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Functional Segmentation for Electrical Impedance Tomography May Bias the Estimated Center of Ventilation

机译:电阻抗断层扫描的功能分割可以偏置估计的通风中心

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Functional segmentation of the region of interest (ROI) on electrical impedance tomography (EIT) images is performed by exclusion of voxels with volume variation below a specified threshold. Considering the heterogeneous spatial distribution of poorly aerated regions, this work assessed the ROI threshold influence on the ventilation distribution of healthy lungs. Sixteen adults were mechanically ventilated and positive end-expiratory pressure (PEEP) titrated (20 to 4 cmH2O with 2 cmH2O steps, 100 s each) while ventilatory and EIT data were recorded. ROI were delimited for each PEEP step based on the respective step (ROI_(STEP)) or the maximum PEEP (ROI_(max peep)), and on thresholds of 5%, 10%, 15% and 20%. Spatial distribution of ventilation was assessed by the center of ventilation (CoV) and the difference between higher thresholds (10%, 15% and 20%) and their respective 5% threshold counterpart (dCoV). Results showed positive correlation between CoV and PEEP for all strategies. While dCoV was not significantly different from zero for ROI_(max peep), ROI_(step) dCoV was inversely proportional to PEEP and directly proportional to the chosen threshold. These results suggest that assessments of spatial distribution of ventilation might be biased by functional ROI delimitation parameters, especially for lower PEEP values.
机译:通过排除具有低于指定阈值的体积变化的体积变化来执行电阻抗断层扫描(EIT)图像上的感兴趣区域(ROI)的功能分割。考虑到曝气区域不良的异质空间分布,这项工作评估了对健康肺的通风分布的ROI阈值影响。 16个成年人是机械通风和滴定末端呼气的压力(PEEP)滴定(20至4cmH2O,2cmH2O步,每个步骤,每),而透气和EIT数据被记录。 ROI基于相应的步骤(ROI_(步骤))或最大PEEP(ROI_(MAX PEP))和5%,10%,15%和20%的阈值来分隔ROI。通过通风中心(COV)评估通气的空间分布,更高阈值(10%,15%和20%)与其各自的5%阈值对应物(DCOV)之间的差异。结果表明,COV与所有策略之间的正相关性。虽然DCOV对ROI_(MAX PEEP)的零没有显着不同,但ROI_(步骤)DCOV与PEEP和直接成比例与所选阈值成反比。这些结果表明,通风的空间分布评估可能被功能ROI限定参数偏置,特别是对于较低的窥视值。

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