Literature DB >> 28615935

Serum inflammatory biomarkers and clinical outcomes of COPD exacerbation caused by different pathogens.

Theerasuk Kawamatawong1, Apitch Apiwattanaporn2, Warisara Siricharoonwong2.   

Abstract

BACKGROUND AND
OBJECTIVE: COPD exacerbation is characterized by worsening of symptoms, warranting change in treatment. Systemic and airway inflammation play roles in the pathogenesis of COPD exacerbation. We hypothesized whether increased serum inflammatory biomarkers are associated with the clinical outcomes of COPD exacerbation caused by different infectious pathogens.
METHODS: COPD patients with exacerbation were recruited from a hospital emergency department during 2014-2015. Serum procalcitonin (PCT) and C-reactive protein (CRP) were measured. Dyspnea, eosinopenia, consolidation, acidemia, and atrial fibrillation (DECAF) score was calculated for predicting mortality. Multiplex polymerase chain reaction was carried out for respiratory viral assay from nasopharyngeal swabs, and sputum bacterial culture was also performed. Hospital mortality, invasive mechanical ventilation requirement, and length of hospital stay (LOS) were evaluated, and their associations with clinical characteristics, DECAF score, and serum biomarkers were examined.
RESULTS: A total of 62 COPD patients were enrolled. These patients were classified as Global Initiative for Obstructive Lung Disease (GOLD) stage 2, 3, and 4 in 12.9%, 6.4%, and 80.7% of cases, respectively. Isolated bacterial exacerbation was recovered in 30.6% of exacerbation episodes: Klebsiella pneumoniae was the most commonly identified bacteria. Viral pathogens and coinfections were noted in 9.6% and 16.1% of exacerbated patients, respectively. Influenza was the most commonly detected viral pathogen. Serum biomarkers and DECAF score for viruses, bacteria, coinfection, and noninfectious causes of exacerbations were similar. Neither DECAF score nor serum biomarkers were able to differentiate patients with and without mortality or requiring mechanical ventilation. Increased serum PCT was noted in patients with LOS ≥7 days when compared with those with LOS <7 days (0.38 ng/mL vs 0.1 ng/mL; P=0.035).
CONCLUSION: Increased serum PCT is associated with longer LOS in COPD exacerbation. However, CRP and DECAF score play limited roles in predicting clinical outcome and lack an association with causes of exacerbation.

Entities:  

Keywords:  COPD exacerbation; bacteria; biomarkers; inflammation; outcome; viruses

Mesh:

Substances:

Year:  2017        PMID: 28615935      PMCID: PMC5459973          DOI: 10.2147/COPD.S132132

Source DB:  PubMed          Journal:  Int J Chron Obstruct Pulmon Dis        ISSN: 1176-9106


Introduction

COPD is the fourth leading cause of death worldwide, a public health challenge that is preventable and treatable.1 Exacerbation episodes are a hallmark of this disease. COPD exacerbation is characterized by a change in the patient’s baseline dyspnea, cough, and/or sputum beyond day-to-day variability sufficient to lead to a change in medication. Exacerbation is associated with not only disease progression but also increased mortality.2 Infectious causes (bacteria, viruses, and atypical pathogens) and non-infectious causes (environmental exposure and poor compliance with medications) have been described.3,4 Antibiotics have been shown to reduce mortality and treatment failure.5 Therefore, COPD guidelines of the Global Initiative for Obstructive Lung Disease (GOLD) recommend antibiotics for the treatment of exacerbations in the presence of purulent sputum.1,6,7 However, clinical findings and laboratory investigations cannot distinguish viral from bacterial exacerbation or pneumonia.4,8 Over-utilization of antibiotics in the absence of bacterial infection can cause serious drug resistance problems, while under-treatment is related to poor outcomes. The dyspnea, eosinopenia, consolidation, acidemia, and atrial fibrillation (DECAF) score was developed and further validated for predicting mortality in COPD exacerbation.9 DECAF aids clinicians in accurate prognosis, allows triage of patients to an appropriate level of care, and improves clinical outcomes.10 Apart from the clinical score, inflammatory biomarkers such as procalcitonin (PCT) and C-reactive protein (CRP) are promising tools for differentiating bacterial from non-bacterial respiratory infection in adults and children.11 PCT has shown potential for predicting outcome in lower respiratory tract infections and minimizing unnecessary antibiotic use.12–16 Increased PCT was reported in patients hospitalized with COPD exacerbation or pneumonia with proven bacterial infection.17 In addition, CRP and copeptin have been evaluated for identifying causes and predicting exacerbation outcomes.18 However, the roles of biomarkers for differentiating viral infections from bacterial infections causing COPD exacerbation are limited. We hypothesized whether increased serum inflammatory biomarkers are able to discriminate bacterial infection from viral or noninfectious causes of COPD exacerbation in an emergency room setting.

