Department of Biomedical Engineering, National Taiwan University, Taipei, Taiwan.
Department of Medical Imaging, National Taiwan University Hospital and College of Medicine, National Taiwan University, Taipei, Taiwan.
J Digit Imaging. 2022 Apr;35(2):115-126. doi: 10.1007/s10278-021-00561-z. Epub 2022 Jan 11.
Advanced bronchoscopic lung volume reduction treatment (BLVR) is now a routine care option for treating patients with severe emphysema. Patterns of low attenuation clusters indicating emphysema and functional small airway disease (fSAD) on paired CT, which may provide additional insights to the target selection of the segmental or subsegmental lobe of the treatments, require further investigation. The low attenuation clusters (LACS) were segmented to identify the scalar and spatial distribution of the lung destructions, in terms of 10 fractions scales of low attenuation density (LAD) located in upper lobes and lower lobes. The LACs of functional small airway disease (fSAD) were delineated by applying the technique of parametric response map (PRM) on the co-registered CT image data. Both emphysematous LACs of inspiratory CT and fSAD LACs on expiratory CT were used to derive the coefficients of the predictive model for estimating the airflow limitation. The voxel-wise severity is then predicted using the regional LACs on the co-registered CT to indicate the functional localization, namely, the bullous parametric response map (BPRM). A total of 100 subjects, 88 patients with mild to very severe COPD and 12 control participants with normal lung functions (FEV/FVC % > 70%), were evaluated. Pearson's correlations between FEV/FVC% and LAV% of severe emphysema are - 0.55 comparing to - 0.67 and - 0.62 of LAV% of air-trapping and LAV% respectively. Pearson's correlation between FEV/FVC% and FEV/FVC% predicted by the proposed model using LAD% of HU-950 and fSAD on BPRM is 0.82 (p < 0.01). The result of the Bullous Parametric Response Map (BPRM) is capable of identifying the less functional area of the lung, where the BLVR treatment is aimed at removing from a hyperinflated area of emphysematous regions.
高级支气管镜肺减容治疗(BLVR)现在是治疗严重肺气肿患者的常规护理选择。配对 CT 上的低衰减簇模式表明存在肺气肿和功能性小气道疾病(fSAD),这可能为治疗的节段或亚段肺的目标选择提供更多的见解,需要进一步研究。通过将低衰减簇(LAC)分段,可以根据位于上叶和下叶的低衰减密度(LAD)的 10 个分数尺度来识别肺破坏的标度和空间分布。通过在配准的 CT 图像数据上应用参数响应图(PRM)技术,描绘出功能性小气道疾病(fSAD)的 LAC。吸气 CT 上的肺气肿 LAC 和呼气 CT 上的 fSAD LAC 都用于推导预测模型的系数,以估计气流受限。然后使用配准 CT 上的区域 LAC 预测体素级严重程度,以指示功能定位,即大疱参数响应图(BPRM)。共评估了 100 名受试者,其中 88 名患者患有轻度至重度 COPD,12 名对照者的肺功能正常(FEV/FVC%>70%)。FEV/FVC%与严重肺气肿的 LAV%之间的 Pearson 相关性为-0.55,而空气潴留的 LAV%和 LAV%的 Pearson 相关性分别为-0.67 和-0.62。使用 HU-950 的 LAD%和 BPRM 上的 fSAD 预测模型,FEV/FVC%与 LAD%的 Pearson 相关性为 0.82(p<0.01)。大疱参数响应图(BPRM)的结果能够识别出功能较差的肺区,BLVR 治疗旨在从肺气肿区域的过度充气区域中去除这些肺区。