中位数和最小目标剂量,处于危险剂量的最大器官)。使用“替代比率”方法确定基于CBCT的剂量指标的准确性,其中假定每个患者的剂量指标与在图像的体积密度指定版本上计算的剂量指标之比是恒定的,从而可以与“黄金标准”进行比较” CT。对于骨盆和头部图像,应用阴影校正后,> 2%的剂量误差比例从40%降低到1.3%。对于肺部图像,剂量误差> 3%的比例从66%降低到2.2%。将阴影校正应用于CBCT图像可大大提高其在RT剂量学评估中的实用性,从而使CBCT剂量计算准确度在2-3%之内的可能性很高。

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