Methods

A cross-sectional study was conducted at Ramathibodi Hospital, Mahidol University, Thailand, between August 2014 and December 2015. Patients with COPD exacerbation at the emergency department were enrolled. All patients provided written, informed consent prior to participation in the study. COPD was diagnosed according to GOLD criteria with the presence of symptoms, history of risk factor exposure, and irreversible airflow limitation (post-bronchodilator forced expiratory volume in 1 second/forced vital capacity [FEV1/FVC] less than 0.7).1 Risk stratification was performed according to Anthonisen criteria: increased degree of dyspnea, increased sputum volume, and presence of sputum purulence.6 All patients underwent investigations to identify infectious causative pathogens. Nasopharyngeal swabs were taken for detecting different strains of respiratory viruses by analyzing 18S ribosomal RNA. This viral detection method used an xTAG® RVP Fast v2 assay (Luminex Cooperation, Austin, TX, USA) for multiplex reverse transcription-polymerase chain reactions (RT-PCRs). Bacterial lower respiratory tract infections were determined by aerobic bacterial culture of expectorated sputum using a fluorescent technology system (Bactec™; Becton Dickinson, Franklin Lakes, NJ, USA). PCT and CRP were measured simultaneously at the emergency department within 48 h after the diagnosis of COPD exacerbation: serum PCT by electrochemiluminescence immunoassay on a Cobas e601 analyzer (Roche, Switzerland) and serum CRP on a Cobas c501 system. Arterial blood samples were obtained. Chest radiography was performed for detecting pulmonary opacity, and the results were reported by an experienced radiologist. Complete blood count was performed after whole blood assay. Total eosinophil count was obtained with hemocytometer. Electrocardiography was performed using standard leads, and any signs of cardiac arrhythmia were reported. Functional status was classified using a modified Medical Research Council dyspnea scale. The previously mentioned parameters were integrated to obtain the DECAF score. Clinical outcomes were reviewed in all patients, including hospital mortality, invasive mechanical ventilation requirement, and total length of hospital stay (LOS). The study was approved by Ethics Committee of Human Study, Ramathibodi Hospital, Mahidol University.

Statistical analysis

Continuous data were expressed as mean and standard deviation (SD) or median as appropriate. Comparisons of continuous variables between two and more independent groups were made by t-test and analysis of variance or non-parametric statistics (Mann–Whitney test and Kruskal–Wallis test) according to the distribution. The association between two categorical variables was examined using chi-square or Fisher’s exact test. Statistical analysis was performed using PASW Statistics 18; a P-value of <0.05 was considered to be statistically significant.

Results

A total of 62 COPD patients were enrolled. According to GOLD guideline, these patients were classified as stage 2, 3, and 4 (12.9%, 6.4%, and 80.7%, respectively). The demographics, baseline pharmacologic treatments, and clinical findings of exacerbated COPD are shown in Table 1.
Table 1

Clinical characteristics of COPD exacerbation during emergency room visit (n=62)

CharacteristicsMean ± SD or n (%)
Mean age (years)79.16±5.0
Male gender55 (88.7%)
Post-bronchodilator FEV1 (% predicted)37.01±12.5
White blood cell count at ER (cells/mm3)12,675±5,732
PaCO2 at ER (mmHg)43.3±13.7
Number of underlying medical diseases2.8 (range 0–8)
Patients with ICS/LABA or ICS treatment52 (83.8%)
Patients with influenza vaccination in the past year2 (3.2%)

Abbreviations: SD, standard deviation; FEV1, forced expiratory volume in 1 second; ER, emergency room; PaCO2, partial pressure of arterial carbon dioxide; ICS, inhaled corticosteroid; LABA, long acting β2 agonist.

