Development of a pulmonary imaging biomarker pipeline for phenotyping of chronic lung disease

被引:8
作者
Guo, Fumin [1 ,2 ,3 ]
Capaldi, Dante [1 ,4 ]
Kirby, Miranda [5 ]
Sheikh, Khadija [1 ]
Svenningsen, Sarah [1 ]
McCormack, David G. [6 ]
Fenster, Aaron [1 ,2 ,4 ]
Parraga, Grace [1 ,2 ,4 ]
机构
[1] Univ Western Ontario, Robarts Res Inst, London, ON, Canada
[2] Univ Western Ontario, Grad Program Biomed Engn, London, ON, Canada
[3] Univ Toronto, Sunnybrook Res Inst, Toronto, ON, Canada
[4] Univ Western Ontario, Dept Med Biophys, London, ON, Canada
[5] Univ British Columbia, St Pauls Hosp, Ctr Heart Lung Innovat, Vancouver, BC, Canada
[6] Univ Western Ontario, Div Respirol, Dept Med, London, ON, Canada
基金
加拿大自然科学与工程研究理事会; 加拿大健康研究院;
关键词
magnetic resonance imaging; thoracic computed tomography; image processing; biomarkers; asthma; chronic obstructive lung disease;
D O I
10.1117/1.JMI.5.2.026002
中图分类号
R8 [特种医学]; R445 [影像诊断学];
学科分类号
1002 ; 100207 ; 1009 ;
摘要
We designed and generated pulmonary imaging biomarker pipelines to facilitate high-throughput research and point-of-care use in patients with chronic lung disease. Image processing modules and algorithm pipelines were embedded within a graphical user interface (based on the. NET framework) for pulmonary magnetic resonance imaging (MRI) and x-ray computed-tomography (CT) datasets. The software pipelines were generated using C++ and included: (1) inhaled He-3/Xe-129 MRI ventilation and apparent diffusion coefficients, 2)) CT-MRI coregistration for lobar and segmental ventilation and perfusion measurements, (3) ultrashort echo-time H-1-MRI proton density measurements, (4) free-breathing Fourier-decomposition H-1 MRI ventilation/perfusion and free-breathing H-1 MRI specific ventilation, (5) multivolume CT and MRI parametric response maps, and (6) MRI and CT texture analysis and radiomics. The image analysis framework was implemented on a desktop workstation/tablet to generate biomarkers of regional lung structure and function related to ventilation, perfusion, lung tissue texture, and integrity as well as multiparametric measures of gas trapping and airspace enlargement. All biomarkers were generated within 10 min with measurement reproducibility consistent with clinical and research requirements. The resultant pulmonary imaging biomarker pipeline provides real-time and automated lung imaging measurements for point-of-care and high-throughput research. (c) 2018 Society of Photo-Optical Instrumentation Engineers (SPIE)
引用
收藏
页数:10
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