Automatic Quantification of Interstitial Lung Disease From Chest Computed Tomography in Systemic Sclerosis

被引:10
作者
Carvalho, Alysson Roncally S. [1 ,2 ,3 ]
Guimaraes, Alan R. [2 ]
Sztajnbok, Flavio R. [4 ]
Rodrigues, Rosana Souza [5 ,6 ]
Silva, Bruno Rangel Antunes [7 ]
Lopes, Agnaldo Jose [7 ]
Zin, Walter Araujo [3 ]
Almeida, Isabel [8 ]
Franca, Manuela Maria [9 ]
机构
[1] Univ Porto, Ctr Hosp Univ Porto CHUP, Inst Ciencias Biomed Abel Salazar ICBAS, Dept Radiol,Med Sch, Porto, Portugal
[2] Univ Fed Rio de Janeiro, Lab Pulm Engn, Biomed Engn Program, Alberto Luiz Coimbra Inst Postgrad & Res Engn, Rio De Janeiro, Brazil
[3] Univ Fed Rio de Janeiro, Lab Respirat Physiol, Carlos Chagas Filho Inst Biophys, Rio De Janeiro, Brazil
[4] Univ Estado Rio De Janeiro, Div Pediat Rheumatol, Rio De Janeiro, Brazil
[5] Univ Fed Rio de Janeiro, Dept Radiol, Rio De Janeiro, Brazil
[6] IDOR DOr Inst Res & Educ, Rio De Janeiro, Brazil
[7] Univ Estado Rio De Janeiro, Sch Med Sci, Grad Program Med Sci, Rio De Janeiro, Brazil
[8] Univ Porto, Ctr Hosp Univ Porto CHUP, Inst Ciencias Biomed Abel Salazar ICBAS, Clin Immunol Unit,Deptartment Med, Porto, Portugal
[9] Univ Porto, Inst Ciencias Biomed Abel Salazar ICBAS, Ctr Hosp Univ Porto CHUP, Dept Radiol, Porto, Portugal
关键词
systemic sclerosis; interstitial lung disease; chest computed tomography; quantitative chest CT-analysis; densitometry; FUNCTION TESTS; PULMONARY-FUNCTION; FIBROSING ALVEOLITIS; REFERENCE VALUES; EARLY-DIAGNOSIS; CT; CLASSIFICATION; CRITERIA; SUBSETS;
D O I
10.3389/fmed.2020.577739
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Background:Interstitial lung disease (ILD) is a common complication in patients with systemic sclerosis (SSc), and its diagnosis contributes to early treatment decisions. Purposes:To quantify ILD associated with SSc (SSc-ILD) from chest CT images using an automatic quantification method based on the computation of the weight of interstitial lung opacities. Methods:Ninety-four patients with SSc underwent CT, forced vital capacity (FVC), and carbon monoxide diffusion capacity (DLCO) tests. Seventy-three healthy individuals without radiological evidence of lung disease served as controls. After lung and airway segmentation, the ratio between the weight of interstitial opacities [densities between -500 and +50 Hounsfield units (HU)] and the total lung weight (densities between -1,000 and +50 HU) was used as an ILD indicator (ILD[%] = 100 x [LW(-500 to +50HU)/LW(-1, 000 to +50HU)]). The cutoff of normality between controls and SSc was determined with a receiver operator characteristic curve. The severity of pulmonary involvement in SSc patients was also assessed by calculatingZscores of ILD relative to the average interstitial opacities in controls. Accordingly, SSc-ILD was classified as SSc Limited-ILD (Zscore < 3) and SSc Extensive-ILD (Zscore >= 3 or FVC < 70%). Results:Seventy-eight (83%) SSc patients were classified as presenting SSc-ILD (optimal ILD threshold of 23.4%, 0.83 sensitivity, 0.92 specificity, and 0.94 area under the receiver operator characteristic curve, 95% CI from 0.89 to 0.96, 0.93 positive predictive value, and 0.81 negative predictive value,p< 0.001) and exhibited radiological attenuations compatible with interstitial pneumonia dispersed in the lung parenchyma. Thirty-six (38%) patients were classified as SSc Extensive-ILD (ILD threshold >= 29.6% equivalent to a Z score >= 3) and 42 (45%) as SSc Limited-ILD. Eighteen (50%) patients with SSc Extensive-ILD presented FVC < 70%, being only five patients classified exclusively based on FVC. SSc Extensive-ILD also presented lower DLCO(57.9 +/- 17.9% vs. 73.7 +/- 19.8%;p< 0.001) and total lung volume (2,916 +/- 674 vs. 4,286 +/- 1,136,p< 0.001) compared with SSc Limited-ILD. Conclusion:The proposed method seems to provide an alternative to identify and quantify the extension of ILD in patients with SSc, mitigating the subjectivity of semiquantitative analyzes based on visual scores.
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页数:11
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