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慢性阻塞性肺疾病(COPD)分类模型与死亡率预测能力。

COPD classification models and mortality prediction capacity.

作者信息

Aramburu Amaia, Arostegui Inmaculada, Moraza Javier, Barrio Irantzu, Aburto Myriam, García-Loizaga Amaia, Uranga Ane, Zabala Txomin, Quintana José María, Esteban Cristóbal

机构信息

Respiratory Department, Hospital Galdakao-Usansolo, Galdakao, Bizkaia, Spain,

Department of Applied Mathematics, Statistics and Operative Research, University of the Basque Country (UPV/EHU), Basque Country, Spain.

出版信息

Int J Chron Obstruct Pulmon Dis. 2019 Mar 7;14:605-613. doi: 10.2147/COPD.S184695. eCollection 2019.

DOI:10.2147/COPD.S184695
PMID:30880950
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC6410748/
Abstract

OBJECTIVE

Our aim was to assess the impact of comorbidities on existing COPD prognosis scores.

PATIENTS AND METHODS

A total of 543 patients with COPD (FEV <80% and FEV/FVC <70%) were included between January 2003 and January 2004. Patients were stable for at least 6 weeks before inclusion and were followed for 5 years without any intervention by the research team. Comorbidities and causes of death were established from medical reports or information from primary care medical records. The GOLD system and the body mass index, obstruction, dyspnea and exercise (BODE) index were used for COPD classification. Patients were also classified into four clusters depending on the respiratory disease and comorbidities. Cluster analysis was performed by combining multiple correspondence analyses and automatic classification. Receiver operating characteristic curves and the area under the curve (AUC) were calculated for each model, and the DeLong test was used to evaluate differences between AUCs. Improvement in prediction ability was analyzed by the DeLong test, category-free net reclassification improvement and the integrated discrimination index.

RESULTS

Among the 543 patients enrolled, 521 (96%) were male, with a mean age of 68 years, mean body mass index 28.3 and mean FEV% 55%. A total of 167 patients died during the study follow-up. Comorbidities were prevalent in our cohort, with a mean Charlson index of 2.4. The most prevalent comorbidities were hypertension, diabetes mellitus and cardiovascular diseases. On comparing the BODE index, GOLD, GOLD and cluster analysis for predicting mortality, cluster system was found to be superior compared with GOLD (0.654 vs 0.722, =0.006), without significant differences between other classification models. When cardiovascular comorbidities and chronic renal failure were added to the existing scores, their prognostic capacity was statistically superior (<0.001).

CONCLUSION

Comorbidities should be taken into account in COPD management scores due to their prevalence and impact on mortality.

摘要

目的

我们的目的是评估合并症对现有慢性阻塞性肺疾病(COPD)预后评分的影响。

患者与方法

2003年1月至2004年1月期间共纳入543例COPD患者(第1秒用力呼气容积[FEV]<80%且FEV/用力肺活量[FVC]<70%)。患者在纳入前至少稳定6周,且在研究团队未进行任何干预的情况下随访5年。合并症和死亡原因根据医疗报告或基层医疗记录中的信息确定。采用慢性阻塞性肺疾病全球倡议(GOLD)系统以及体重指数、气流受限、呼吸困难和运动(BODE)指数对COPD进行分类。根据呼吸系统疾病和合并症,患者还被分为四类。通过结合多重对应分析和自动分类进行聚类分析。计算每个模型的受试者工作特征曲线和曲线下面积(AUC),并使用德龙检验评估AUC之间的差异。通过德龙检验、无类别净重新分类改善和综合判别指数分析预测能力的改善情况。

结果

在纳入的543例患者中,521例(96%)为男性,平均年龄68岁,平均体重指数28.标准3,平均FEV%为55%。在研究随访期间共有167例患者死亡。合并症在我们的队列中很常见,平均查尔森指数为2.4。最常见的合并症是高血压、糖尿病和心血管疾病。在比较BODE指数、GOLD、GOLD和聚类分析预测死亡率时,发现聚类系统优于GOLD(0.654对0.722,P=0.006),其他分类模型之间无显著差异。当将心血管合并症和慢性肾衰竭添加到现有评分中时,它们的预后能力在统计学上更优(P<0.001)。

结论

由于合并症的普遍性及其对死亡率的影响,在COPD管理评分中应考虑合并症。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/041b/6410748/46b313783948/copd-14-605Fig3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/041b/6410748/cf8f51846d00/copd-14-605Fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/041b/6410748/01a4bcadae7f/copd-14-605Fig2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/041b/6410748/46b313783948/copd-14-605Fig3.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/041b/6410748/cf8f51846d00/copd-14-605Fig1.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/041b/6410748/01a4bcadae7f/copd-14-605Fig2.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/041b/6410748/46b313783948/copd-14-605Fig3.jpg