Influenza was the most commonly detected virus (9 of 16 cases, 56.25%) from PCR. Klebsiella pneumoniae was the most commonly isolated pathogenic bacteria from sputum culture. The identified bacterial and viral pathogens are summarized in Table 2.
Table 2

Bacterial pathogens obtained using sputum aerobic bacterial culture and viral pathogens obtained using multiplex reverse transcription-polymerase chain reaction (RT-PCR)

Bacterial pathogenNumber of samples*Viral pathogenNumber of samples*
Gram-negative bacteria
Klebsiella pneumoniae9Influenza A/B9
Pseudomonas aeruginosa5Rhinovirus4
Escherichia coli4Coronavirus2
Haemophilus influenzae3Human metapneumovirus2
Acinetobacter baumannii3Enterovirus1
Stenotrophomonas2Parainfluenza1
maltophilia
Proteus mirabilis1Respiratory syncytial virus1
Neisseria spp.1
Gram-positive bacteria
Streptococcus viridans16
Staphylococcus aureus4
Coagulase-negative5
Staphylococci
Enterobacter cloacae3
Corynebacterium spp.3
Group D Streptococci2
Enterococcus spp.1

Note:

More than one pathogen was identified in exacerbated patient respiratory samples.

The prevalence rates of isolated viral exacerbation, isolated bacterial exacerbations, and coinfection of viruses and bacteria in COPD patients were 9.6%, 30.6%, and 16.1%, respectively. Hence, 43.6% of exacerbated patients were classified as noninfectious etiology. The clinical characteristics including DECAF score and serum biomarker are summarized in Table 3.
Table 3

Clinical characteristics including DECAF score and serum inflammatory biomarkers of COPD patients with exacerbation according to etiologies

Clinical featuresVirusn=6(9.6%)Bacterian=19(30.6%)Coinfectionn=10(16.1%)Noninfectiousn=27(43.6)P-value
Mean age (years)*81.30 (6.9)79.00 (7.9)79.90 (4.8)77.95 (7.5)0.73
Comorbid ≥2 disease, n (%)3 (50.0%)9 (47.3%)5 (50.0%)6 (22.2%)0.60
ICS + LABA or ICS, n (%)5 (83.3%)16 (84.2%)10 (100%)22 (81.4%)0.58
LAMA, n (%)3 (50.0%)10 (52.6%)5 (50%)14 (51.8%)0.39
Oral long acting xanthine, n (%)4 (66.7%)9 (47.3%)2 (20%)15 (55%)0.66
PaCO2 at ER (mmHg)#34.2 (9.0)41.1 (15.9)45.7 (9.9)47.3 (15.1)0.24
Serum albumin (g/L)#29.1 (8.8)30.9 (8.0)25.0 (11.2)28.3 (6.7)0.38
WBC count (cells/mm3)*11,930 (7,920–14,210)15,950 (6,500–40,480)11,725 (6,950–22,240)10,331 (5,099–20,000)0.25
Eosinophil count (cells/mm3)*82 (0–399)216 (0–1,584)326 (0–1,024)112 (0–1,601)0.76
DECAF*2.5 (2–5)3.0 (2–5)2.0 (1–4)2.0 (1–4)0.46
PCT (ng/mL)*0.26 (0.07–18.48)0.30 (0.04–17.6)0.31 (0.05–1.63)0.09 (0.03–19.29)0.35
CRP (mg/L)*37.46 (23.69–700.0)41.62 (4.16–274.8)34.24 (9.03–67.56)15.56 (1.0–238.5)0.45

Notes:

Data were presented as mean (SD) and

data were presented as median (range).

Abbreviations: DECAF, dyspnea, eosinopenia, consolidation, acidemia, and atrial fibrillation; ICS, inhaled corticosteroid; LABA, long acting β2 agonist; LAMA, long acting muscarinic antagonist; PaCO2, partial pressure of arterial carbon dioxide; ER, emergency room; WBC, white blood cells; PCT, procalcitonin; CRP, C-reactive protein; SD, standard deviation.

