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A Channelized Hotelling Observer Study of Lesion Detection in SPECT MAP Reconstruction Using Anatomical Priors

机译:基于解剖先验的SPECT MAP重建病变检测的通道化Hotelling观察者研究

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摘要

In emission tomography, anatomical side information, in the form of organ and lesion boundaries, derived from intra-patient coregistered CT or MR scans can be incorporated into the reconstruction. Our interest is in exploring the efficacy of such side information for lesion detectability. To assess detectability we used the SNR of a channelized Hotelling observer and a signal-known exactly/background known exactly detection task. In simulation studies we incorporated anatomical side information into a SPECT MAP (maximum a posteriori) reconstruction by smoothing within but not across organ or lesion boundaries. A non-anatomical prior was applied by uniform smoothing across the entire image. We investigated whether the use of anatomical priors with organ boundaries alone or with perfect lesion boundaries alone would change lesion detectability relative to the case of a prior with no anatomical information. Furthermore, we investigated whether any such detectability changes for the organ-boundary case would be a function of the distance of the lesion to the organ boundary. We also investigated whether any detectability changes for the lesion-boundary case would be a function of the degree of proximity, i.e. a difference in the radius of the true functional lesion and the radius of the anatomical lesion boundary. Our results showed almost no detectability difference with vs without organ boundaries at any lesion-to-organ boundary distance. Our results also showed no difference in lesion detectability with and without lesion boundaries, and no variation of lesion detectability with degree of proximity.
机译:在放射断层扫描中,可以将来自患者内共同注册的CT或MR扫描的器官和病变边界形式的解剖学辅助信息合并到重建中。我们的兴趣是探索此类辅助信息对病变可检测性的功效。为了评估可检测性,我们使用了信道化Hotelling观测器的SNR和信号已知的精确/背景已知的精确检测任务。在模拟研究中,我们通过在器官或病变边界内(而非跨器官或病变边界)平滑化将解剖学辅助信息合并到SPECT MAP(最大后验)重建中。通过对整个图像进行均匀平滑来应用非解剖先验。我们调查了相对于没有解剖学信息的先验病例而言,单独使用器官边界或仅具有完美病变边界的解剖先验是否会改变病变的可检测性。此外,我们调查了器官边界病例的任何此类可检测性变化是否是病变距器官边界的距离的函数。我们还调查了病变边界情况的任何可检测性变化是否是接近程度的函数,即真实功能病变的半径与解剖病变边界的半径之差。我们的研究结果表明,无论病变与器官的边界距离如何,在有无器官边界的情况下,几乎都没有可检测性差异。我们的结果还显示,在有和没有病变边界的情况下,病变的可检测性没有差异,并且病变的可检测性没有随邻近程度的变化。

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