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本文引用的文献

1
Global Strategy for the Diagnosis, Management, and Prevention of Chronic Obstructive Lung Disease 2017 Report: GOLD Executive Summary.全球慢性阻塞性肺疾病诊断、管理和预防策略 2017 年报告:GOLD 执行摘要。
Eur Respir J. 2017 Mar 6;49(3). doi: 10.1183/13993003.00214-2017. Print 2017 Mar.
2
Chronic Obstructive Pulmonary Disease Subtypes. Transitions over Time.慢性阻塞性肺疾病亚型。随时间的转变。
PLoS One. 2016 Sep 9;11(9):e0161710. doi: 10.1371/journal.pone.0161710. eCollection 2016.
3
Prognostic evaluation of COPD patients: GOLD 2011 versus BODE and the COPD comorbidity index COTE.
一种与中性粒细胞活性相关的、由中性粒细胞弹性蛋白酶降解的钙卫蛋白的血清学新表位生物标志物,在鉴别特发性肺纤维化和慢性阻塞性肺疾病方面比总钙卫蛋白更有效。
J Clin Med. 2023 Dec 8;12(24):7589. doi: 10.3390/jcm12247589.
4
RETRO-POPE: A Retrospective, Multicenter, Real-World Study of All-Cause Mortality in COPD.RETRO-POPE:COPD 全因死亡率的回顾性、多中心、真实世界研究。
Int J Chron Obstruct Pulmon Dis. 2023 Nov 17;18:2661-2672. doi: 10.2147/COPD.S426919. eCollection 2023.
5
Differences in Survival of Patients With COPD According to the New GesEPOC 2021 Classification of Phenotypes.根据2021年慢性阻塞性肺疾病全球倡议(GesEPOC)新的表型分类,慢性阻塞性肺疾病(COPD)患者的生存差异
Open Respir Arch. 2022 Oct 3;4(4):100212. doi: 10.1016/j.opresp.2022.100212. eCollection 2022 Oct-Dec.
6
Development and validation of a multivariable mortality risk prediction model for COPD in primary care.开发和验证初级保健中 COPD 的多变量死亡率风险预测模型。
NPJ Prim Care Respir Med. 2022 May 31;32(1):21. doi: 10.1038/s41533-022-00280-0.
7
Changes in health-related quality of life as a marker in the prognosis in COPD patients.慢性阻塞性肺疾病(COPD)患者健康相关生活质量的变化作为预后指标
ERJ Open Res. 2022 Jan 10;8(1). doi: 10.1183/23120541.00181-2021. eCollection 2022 Jan.
8
The Relation Between Clinical Phenotypes, GOLD Groups/Stages and Mortality in COPD Patients - A Prospective Multicenter Study.COPD 患者的临床表型、GOLD 分组/分期与死亡率之间的关系-一项前瞻性多中心研究。
Int J Chron Obstruct Pulmon Dis. 2021 Apr 28;16:1171-1182. doi: 10.2147/COPD.S297087. eCollection 2021.
9
Mortality prediction in chronic obstructive pulmonary disease comparing the GOLD 2015 and GOLD 2019 staging: a pooled analysis of individual patient data.比较慢性阻塞性肺疾病全球倡议(GOLD)2015和GOLD 2019分期的死亡率预测:个体患者数据的汇总分析
ERJ Open Res. 2020 Nov 2;6(4). doi: 10.1183/23120541.00253-2020. eCollection 2020 Oct.
10
Integrating Comorbidities and Phenotype-Based Medicine in Patient-Centered Medicine in COPD.在慢性阻塞性肺疾病的以患者为中心的医疗中整合合并症和基于表型的医学
J Clin Med. 2020 Aug 25;9(9):2745. doi: 10.3390/jcm9092745.
慢性阻塞性肺疾病患者的预后评估:GOLD 2011 与 BODE 和 COPD 合并症指数 COTE 比较。
Thorax. 2014 Sep;69(9):799-804. doi: 10.1136/thoraxjnl-2014-205770. Epub 2014 Jun 26.
4
Five comorbidities reflected the health status in patients with chronic obstructive pulmonary disease: the newly developed COMCOLD index.五种合并症反映了慢性阻塞性肺疾病患者的健康状况:新开发的 COMCOLD 指数。
J Clin Epidemiol. 2014 Aug;67(8):904-11. doi: 10.1016/j.jclinepi.2014.03.005. Epub 2014 Apr 29.
5
Lung volumes and forced ventilatory flows.肺容积与用力通气流量
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6
Short- and medium-term prognosis in patients hospitalized for COPD exacerbation: the CODEX index.慢性阻塞性肺疾病加重住院患者的短期和中期预后:CODEX 指数。
Chest. 2014 May;145(5):972-980. doi: 10.1378/chest.13-1328.
7
Comorbidity, systemic inflammation and outcomes in the ECLIPSE cohort.ECLIPSE 队列中的合并症、全身炎症与结局。
Respir Med. 2013 Sep;107(9):1376-84. doi: 10.1016/j.rmed.2013.05.001. Epub 2013 Jun 19.
8
Characteristics, stability and outcomes of the 2011 GOLD COPD groups in the ECLIPSE cohort.2011 GOLD COPD 分组在 ECLIPSE 队列中的特征、稳定性和结局。
Eur Respir J. 2013 Sep;42(3):636-46. doi: 10.1183/09031936.00195212. Epub 2013 Jun 13.
9
Impact of co-morbidities on self-rated health in self-reported COPD: an analysis of NHANES 2001-2008.共病对自我报告 COPD 患者自感健康的影响:对 NHANES 2001-2008 的分析。
COPD. 2013 Jun;10(3):324-32. doi: 10.3109/15412555.2012.744963.
10
Clusters of comorbidities based on validated objective measurements and systemic inflammation in patients with chronic obstructive pulmonary disease.基于验证性客观测量和全身炎症的慢性阻塞性肺疾病患者的共病群。
Am J Respir Crit Care Med. 2013 Apr 1;187(7):728-35. doi: 10.1164/rccm.201209-1665OC.