There was no difference in terms of invasive mechanical ventilation (P=0.137), LOS >7 days (P=0.302), and hospital death (P=0.151) among exacerbated patients with isolated viral infection, isolated bacterial infection, coinfection, or noninfectious group. However, culture-proven bacterial lower respiratory tract infection was noted in 19 of 25 hospitalizations. Hence, bacterial infection was associated with hospitalization (P=0.007). The higher median serum PCT in exacerbated patients with positive sputum bacterial culture was 0.22 ng/mL (0.04–19.29) compared to those with negative bacterial culture 0.11 ng/mL (0.03–18.48). However, the difference did not reach statistical significance. Regarding exacerbation outcomes, serum biomarkers and DECAF score were similar for COPD-exacerbated patients who survived versus those who died and who were intubated versus those who were not. The results are shown in Table 4.
Table 4

Comparison of serum biomarkers and DECAF score of exacerbated patients: survived versus dead patients and non-intubated versus intubated patients

ParameterSurvived patients (n=60)Patients who died (n=2)P-value
PCT (ng/mL)0.11 (0.03–19.29)1.175 (0.47–1.88)0.121
CRP (mg/L)25.37 (1–700)76.53 (67–85)0.233
DECAF score2 (1–5)2 (2–2)0.401

ParameterNon-intubated patients (n=57)Intubated patients (n=5)P-value

PCT (ng/mL)0.11 (0.03–19.29)0.38 (0.06–0.47)0.373
CRP (mg/L)26.79 (1–700)37.46 (10–67)0.867
DECAF score2 (1–5)2 (2–4)0.822

Note: Data were presented as median (range).

Abbreviations: DECAF, dyspnea, eosinopenia, consolidation, acidemia, and atrial fibrillation; PCT, procalcitonin; CRP, C-reactive protein.

The increased PCT was noted in COPD-exacerbated patients with LOS ≥7 days when compared with LOS <7 days (0.38 ng/mL vs 0.1 ng/mL, P=0.035). Results are shown in Table 5. In terms of clinical characteristics and laboratory investigations, low serum albumin (<30 g/L) was associated with longer hospitalization for COPD exacerbation (P=0.028). In addition, the higher serum PCT (≥0.25 ng/mL) was associated with the longer LOS ≥7 days when compared with PCT <0.25 ng/mL (P=0.015). Most of exacerbated patients who were treated without invasive mechanical ventilator had LOS <7 days. Hence, invasive ventilation was associated with LOS ≥7 days (P<0.004).
Table 5

Comparison of clinical presentation and biomarkers of exacerbated patients with LOS <7 days and ≥7 days

ParameterLOS <7 days(n=42)LOS ≥7 days(n=20)P-value
PCT (ng/mL)*0.10 (0.03–19.6)0.38 (0.05–18.48)0.03
CRP (mg/L)*27 (1–274)37 (4–700)0.31
DECAF score*2 (1–5)3 (2–4)0.05
Number of comorbidities*3 (0–5)3 (1–6)0.92
Age (years)#78.74 (8.0)80.59 (6.2)0.40
Serum albumin (mg/dL)#31.41 (8.1)25.2 (6.8)0.01
PaCO2 at ER#42.63 (14.34)45.85 (12.78)0.44
WBC count (cells/mm3)*12,264 (5,270–24,390)14,397 (5,360–40,480)0.23
Invasive mechanical ventilation, n (%)37 (88.1%)6 (30.0%)0.004

Notes:

Data were presented as median (range) and

data were presented as mean (SD).

Abbreviations: LOS, length of hospital stay; PCT, procalcitonin; CRP, C-reactive protein; DECAF, dyspnea, eosinopenia, consolidation, acidemia, and atrial fibrillation; PaCO2, partial pressure of arterial carbon dioxide; ER, emergency room; WBC, white blood cells.

