MRI-assessed Dynamic Hyperinflation Induced by Tachypnea in Chronic Obstructive Pulmonary Disease: The SPIROMICS-HF Study.
IF 3.8
Q1 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Xuzhe Zhang, Christopher B Cooper, Martin R Prince, Bharath Ambale-Venkatesh, Prachi P Agarwal, Michael C Backman, David A Bluemke, David Couper, Stephen M Dashnaw, John P Finn, Nadia N Hansel, Eric A Hoffman, Sachin Jambawalikar, Dalane W Kitzman, Jerry A Krishnan, Yoo Jin Lee, João A C Lima, Jing Liu, Martha G Menchaca, Jill Ohar, Victor E Ortega, Robert Paine, Stephen P Peters, Joyce D Schroeder, Jens Vogel-Claussen, Prescott G Woodruff, R Graham Barr, Wei Shen
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Abstract
Purpose To assess the repeatability of real-time cine pulmonary MRI measures of metronome-paced tachypnea (MPT)-induced dynamic hyperinflation and its relationship with chronic obstructive pulmonary disease (COPD) severity. Materials and Methods SubPopulations and InteRmediate Outcome Measures In COPD Study (SPIROMICS) (ClinicalTrials.gov identifier no. NCT01969344) is a multicenter prospective cohort study that recruited individuals with COPD with 20 or more pack-years smoking history and controls aged 40-80 years. SPIROMICS-HF is a cross-sectional study evaluating cardiopulmonary interactions in COPD from December 2019 to April 2024. Two-dimensional coronal real-time cine pulmonary MRI (3.2 frames/sec) was performed during MPT twice. Lung masks and lung MR images from an independent study were used for transfer learning to segment real-time cine pulmonary MR images. Dynamic hyperinflation was evaluated as the increase in end-expiratory lung volume (EELV) during tidal breathing to the end of MPT. Repeatability was assessed with intraclass correlation coefficients, and multivariable associations with COPD severity were examined. Results Of the 70 participants (mean age, 67 years ± 10 [SD]; 37 male, 33 female) included in the study, 59% had COPD. The transfer learning model achieved high accuracy in lung segmentation (Dice similarity coefficient, 0.94 ± 0.03). There was good scan-rescan agreement for EELV and dynamic hyperinflation (intraclass correlation coefficient, 0.99 and 0.87, respectively). Dynamic hyperinflation was associated with COPD severity (P trend = .01, with a mean difference between severe COPD and controls of 0.24 L). Conclusion A transfer learning model yielded reproducible quantification of MPT-induced dynamic hyperinflation at real-time cine pulmonary MRI, with greater dynamic hyperinflation in participants with more severe COPD. Keywords: Chronic Obstructive Pulmonary Disease, MR Imaging, Pulmonary, Lung, Technology Assessment Supplemental material is available for this article. ClinicalTrials.gov identifier: NCT01969344 © RSNA, 2025.
mri评估慢性阻塞性肺疾病呼吸急促引起的动态高充气式:SPIROMICS-HF研究。
目的评价节拍器节律性呼吸急促(MPT)诱发的动态恶性充气的实时肺MRI测量的可重复性及其与慢性阻塞性肺疾病(COPD)严重程度的关系。材料和方法COPD研究(SPIROMICS)的亚群和中间结果测量(ClinicalTrials.gov标识号:NCT01969344)是一项多中心前瞻性队列研究,招募有20包年或以上吸烟史的COPD患者和40-80岁的对照组。spiromic - hf是一项横断面研究,评估2019年12月至2024年4月COPD患者心肺相互作用。在MPT期间进行两次二维冠状实时肺部MRI(3.2帧/秒)。来自独立研究的肺口罩和肺MR图像用于迁移学习,以分割实时电影肺MR图像。动态恶性通货膨胀的评估是在潮汐呼吸期间呼气末肺体积(EELV)的增加到MPT结束。用类内相关系数评估重复性,并检查与COPD严重程度的多变量相关性。结果70例受试者(平均年龄67岁±10岁[SD];37名男性,33名女性)纳入研究,59%患有COPD。迁移学习模型在肺分割上取得了较高的准确率(Dice相似系数为0.94±0.03)。EELV和动态恶性膨胀的扫描扫描结果吻合良好(类内相关系数分别为0.99和0.87)。动态恶性通货膨胀与COPD严重程度相关(P趋势= 0.01,严重COPD与对照组的平均差异为0.24 L)。结论迁移学习模型在实时肺MRI上对mpt诱导的动态恶性通货膨胀进行了可重复的量化,COPD更严重的参与者的动态恶性通货膨胀更大。关键词:慢性阻塞性肺疾病,磁共振成像,肺,肺,技术评估ClinicalTrials.gov识别码:NCT01969344©RSNA, 2025。
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