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使用主成分分析的慢性阻塞性肺疾病表型描述

COPD phenotype description using principal components analysis.

作者信息

Roy Kay, Smith Jacky, Kolsum Umme, Borrill Zöe, Vestbo Jørgen, Singh Dave

机构信息

University of Manchester, North West Lung Research Centre, University Hospital of South Manchester Foundation Trust, Manchester, UK.

出版信息

Respir Res. 2009 May 29;10(1):41. doi: 10.1186/1465-9921-10-41.

Abstract

BACKGROUND

Airway inflammation in COPD can be measured using biomarkers such as induced sputum and Fe(NO). This study set out to explore the heterogeneity of COPD using biomarkers of airway and systemic inflammation and pulmonary function by principal components analysis (PCA).

SUBJECTS AND METHODS

In 127 COPD patients (mean FEV1 61%), pulmonary function, Fe(NO), plasma CRP and TNF-alpha, sputum differential cell counts and sputum IL8 (pg/ml) were measured. Principal components analysis as well as multivariate analysis was performed.

RESULTS

PCA identified four main components (% variance): (1) sputum neutrophil cell count and supernatant IL8 and plasma TNF-alpha (20.2%), (2) Sputum eosinophils % and Fe(NO) (18.2%), (3) Bronchodilator reversibility, FEV1 and IC (15.1%) and (4) CRP (11.4%). These results were confirmed by linear regression multivariate analyses which showed strong associations between the variables within components 1 and 2.

CONCLUSION

COPD is a multi dimensional disease. Unrelated components of disease were identified, including neutrophilic airway inflammation which was associated with systemic inflammation, and sputum eosinophils which were related to increased Fe(NO). We confirm dissociation between airway inflammation and lung function in this cohort of patients.

摘要

背景

慢性阻塞性肺疾病(COPD)中的气道炎症可用生物标志物进行测量,如诱导痰和呼出一氧化氮(Fe(NO))。本研究旨在通过主成分分析(PCA),利用气道和全身炎症以及肺功能的生物标志物来探索COPD的异质性。

对象与方法

对127例COPD患者(平均第1秒用力呼气容积(FEV1)为61%)测量了肺功能、Fe(NO)、血浆C反应蛋白(CRP)和肿瘤坏死因子-α(TNF-α)、痰液细胞分类计数以及痰液白细胞介素8(IL8,pg/ml)。进行了主成分分析以及多变量分析。

结果

PCA确定了四个主要成分(方差百分比):(1)痰液中性粒细胞计数、上清液IL8和血浆TNF-α(20.2%),(2)痰液嗜酸性粒细胞百分比和Fe(NO)(18.2%),(3)支气管扩张剂可逆性、FEV1和肺活量(IC)(15.1%)以及(4)CRP(11.4%)。线性回归多变量分析证实了这些结果,该分析显示成分1和2中的变量之间存在强关联。

结论

COPD是一种多维度疾病。确定了疾病的不相关成分,包括与全身炎症相关的嗜中性气道炎症,以及与Fe(NO)升高相关的痰液嗜酸性粒细胞。我们证实了该队列患者气道炎症与肺功能之间的分离。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c61c/2698901/23c6bf36c0d8/1465-9921-10-41-1.jpg

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