Discussion

The prevalence of viral exacerbation ranged from 25% to 48% according to the detection methods in several previous reports.4,19,20 Adenovirus was the most commonly identified respiratory virus causing exacerbation in a study by Sethi and Murphy.4 A systematic review has shown conflicting results for viral etiologies identified using PCR.3 However, influenza was the most prevalent virus in this study, since coverage by influenza vaccination in our cohort was very low. Streptococcus pneumoniae, Haemophilus influenzae, and Moraxella catarrhalis are common bacterial causes of exacerbation.8 Enteric gram-negative bacteria are more common in severe COPD in Thailand. In this study, K. pneumoniae was a common bacterial pathogen. This is similar to a previous Asian multicenter study which included Thailand.21 Our study included COPD with severe airflow limitation, which may increase lower airway bacterial colonization.22 Coinfection with bacteria and viruses in COPD exacerbation was not uncommon in our cohort similar to a previous report.19 Initial viral infection followed by subsequent bacterial infection is associated with mechanical ventilation requirement and longer hospitalization.19,23 However, there was no difference in clinical outcomes between coinfection and isolated infection in terms of mortality in our study. COPD exacerbation is characterized by increased inflammatory mediators and airway inflammation.19 Increased biomarker levels are related to disease severity.24 For example, PCT level is associated with exacerbation severity, LOS, and hospital mortality.17,25,26 Elevated serum CRP in COPD exacerbation has also been reported;27 however, it was not correlated with LOS or disease severity.26 Similarly, in our study, increased serum PCT, but not CRP, was associated with longer LOS (≥7 days). Although the DECAF score is used for evaluating exacerbation severity and predicting mortality, this score could not differentiate between patients with and without poor outcome mortality and invasive ventilation requirement in our study.10 Because lower numbers of patients were enrolled in this study with few exacerbated patients reporting mortality. Confounders that are associated with length of COPD hospitalization, such as age, severity of COPD, hypoalbuminemia, hypercapnia, leukocytosis, comorbidities, and ventilator support, must be taken into account.28,29 Our findings showed that the serum albumin <30 g/L (P=0.01) and invasive ventilator support (<0.05) were associated with hospitalization ≥7 days similar to the previous study.28 After adjusting for the effect of confounders, elevated serum PCT (≥0.25 ng/mL) was associated with prolonged LOS in this study in accordance with a previous report.14 The use of 0.25 ng/mL of PCT is generally recommended as a cutoff level for antibiotic therapy. This biomarker approach differentiates between bacterial and viral respiratory infections and minimizes unnecessary antibiotic use.30 Serum biomarkers did not differ significantly between exacerbated patients with or without bacterial infection in our study. Despite that the finding of our study is similar to that of the previous report.31 This is possibly due to a lack of statistical power because of the small sample size enrolled. Despite that using serum PCT and CRP did not discriminate virus-associated exacerbations from others.32 However, IL-6 is a promising serum biomarker, which has been studied. Higher serum IL-6 was noted in viral than nonviral exacerbation.33 In addition, coinfection of rhinovirus and H. influenzae in COPD exacerbation is associated with higher serum IL-6 compared to those without both pathogens.34 Nevertheless, the results of these serum biomarkers for differentiating COPD exacerbating causes are inconclusive from previous studies and systematic review.35,36 In addition, identifying other serum biomarkers may improve the ability to predict COPD exacerbation outcome. Furthermore, integrating biomarkers into clinical findings or composite score is a promising approach. However, the role of inflammatory biomarkers in stratifying COPD exacerbation has to be further evaluated.

Conclusion

Bacterial and viral infections are the common causes of COPD exacerbation. There was no difference in mortality in exacerbated COPD for different etiologies. Serum PCT is capable of predicting longer hospital stay regardless of the etiology of exacerbation. The role of DECAF score in predicting exacerbation outcomes was limited in this study.
  35 in total

Review 1.  Infection in the pathogenesis and course of chronic obstructive pulmonary disease.

Authors:  Sanjay Sethi; Timothy F Murphy
Journal:  N Engl J Med       Date:  2008-11-27       Impact factor: 91.245

Review 2.  Infectious etiology of acute exacerbations of chronic bronchitis.

Authors:  S Sethi
Journal:  Chest       Date:  2000-05       Impact factor: 9.410

3.  Reduced risk of next exacerbation and mortality associated with antibiotic use in COPD.

Authors:  B M Roede; P Bresser; J M Prins; F Schellevis; T J M Verheij; P J E Bindels
Journal:  Eur Respir J       Date:  2008-12-01       Impact factor: 16.671

4.  Relationship between exacerbation frequency and lung function decline in chronic obstructive pulmonary disease.

Authors:  G C Donaldson; T A R Seemungal; A Bhowmik; J A Wedzicha
Journal:  Thorax       Date:  2002-10       Impact factor: 9.139

5.  Infections and airway inflammation in chronic obstructive pulmonary disease severe exacerbations.

Authors:  Alberto Papi; Cinzia Maria Bellettato; Fausto Braccioni; Micaela Romagnoli; Paolo Casolari; Gaetano Caramori; Leonardo M Fabbri; Sebastian L Johnston
Journal:  Am J Respir Crit Care Med       Date:  2006-02-16       Impact factor: 21.405

6.  C-reactive protein--can it be used as a marker of infection in patients with exacerbation of chronic obstructive pulmonary disease?

