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首页> 外文期刊>Journal of Modern Physics >Evaluation of Deformable Image Registration and Dose Accumulation Using Histogram Matching Algorithm between kVCT and MVCT with Helical Tomotherapy
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Evaluation of Deformable Image Registration and Dose Accumulation Using Histogram Matching Algorithm between kVCT and MVCT with Helical Tomotherapy

机译:基于螺旋CT的kVCT和MVCT之间的直方图匹配算法评估可变形图像的配准和剂量累积

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Purpose: To evaluate the accuracy of deformable image registration (DIR) between the planning kVCT (pCT) and the daily MVCT combined with the histogram matching (HM) algorithm, and evaluate the deformable dose accumulation using a suggested method for adaptive radiotherapy with Helical Tomotharapy (HT). Methods: For five prostate cancer patients (76 Gy/38 Fr) treated with HT in our institution, seven MVCT series (a total of 35 series) acquired weekly were investigated. First, to minimize the effect of different HU values between pCT and MVCT, this image-processing method adjusts HU values between pCT and MVCT images by using image cumulative histograms of HU values, generating an HM-MVCT. Then, the DIR of the pCT to the HM-MVCT was performed, generating a deformed pCT. Finally, deformable dose accumulation was performed toward the pCT image. Results: The accuracy of DIR was significantly improved by using the HM algorithm, compared with non-HM method for several structures (p < 0.05). The mean dice similarity coefficient of the non-HM method was 0.75 ± 0.05, 0.83 ± 0.06, and 0.90 ± 0.04 for the CTV, rectum, and bladder, respectively, while that of the HM method was 0.81 ± 0.06, 0.81 ± 0.04, and 0.92 ± 0.06, respectively. For the deformable dose accumulation, some difference was observed between the two methods, particularly for the small calculated regions, such as rectum V60 and V70. Conclusion: Adapting the HM method can improve the accuracy of DIR. Furthermore, dose calculation using the deformed pCT using HM methods can be an effective tool for adaptive radiotherapy.
机译:目的:结合直方图匹配(HM)算法,评估计划kVCT(pCT)与每日MVCT之间的可变形图像配准(DIR)的准确性,并使用建议的螺旋放射疗法自适应放射治疗方法评估可变形剂量累积(H T)。方法:对我院接受HT治疗的5例前列腺癌患者(76 Gy / 38 Fr),每周调查7例MVCT系列(共35系列)。首先,为了最小化pCT和MVCT之间不同HU值的影响,此图像处理方法通过使用HU值的图像累积直方图来调整pCT和MVCT图像之间的HU值,从而生成HM-MVCT。然后,执行pCT对HM-MVCT的DIR,生成变形的pCT。最后,对pCT图像进行可变形剂量累积。结果:与非HM方法相比,使用HM算法显着提高了DIR的准确性(p <0.05)。对于CTV,直肠和膀胱,非HM方法的平均骰子相似系数分别为0.75±0.05、0.83±0.06和0.90±0.04,而HM方法的平均骰相似系数为0.81±0.06、0.81±0.04,和0.92±0.06分别。对于可变形剂量累积,在两种方法之间观察到一些差异,特别是对于较小的计算区域,例如直肠V60和V70。结论:采用HM方法可以提高DIR的准确性。此外,使用变形后的pCT和HM方法进行剂量计算可以成为适应性放射治疗的有效工具。

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