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A New CT Prostate Segmentation for CT-Based HDR Brachytherapy

机译:基于CT的HDR近距离放射治疗的新的CT前列腺分割

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High-dose-rate (HDR) brachytherapy has become a popular treatment modality for localized prostate cancer. Prostate HDR treatment involves placing 10 to 20 catheters (needles) into the prostate gland, and then delivering radiation dose to the cancerous regions through these catheters. These catheters are often inserted with transrectal ultrasound (TRUS) guidance and the HDR treatment plan is based on the CT images. The main challenge for CT-based HDR planning is to accurately segment prostate volume in CT images due to the poor soft tissue contrast and additional artifacts introduced by the catheters. To overcome these limitations, we propose a novel approach to segment the prostate in CT images through TRUS-CT deformable registration based on the catheter locations. In this approach, the HDR catheters are reconstructed from the intra-operative TRUS and planning CT images, and then used as landmarks for the TRUS-CT image registration. The prostate contour generated from the TRUS images captured during the ultrasound-guided HDR procedure was used to segment the prostate on the CT images through deformable registration. We conducted two studies. A prostate-phantom study demonstrated a sub-millimeter accuracy of our method. A pilot study of 5 prostate-cancer patients was conducted to further test its clinical feasibility. All patients had 3 gold markers implanted in the prostate that were used to evaluate the registration accuracy, as well as previous diagnostic MR images that were used as the gold standard to assess the prostate segmentation. For the 5 patients, the mean gold-marker displacement was 1.2 mm; the prostate volume difference between our approach and the MRI was 7.2%, and the Dice volume overlap was over 91%. Our proposed method could improve prostate delineation, enable accurate dose planning and delivery, and potentially enhance prostate HDR treatment outcome.
机译:高剂量率(HDR)近距离放射治疗已成为局部前列腺癌的一种流行治疗方式。前列腺HDR治疗包括将10到20个导管(针)放入前列腺,然后通过这些导管将辐射剂量传递到癌变区域。这些导管通常在经直肠超声(TRUS)引导下插入,HDR治疗计划基于CT图像。基于CT的HDR计划的主要挑战是,由于软组织对比度差和导管引入的其他伪像,在CT图像中准确分割前列腺体积。为了克服这些限制,我们提出了一种新颖的方法,可以根据导管位置通过TRUS-CT变形配准在CT图像中分割前列腺。在这种方法中,从术中TRUS重建HDR导管并计划CT图像,然后将其用作TRUS-CT图像配准的界标。从在超声引导的HDR程序中捕获的TRUS图像生成的前列腺轮廓用于通过可变形配准在CT图像上分割前列腺。我们进行了两项研究。一项前列腺模型研究证明了我们方法的亚毫米精度。进行了5位前列腺癌患者的初步研究,以进一步测试其临床可行性。所有患者均在前列腺中植入了3个金标记,用于评估配准的准确性,以及先前的诊断MR图像被用作评估前列腺分割的金标准。 5例患者的平均金标位移为1.2毫米。我们的方法和MRI之间的前列腺体积差异为7.2%,Dice体积重叠超过91%。我们提出的方法可以改善前列腺的轮廓,实现准确的剂量计划和递送,并有可能增强前列腺HDR的治疗效果。

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