Authors:  Nina Weis; Thomas Almdal
Journal:  Eur J Intern Med       Date:  2006-03       Impact factor: 4.487

7.  Copeptin, C-reactive protein, and procalcitonin as prognostic biomarkers in acute exacerbation of COPD.

Authors:  Daiana Stolz; Mirjam Christ-Crain; Nils G Morgenthaler; Jörg Leuppi; David Miedinger; Roland Bingisser; Christian Müller; Joachim Struck; Beat Müller; Michael Tamm
Journal:  Chest       Date:  2007-04       Impact factor: 9.410

8.  Procalcitonin and C-reactive protein in hospitalized adult patients with community-acquired pneumonia or exacerbation of asthma or COPD.

Authors:  Mona Bafadhel; Tristan W Clark; Carlene Reid; Marie-Jo Medina; Sally Batham; Michael R Barer; Karl G Nicholson; Christopher E Brightling
Journal:  Chest       Date:  2010-10-28       Impact factor: 9.410

Review 9.  Procalcitonin for diagnosis of infection and guide to antibiotic decisions: past, present and future.

Authors:  Philipp Schuetz; Werner Albrich; Beat Mueller
Journal:  BMC Med       Date:  2011-09-22       Impact factor: 8.775

10.  Factors associated with a prolonged length of stay after acute exacerbation of chronic obstructive pulmonary disease (AECOPD).

Authors:  Ying Wang; Knut Stavem; Fredrik A Dahl; Sjur Humerfelt; Torbjørn Haugen
Journal:  Int J Chron Obstruct Pulmon Dis       Date:  2014-01-20
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Authors:  Rizwan Qaisar; Asima Karim; Tahir Muhammad
Journal:  Int J Chron Obstruct Pulmon Dis       Date:  2020-02-11

2.  Biomarkers to guide the use of antibiotics for acute exacerbations of COPD (AECOPD): a systematic review and meta-analysis.

Authors:  George Hoult; David Gillespie; Tom M A Wilkinson; Mike Thomas; Nick A Francis
Journal:  BMC Pulm Med       Date:  2022-05-13       Impact factor: 3.320

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Authors:  Xuan Zhou; Jitian Wang; Wenyan Liu; Xuan Huang; Yiqing Song; Zuomin Wang; Xingyuan Jia
Journal:  Int J Chron Obstruct Pulmon Dis       Date:  2020-09-03

5.  Predictors of Influenza PCR Positivity in Acute Exacerbations of Chronic Obstructive Pulmonary Disease.

Authors:  Calvin You Jia Chen; Min Sen Yew; John Arputhan Abisheganaden; Huiying Xu
Journal:  Int J Chron Obstruct Pulmon Dis       Date:  2022-01-06

6.  What Are the Most Effective Factors in Determining Future Exacerbations, Morbidity Weight, and Mortality in Patients with COPD Attack?

Authors:  Çağla Koç; Füsun Şahin
Journal:  Medicina (Kaunas)       Date:  2022-01-21       Impact factor: 2.430

Review 7.  The Use of Serum Procalcitonin as a Diagnostic and Prognostic Biomarker in Chronic Obstructive Pulmonary Disease Exacerbations: A Literature Review Update.

Authors:  Nikolaos-Dimitrios Pantzaris; Diamantina-Xanthi Spilioti; Aikaterini Psaromyalou; Ioanna Koniari; Dimitrios Velissaris
Journal:  J Clin Med Res       Date:  2018-06-04

Review 8.  Definition, Causes, Pathogenesis, and Consequences of Chronic Obstructive Pulmonary Disease Exacerbations.

Authors:  Andrew I Ritchie; Jadwiga A Wedzicha
Journal:  Clin Chest Med       Date:  2020-09       Impact factor: 2.878

Review 9.  The Interplay Between Immune Response and Bacterial Infection in COPD: Focus Upon Non-typeable Haemophilus influenzae.

Authors:  Yu-Ching Su; Farshid Jalalvand; John Thegerström; Kristian Riesbeck
Journal:  Front Immunol       Date:  2018-11-05       Impact factor: 7.561

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