Evaluation of Progressive Architectural Distortion in Idiopathic Pulmonary Fibrosis Using Deformable Registration of Sequential CT Images

被引:0
作者
Yasuda, Naofumi [1 ,2 ]
Iwasawa, Tae [1 ,2 ]
Baba, Tomohisa [3 ]
Misumi, Toshihiro [4 ]
Cheng, Shihyao [2 ]
Kato, Shingo [2 ]
Utsunomiya, Daisuke [2 ]
Ogura, Takashi [3 ]
机构
[1] Kanagawa Cardiovasc & Resp Ctr, Dept Radiol, 6-16-1 Tomioka Higashi,Kanazawa Ku, Yokohama, Kanagawa 2360051, Japan
[2] Yokohama City Univ, Grad Sch Med, Dept Diagnost Radiol, 3-9 Fukuura,Kanazawa Ku, Yokohama, Kanagawa 2360004, Japan
[3] Kanagawa Cardiovasc & Resp Ctr, Dept Resp Med, 6-16-1 Tomioka Higashi,Kanazawa Ku, Yokohama, Kanagawa 2360051, Japan
[4] Yokohama City Univ, Grad Sch Med, Dept Biostat, 3-9 Fukuura,Kanazawa Ku, Yokohama, Kanagawa 2360004, Japan
关键词
idiopathic pulmonary fibrosis; computed tomography; deformable image registration; three-dimensional average displacement; progressive pulmonary fibrosis; INTERSTITIAL PNEUMONIAS; FLEISCHNER-SOCIETY; DIAGNOSIS;
D O I
10.3390/diagnostics14151650
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background: Monitoring the progression of idiopathic pulmonary fibrosis (IPF) using CT primarily focuses on assessing the extent of fibrotic lesions, without considering the distortion of lung architecture. Objectives: To evaluate three-dimensional average displacement (3D-AD) quantification of lung structures using deformable registration of serial CT images as a parameter of local lung architectural distortion and predictor of IPF prognosis. Materials and Methods: Patients with IPF evaluated between January 2016 and March 2017 who had undergone CT at least twice were retrospectively included (n = 114). The 3D-AD was obtained by deformable registration of baseline and follow-up CT images. A computer-aided quantification software measured the fibrotic lesion volume. Cox regression analysis evaluated these variables to predict mortality. Results: The 3D-AD and the fibrotic lesion volume change were significantly larger in the subpleural lung region (5.2 mm (interquartile range (IQR): 3.6-7.1 mm) and 0.70% (IQR: 0.22-1.60%), respectively) than those in the inner region (4.7 mm (IQR: 3.0-6.4 mm) and 0.21% (IQR: 0.004-1.12%), respectively). Multivariable logistic analysis revealed that subpleural region 3D-AD and fibrotic lesion volume change were independent predictors of mortality (hazard ratio: 1.12 and 1.23; 95% confidence interval: 1.02-1.22 and 1.10-1.38; p = 0.01 and p < 0.001, respectively). Conclusions: The 3D-AD quantification derived from deformable registration of serial CT images serves as a marker of lung architectural distortion and a prognostic predictor in patients with IPF.
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页数:13
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