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Image-based view-angle independent cardiorespiratory motion gating and coronary sinus catheter tracking for x-ray-guided cardiac electrophysiology procedures

机译:基于图像的独立于视角的心肺运动门控和冠状窦导管跟踪,用于X射线引导的心脏电生理程序

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Determination of the cardiorespiratory phase of the heart has numerous applications during cardiac imaging. In this article we propose a novel view-angle independent near-real time cardiorespiratory motion gating and coronary sinus (CS) catheter tracking technique for x-ray fluoroscopy images that are used to guide cardiac electrophysiology procedures. The method is based on learning CS catheter motion using principal component analysis and then applying the derived motion model to unseen images taken at arbitrary projections, using the epipolar constraint. This method is also able to track the CS catheter throughout the x-ray images in any arbitrary subsequent view. We also demonstrate the clinical application of our model on rotational angiography sequences. We validated our technique in normal and very low dose phantom and clinical datasets. For the normal dose clinical images we established average systole, end-expiration and end-inspiration gating success rates of 100%, 85.7%, and 92.3%, respectively. For very low dose applications, the technique was able to track the CS catheter with median errors not exceeding 1 mm for all tracked electrodes. Average gating success rates of 80.3%, 71.4%, and 69.2% were established for the application of the technique on clinical datasets, even with a dose reduction of more than 10 times. In rotational sequences at normal dose, CS tracking median errors were within 1.2 mm for all electrodes, and the gating success rate was 100%, for view angles from RAO 90 degrees to LAO 90 degrees. This view-angle independent technique can extract clinically useful cardiorespiratory motion information using x-ray doses significantly lower than those currently used in clinical practice.
机译:在心脏成像期间,确定心脏的心肺呼吸阶段有许多应用。在本文中,我们提出了一种新颖的独立于视角的近实时心肺运动门控和冠状窦(CS)导管跟踪技术,用于X射线荧光透视图像,可用于指导心脏电生理过程。该方法基于使用主成分分析来学习CS导管运动,然后使用对极约束将导出的运动模型应用于在任意投影处拍摄的不可见图像。该方法还能够在任意后续视图中跟踪整个X射线图像中的CS导管。我们还证明了我们的模型在旋转血管造影术序列上的临床应用。我们在正常和非常低剂量的体模和临床数据集中验证了我们的技术。对于正常剂量的临床图像,我们确定平均收缩期,呼气末期和呼气末期门控成功率分别为100%,85.7%和92.3%。对于极低剂量的应用,该技术能够跟踪CS导管,且所有跟踪电极的中值误差均不超过1 mm。将该技术应用于临床数据集的平均门控成功率已确定为80.3%,71.4%和69.2%,即使剂量减少了10倍以上。在正常剂量的旋转序列中,对于从RAO 90度到LAO 90度的视角,所有电极的CS跟踪中值误差均在1.2 mm以内,并且选通成功率为100%。这种独立于视角的技术可以使用显着低于目前在临床实践中使用的X射线剂量来提取临床有用的心肺运动信息。

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