Automated CT-based Decoupling of the Effects of Airway Narrowing and Wall Thinning on Airway Counts in Chronic Obstructive Pulmonary Disease.

IF 1.8 4区 医学 Q3 RADIOLOGY, NUCLEAR MEDICINE & MEDICAL IMAGING
Syed Ahmed Nadeem, Xinyu Zhang, Prashant Nagpal, Eric A Hoffman, Kung-Sik Chan, Alejandro P Comellas, Punam K Saha
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引用次数: 0

Abstract

Objective: We examine pathways of airway alteration due to wall thinning, narrowing, and obliteration at different COPD severity stages using CT-derived airway metrics.

Methods: Ex-smokers (N = 649; age mean±std: 69 ± 6years; 52% male) from the COPDGene Iowa cohort (September 2013-July 2017) were studied. Total airway count (TAC), peripheral TAC beyond 7th generation (TACp), and airway wall thickness (WT) were computed from chest CT scans using previously validated automated methods. Causal relationships among demographic, smoking, spirometry, COPD severity, airway counts, WT, and scanner variables were analyzed using causal inference techniques including direct acyclic graphs (DAGs) to quantitatively assess multi-pathway alterations of airways in COPD.

Results: TAC, TACp, and WT were significantly lower (p < 0.0001) in mild, moderate, and severe COPD compared to the preserved lung function group. TAC (TACp) losses attributed to narrowing and obliteration of small airways were 4.59, 13.29, and 32.58% (4.64, 17.82, and 45.51%) in mild, moderate, and severe COPD, while the losses attributed to wall thinning were 8.24, 17.01, and 22.95% (12.79, 25.66, and 33.95%) in respective groups.

Conclusions: Different pathways of airway alteration in COPD are observed using CT-derived automated airway metrics. Wall thinning is a dominant contributor to both TAC and TACp loss in mild and moderate COPD while narrowing and obliteration of small airways is dominant in severe COPD.

Advances in knowledge: This automated CT-based study shows that wall thinning dominates airway alteration in mild and moderate COPD while narrowing and obliteration of small airways leads the alteration process in severe COPD.

基于 CT 自动解耦慢性阻塞性肺病气道狭窄和气道壁变薄对气道计数的影响。
目的我们利用 CT 衍生的气道指标,研究不同 COPD 严重程度阶段的气道壁变薄、狭窄和阻塞导致气道改变的途径:研究对象为 COPDGene 爱荷华队列(2013 年 9 月至 2017 年 7 月)中的戒烟者(N = 649;平均年龄(±std):69 ± 6 岁;52% 为男性)。采用先前验证过的自动方法从胸部 CT 扫描中计算出总气道数(TAC)、第 7 代以上外周 TAC(TACp)和气道壁厚度(WT)。利用直接无环图(DAG)等因果推理技术分析了人口统计学、吸烟、肺活量、慢性阻塞性肺病严重程度、气道计数、WT 和扫描仪变量之间的因果关系,以定量评估慢性阻塞性肺病气道的多途径改变:结果:TAC、TACp 和 WT 均明显降低(P使用 CT 导出的自动气道指标可观察到慢性阻塞性肺病气道改变的不同途径。在轻度和中度慢性阻塞性肺病中,气道壁变薄是导致 TAC 和 TACp 下降的主要原因,而在重度慢性阻塞性肺病中,小气道狭窄和阻塞是主要原因:这项基于 CT 的自动研究表明,在轻度和中度慢性阻塞性肺病中,气道壁变薄是气道改变的主要原因,而在重度慢性阻塞性肺病中,小气道的狭窄和阻塞则是气道改变的主要原因。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
British Journal of Radiology
British Journal of Radiology 医学-核医学
CiteScore
5.30
自引率
3.80%
发文量
330
审稿时长
2-4 weeks
期刊介绍: BJR is the international research journal of the British Institute of Radiology and is the oldest scientific journal in the field of radiology and related sciences. Dating back to 1896, BJR’s history is radiology’s history, and the journal has featured some landmark papers such as the first description of Computed Tomography "Computerized transverse axial tomography" by Godfrey Hounsfield in 1973. A valuable historical resource, the complete BJR archive has been digitized from 1896. Quick Facts: - 2015 Impact Factor – 1.840 - Receipt to first decision – average of 6 weeks - Acceptance to online publication – average of 3 weeks - ISSN: 0007-1285 - eISSN: 1748-880X Open Access option
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