类风湿性关节炎相关间质性肺病的定量计算机断层扫描分析

IF 9.5 1区 医学 Q1 CRITICAL CARE MEDICINE
Chest Pub Date : 2024-11-09 DOI:10.1016/j.chest.2024.10.052
Stephen M Humphries, Ayodeji Adegunsoye, M Kristen Demoruelle, Michelle Li Wei Kam, Isabelle Amigues, Tami J Bang, Shawn D Teague, David A Lynch, Jonathan H Chung, Mary E Strek, Jeffrey J Swigris, Joshua J Solomon
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引用次数: 0

摘要

背景:定量胸部计算机断层扫描(CT胸部计算机断层扫描(CT)定量可能是类风湿性关节炎相关间质性肺病(RA-ILD)预后的有效预测指标:研究问题:基于深度学习的CT肺纤维化定量在评估疾病严重程度、预测死亡率和识别RA-ILD进展方面有什么用处?采用数据驱动纹理分析(DTA)方法,对289名主要队列和50名验证队列的RA-ILD患者的CT扫描进行定量评估。我们研究了肺纤维化程度和肺功能的定量评分与生存之间的关系:基线时的 DTA 纤维化评分与肺活量(FVC)预测百分比呈中度负相关(主要队列 rho=-0.55,验证队列 rho=-0.50,p解释):在两组RA-ILD患者中,CT上肺纤维化的定量评估与基线肺功能恶化和死亡风险有关。连续扫描中DTA衍生肺纤维化评分的增加与随后的死亡风险有关。应考虑将定量 CT 用作 RA-ILD 的临床和研究结果评估工具。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Quantitative CT Scan Analysis in Rheumatoid Arthritis-Related Interstitial Lung Disease.

Background: Quantitative CT imaging may be a useful predictor of outcome in rheumatoid arthritis-related interstitial lung disease (RA-ILD).

Research question: What is the utility of deep learning-based lung fibrosis quantitation on CT imaging in assessing disease severity, predicting mortality, and identifying progression in RA-ILD?.

Study design and methods: CT scans on a primary cohort of 289 patients and a validation cohort of 50 individuals with RA-ILD were assessed quantitatively by using the data-driven texture analysis (DTA) method. We examined associations between quantitative scores for extent of lung fibrosis and pulmonary function and survival.

Results: DTA fibrosis score at baseline showed moderate negative correlation with FVC percent predicted (primary cohort rho = -0.55; validation cohort rho = -0.50; both, P < .001), and diffusing capacity for carbon monoxide percent predicted (primary cohort rho = -0.67; validation cohort rho = -0.65; both, P < .001). Longitudinal change in DTA fibrosis score was associated with changes in FVC and diffusing capacity for carbon monoxide in the primary cohort (rho = -0.46 and rho = -0.43, respectively; both, P < .001). Cox multivariable models adjusted for potentially influential variables showed that the baseline DTA fibrosis score was significantly associated with mortality risk (primary cohort hazard ratio [HR], 1.04 [95% CI, 1.03-1.05; P < .001]; validation cohort HR, 1.06 [95% CI, 1.01-1.11; P = .026]). In the primary cohort, the increase in DTA fibrosis score on sequential scans was associated with increased risk of mortality (HR, 1.04; 95% CI, 1.01-1.06; P = .003) independent of baseline DTA extent.

Interpretation: In two cohorts of patients with RA-ILD, quantitative assessment of lung fibrosis on CT imaging was associated with worse lung function at baseline and risk of mortality. Increase in DTA-derived lung fibrosis score on sequential scans was associated with subsequent risk of mortality. Quantitative CT imaging should be considered for use as a clinical and research outcome assessment tool in RA-ILD.

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来源期刊
Chest
Chest 医学-呼吸系统
CiteScore
13.70
自引率
3.10%
发文量
3369
审稿时长
15 days
期刊介绍: At CHEST, our mission is to revolutionize patient care through the collaboration of multidisciplinary clinicians in the fields of pulmonary, critical care, and sleep medicine. We achieve this by publishing cutting-edge clinical research that addresses current challenges and brings forth future advancements. To enhance understanding in a rapidly evolving field, CHEST also features review articles, commentaries, and facilitates discussions on emerging controversies. We place great emphasis on scientific rigor, employing a rigorous peer review process, and ensuring all accepted content is published online within two weeks.
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