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Complexity and accuracy of image registration methods in SPECT-guided radiation therapy.

机译:SPECT引导的放射治疗中图像配准方法的复杂性和准确性。

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The use of functional imaging in radiotherapy treatment (RT) planning requires accurate co-registration of functional imaging scans to CT scans. We evaluated six methods of image registration for use in SPECT-guided radiotherapy treatment planning. Methods varied in complexity from 3D affine transform based on control points to diffeomorphic demons and level set non-rigid registration. Ten lung cancer patients underwent perfusion SPECT-scans prior to their radiotherapy. CT images from a hybrid SPECT/CT scanner were registered to a planning CT, and then the same transformation was applied to the SPECT images. According to registration evaluation measures computed based on the intensity difference between the registered CT images or based on target registration error, non-rigid registrations provided a higher degree of accuracy than rigid methods. However, due to the irregularities in some of the obtained deformation fields, warping the SPECT using these fields may result in unacceptable changes to the SPECT intensity distribution that would preclude use in RT planning. Moreover, the differences between intensity histograms in the original and registered SPECT image sets were the largest for diffeomorphic demons and level set methods. In conclusion, the use of intensity-based validation measures alone is not sufficient for SPECT/CT registration for RTTP. It was also found that the proper evaluation of image registration requires the use of several accuracy metrics.
机译:在放射治疗(RT)计划中使用功能成像需要功能成像扫描到CT扫描的准确共配准。我们评估了在SPECT指导的放射治疗计划中使用的六种图像配准方法。方法的复杂度从基于控制点的3D仿射变换到变态恶魔和级别集非刚性配准,其复杂度各不相同。十名肺癌患者在放疗前接受了灌注SPECT扫描。将来自混合SPECT / CT扫描仪的CT图像配准到计划中的CT,然后将相同的变换应用于SPECT图像。根据基于配准的CT图像之间的强度差或基于目标配准误差计算出的配准评估措施,非刚性配准比刚性方法提供更高的准确性。但是,由于某些获得的变形场中的不规则性,使用这些场对SPECT进行翘曲可能会导致SPECT强度分布发生不可接受的变化,从而无法在RT规划中使用。此外,原始和已注册的SPECT图像集中的强度直方图之间的差异对于微形恶魔和水平集方法最大。总之,仅使用基于强度的验证措施不足以为RTTP进行SPECT / CT注册。还发现对图像配准的正确评估需要使用几个精度度量。

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