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慢性阻塞性肺疾病放射学进展的因果推断分析

Causal inference analysis of the radiologic progression in the chronic obstructive pulmonary disease.

作者信息

Im Yunjoo, Lee Kwonsang, Lee Sang Min, Shin Sun Hye, Choi Yeonseok, Lee Jae-Seung, Oh Yeon Mok, Kim Jonghoon, Oh You Jin, Lee Ho Yun, Park Hye Yun

机构信息

Division of Pulmonology and Allergy, Department of Internal Medicine, Kyung Hee University Medical Center, Seoul, South Korea.

Department of Statistics, Seoul National University, Seoul, Republic of Korea.

出版信息

Sci Rep. 2024 Aug 1;14(1):17838. doi: 10.1038/s41598-024-68560-y.

Abstract

There is limited evidence regarding the causal inference of emphysema and functional small airway disease in the subsequent progression of chronic obstructive pulmonary disease (COPD). Patients consisting of two independent cohorts diagnosed with COPD and underwent two serial chest CT scans were included. Total percent emphysema (PRM) and fSAD (PRM) was quantified via PRM. To investigate the progression of emphysema, we divided COPD patients with PRM < 10% into low and high PRMgroup, matched with similar baseline characteristics, and conducted nonparametric hypothesis tests based on randomization inference using Wilcoxon signed rank test and Huber's M statistics. In patients with baseline PRMEmph < 10%, there were 26 and 16 patients in the low PRM group and 52 and 64 patients in the high PRM in the derivation and validation cohorts, respectively. In the both low and high PRM groups, there were 0.11 and 1.43 percentage point increases (Huber's M statistic p = 0.016) and 0.58 and 2.09 percentage point increases (p = 0.038) in the proportion of emphysema in the derivation and validation cohorts, respectively. On the contrary, among patients with baseline PRM < 20%, there was no significant differences in the interval changes of PRM between the low and high PRM groups in both cohorts. In COPD patients with low emphysema, group with baseline high PRM showed greater change of PRM than those with low PRM in both the derivation and validation cohorts. Imaging-based longitudinal quantitative analysis may provide important evidence that small airway disease precedes emphysema in CT-based early COPD patients.

摘要

关于肺气肿和功能性小气道疾病在慢性阻塞性肺疾病(COPD)后续进展中的因果推断,证据有限。纳入了由两个独立队列组成的患者,这些患者被诊断为COPD并接受了两次连续的胸部CT扫描。通过PRM对肺气肿总体百分比(PRM)和fSAD(PRM)进行量化。为了研究肺气肿的进展,我们将PRM<10%的COPD患者分为低PRM组和高PRM组,两组基线特征相似,并使用Wilcoxon符号秩检验和Huber's M统计量基于随机化推断进行非参数假设检验。在基线PRMEmph<10%的患者中,推导队列和验证队列中低PRM组分别有26例和16例患者,高PRM组分别有52例和64例患者。在低PRM组和高PRM组中,推导队列和验证队列中肺气肿比例分别增加了0.11和1.43个百分点(Huber's M统计量p = 0.016)以及0.58和2.09个百分点(p = 0.038)。相反,在基线PRM<20%的患者中,两个队列的低PRM组和高PRM组之间PRM的间隔变化没有显著差异。在肺气肿程度低的COPD患者中,推导队列和验证队列中基线PRM高的组比基线PRM低的组PRM变化更大。基于影像学的纵向定量分析可能提供重要证据,表明在基于CT的早期COPD患者中,小气道疾病先于肺气肿出现。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/35a3/11294465/11536c525bf9/41598_2024_68560_Fig1_HTML.jpg

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