Elastic Registration Algorithm Based on Three-dimensional Pulmonary MRI in Quantitative Assessment of Severity of Idiopathic Pulmonary Fibrosis.

IF 2 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING Journal of Thoracic Imaging Pub Date : 2023-09-06 DOI:10.1097/RTI.0000000000000735
Xiaoyan Yang, Pengxin Yu, Wenqing Xu, Haishuang Sun, Jianghui Duan, Yueyin Han, Lili Zhu, Bingbing Xie, Jing Geng, Sa Luo, Shiyao Wang, Yanhong Ren, Rongguo Zhang, Min Liu, Huaping Dai, Chen Wang
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Abstract

Purpose: To quantitatively analyze lung elasticity in idiopathic pulmonary fibrosis (IPF) using elastic registration based on 3-dimensional pulmonary magnetic resonance imaging (3D-PMRI) and to assess its' correlations with the severity of IPF patients.

Material and methods: Thirty male patients with IPF (mean age: 62±6 y) and 30 age-matched male healthy controls (mean age: 62±6 y) were prospectively enrolled. 3D-PMRI was acquired with a 3-dimensional ultrashort echo time sequence in end-inspiration and end-expiration. MR images were registered from end-inspiration to end-expiration with the elastic registration algorithm. Jacobian determinants were calculated from deformation fields on color maps. The log means of the Jacobian determinants (Jac-mean) and Dice similarity coefficient were used to describe lung elasticity between 2 groups. Then, the correlation of lung elasticity with dyspnea Medical Research Council (MRC) score, exercise tolerance, health-related quality of life, lung function, and the extent of pulmonary fibrosis on chest computed tomography were analyzed.

Results: The Jac-mean of IPF patients (-0.19, [IQR: -0.22, -0.15]) decreased (absolute value), compared with healthy controls (-0.28, [IQR: -0.31, -0.24], P<0.001). The lung elasticity in IPF patients with dyspnea MRC≥3 (Jac-mean: -0.15; Dice: 0.06) was significantly lower than MRC 1 (Jac-mean: -0.22, P=0.001; Dice: 0.10, P=0.001) and MRC 2 (Jac-mean: -0.21, P=0.007; Dice: 0.09, P<0.001). In addition, the Jac-mean negatively correlated with forced vital capacity % (r=-0.487, P<0.001), forced expiratory volume 1% (r=-0.413, P=0.004), TLC% (r=-0.488, P<0.001), diffusing capacity of the lungs for carbon monoxide % predicted (r=-0.555, P<0.001), 6-minute walk distance (r=-0.441, P=0.030) and positively correlated with respiratory symptoms (r=0.430, P=0.042). Meanwhile, the Dice similarity coefficient positively correlated with forced vital capacity % (r=0.577, P=0.004), forced expiratory volume 1% (r=0.526, P=0.012), diffusing capacity of the lungs for carbon monoxide % predicted (r=0.435, P=0.048), 6-minute walk distance (r=0.473, P=0.016), final peripheral oxygen saturation (r=0.534, P=0.004), the extent of fibrosis on chest computed tomography (r=-0.421, P=0.021) and negatively correlated with activity (r=-0.431, P=0.048).

Conclusion: Lung elasticity decreased in IPF patients and correlated with dyspnea, exercise tolerance, health-related quality of life, lung function, and the extent of pulmonary fibrosis. The lung elasticity based on elastic registration of 3D-PMRI may be a new nonradiation imaging biomarker for quantitative evaluation of the severity of IPF.

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基于三维肺MRI的弹性配准算法在特发性肺纤维化严重程度定量评估中的应用。
目的:利用基于三维肺磁共振成像(3D-PMRI)的弹性配准,定量分析特发性肺纤维化(IPF)患者的肺弹性,并评估其与IPF患者严重程度的相关性。材料和方法:前瞻性纳入30名男性IPF患者(平均年龄:62±6岁)和30名年龄匹配的男性健康对照组(平均年龄,62±6年)。在吸气末和呼气末采用三维超短回波时间序列采集3D-PMRI。采用弹性配准算法对吸气末至呼气末的MR图像进行配准。雅可比行列式是根据颜色图上的变形场计算的。Jacobian行列式的对数均值(Jac均值)和Dice相似系数用于描述两组之间的肺弹性。然后,分析肺弹性与呼吸困难医学研究委员会(MRC)评分、运动耐受性、健康相关生活质量、肺功能和胸部计算机断层扫描肺纤维化程度的相关性。结果:IPF患者Jac均值(-0.19,[IQR:-0.22,-0.15])下降(绝对值),与健康对照组相比(-0.28,[IQR:-0.31,-0.24]结论:IPF患者的肺弹性降低,与呼吸困难、运动耐受性、健康相关的生活质量、肺功能和肺纤维化程度有关。基于3D-PMRI弹性配准的肺弹性可能是定量评估IPF严重程度的一种新的非辐射成像生物标志物。
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来源期刊
Journal of Thoracic Imaging
Journal of Thoracic Imaging 医学-核医学
CiteScore
7.10
自引率
9.10%
发文量
87
审稿时长
6-12 weeks
期刊介绍: Journal of Thoracic Imaging (JTI) provides authoritative information on all aspects of the use of imaging techniques in the diagnosis of cardiac and pulmonary diseases. Original articles and analytical reviews published in this timely journal provide the very latest thinking of leading experts concerning the use of chest radiography, computed tomography, magnetic resonance imaging, positron emission tomography, ultrasound, and all other promising imaging techniques in cardiopulmonary radiology. Official Journal of the Society of Thoracic Radiology: Japanese Society of Thoracic Radiology Korean Society of Thoracic Radiology European Society of Thoracic Imaging.
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