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Lung iodine mapping by subtraction with image registration allowing for tissue sliding

机译:通过减影和图像配准进行肺碘标测,从而使组织滑动

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Pulmonary embolism is a fairly common and serious entity, so rapid diagnosis and treatment has a significant impact on morbidity and mortality rates. Iodine maps representing tissue perfusion enhancement are commonly generated by dual-energy CT acquisitions to provide information about the effect of the embolism on pulmonary perfusion. Alternatively, the iodine map can be generated by subtracting pre- from post-contrast CT scans as previously reported. Although accurate image registration is essential, subtraction has the advantage of a higher signal-to-noise ratio and suppression of bone. This paper presents an improvement over the previously reported registration algorithm. Significantly, allowance for sliding motion at tissue boundaries is included in the regularization. Pre- and post-contrast helical CT scans were acquired for thirty subjects using a Toshiba Aquilion ONE® scanner. Ten of these subjects were designated for algorithm development, while the remaining twenty were reserved for qualitative clinical evaluation. Quantitative evaluation was performed against the previously reported method and using publicly available data for comparison against other methods. Comparison of 100 landmarks in seven datasets shows no change in the mean Euclidean error of 0.48 mm, compared to the previous method. Evaluation in the publicly available DIR-Lab data with 300 annotations results in a mean Euclidean error of 1.17 mm in the ten 4DCT cases and 3.37 mm in the ten COPDGene cases. Clinical evaluation on a sliding scale from 1 (excellent) to 5 (non-diagnostic) indicates a slight, but non-significant, improvement in registration adequacy from 3.1 to 2.9.
机译:肺栓塞是一个相当普遍且严重的个体,因此快速的诊断和治疗对发病率和死亡率具有重大影响。代表组织灌注增强的碘图通常由双能CT采集生成,以提供有关栓塞对肺灌注的影响的信息。或者,可以通过从造影剂后的CT扫描中减去先前的报告来生成碘图。尽管精确的图像配准是必不可少的,但减法具有较高的信噪比和抑制骨骼的优点。本文提出了对以前报告的注册算法的改进。重要的是,在正则化中包括了在组织边界处的滑动运动的余量。使用Toshiba AquilionONE®扫描仪对30位受试者进行了造影前和造影后螺旋CT扫描。这些对象中有10个被指定用于算法开发,而其余20个被保留用于定性临床评估。针对先前报告的方法进行定量评估,并使用可公开获得的数据与其他方法进行比较。在七个数据集中对100个地标进行比较,与以前的方法相比,平均欧几里德误差为0.48 mm,没有变化。在具有300个注释的公开可用DIR-Lab数据中进行评估得出的结果是,十个4DCT病例的平均欧几里德误差为1.17毫米,十个COPDGene病例的平均欧氏误差为3.37毫米。从1(优秀)到5(无诊断)的滑动量表的临床评估表明,注册充足率从3.1改善到2.9略有改善,但不显着。

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