Literature DB >> 31777703

The Impact of Interprofessional Monitoring and Education on the Usage of Systemic Glucocorticoids in Acute Exacerbations of Chronic Obstructive Pulmonary Disease: A Retrospective, Medication Use Review.

Nicholas L Biondi1, Michael M Samiratedu1, Emily Highsmith2, Adam Rosenblum3, Kerri McGrady4, Savannah Knepper5, Riley Bowers5.   

Abstract

Background Systemic corticosteroid therapy for chronic obstructive pulmonary disease (COPD) exacerbations is routine in clinical practice, however, dosing is variable. The Global Initiative for Chronic Obstructive Lung Disease (GOLD) panel recommends a short course of systemic corticosteroids for acute COPD exacerbation treatment. Despite these recommendations, institutions continue to use higher doses and longer durations of systemic corticosteroid therapies. Methods This single-center, retrospective, cohort study evaluated systemic corticosteroid use in inpatient treatment of COPD exacerbations. Data were collected on patients with a diagnosis of COPD exacerbation from October 2017 to February 2018 in both the control and education groups. An interprofessional, learner-centric, quality improvement, educational seminar was performed. Providers were given accompanying pocket reference material for improved adherence to GOLD guidelines for the management of acute COPD exacerbations. Results Of the 137 charts reviewed in the control group, 130 of 137 patients (94.9%) received systemic corticosteroid doses exceeding GOLD guideline recommendations. These patients received an average daily dose of 147.5 mg of prednisone equivalents. These patients also experienced more adverse drug reactions as compared to their post-intervention counterparts. The 105 charts examined post-educational intervention revealed 47 of 105 patients (44.8%) received GOLD guideline-directed doses of systemic corticosteroids. This was an improvement from 2.9% (4 of 137) in the control group (p-value < 0.001). The average daily dose decreased to 58 mg daily (p-value < 0.001), and the number of doses over the recommended 40 mg of prednisone equivalents (54 of 105) was a 43.5% reduction (p-value < 0.001). Length of stay also decreased in the education group from 6.1 +/- 4.1 to 4.7 +/- 2.8 days (p-value 0.009). The 30-day readmission rate, however, was not statistically different between the two groups, 31.4% pre- and 21.0% post-educational intervention (p-value 0.098). Conclusions The interprofessional education seminar and pocket reference sheet realigned clinical practice with guideline-based therapy in this tertiary care, community hospital. These data validate that learner-centric innovation will benefit patient outcomes and improve the educational potential of the interdisciplinary rounding team.
Copyright © 2019, Biondi et al.

Entities:  

Keywords:  chronic obstructive pulmonary disease (copd); copd exacerbation; corticosteroids; graduate medical education; interprofessional education; learner-centric research; medical education; pulmonology; quality improvement

Year:  2019        PMID: 31777703      PMCID: PMC6876906          DOI: 10.7759/cureus.6224

Source DB:  PubMed          Journal:  Cureus        ISSN: 2168-8184


Introduction

Chronic obstructive pulmonary disease (COPD) is a leading cause of chronic morbidity and mortality worldwide and currently ranks as the fourth leading cause of death worldwide - third in the United States [1-2]. Projections estimate that COPD will rise to the third most common cause of death worldwide by the year 2020 [1,3]. COPD affects nearly 24 million Americans nationwide; 70% of those 24 million are under the age of 65 and many more are undiagnosed [4]. As medical knowledge advances and the average life span lengthens, the prevalence of COPD will rise, entailing a larger treatment demographic requiring increasing medical therapy and health care costs. This increase poses a large burden on society and the healthcare system. COPD is a major growing cause of morbidity and mortality worldwide. The cost of care, both direct and indirect, related to COPD resulted in $49.9 billion in 2010; by 2020, COPD is projected to rank fifth in the burden of disease worldwide [2]. Estimates suggest approximately 40% of all COPD costs could be avoided by preventing complications and hospitalizations [4]. Research is currently focused on novel treatments and preventative therapies to help manage COPD and mitigate exacerbations. The pathogenesis and clinical presentation of COPD are multifactorial, and ongoing research aims to identify risk factors and other mechanisms of exacerbating factors to better treat and manage the illness [2,5]. Patients with COPD average four, concurrent, co-morbid medical conditions and take five to 10 different medications [6]. A diverse range of severity within the disease compounds an already heterogeneous population. The Global Initiative for Chronic Obstructive Lung Disease (GOLD) has stratified the disease into classes and grades. There are four subtypes of severity based on physiologic, functional data, and further subdivision based on symptom severity and frequency [2]. Cohorted patients residing in each COPD class require specific treatment regimens to achieve the desired therapeutic outcome [7]. Additionally, these treatment regimens are further modified to reach treatment goals based on the present co-morbid conditions. At present, therapies such as smoking cessation and supplemental oxygen are the only clear strategies for reducing disease progression and mortality [5]. Currently, this tertiary-care, community hospital aims to employ guideline-directed medical therapy for all of our patients. The institution has not performed a comprehensive review analyzing compliance with the GOLD guideline-based systemic corticosteroid treatment during acute exacerbations of COPD. Defining an exacerbation as an acute clinical and symptomatic worsening of a patient’s respiratory symptoms resulting in medication change and medical intervention, this retrospective review will analyze the current hospital practice of systemic steroid administration during COPD exacerbation treatment [1]. These data will allow our hospital system clinicians to garner a greater understanding of treatment objectives, side-effects, and outcomes related directly to acute COPD exacerbation treatment choices. Clinical Learning Environment Review (CLER) studies further support the conclusion that local, community patients require treatment optimization. Therefore, these studies will promote utilizing guideline-directed therapy in the care of Cape Fear Valley Medical Center patrons in Fayetteville, North Carolina [8]. A COPD exacerbation diagnosis relies clinically on both patient presentation and provider intuition. Acute changes, beyond normal respiratory variation, must be present: increased dyspnea, cough, and/or sputum production [1]. Approximately, 25% of these exacerbations require pharmacologic intervention [1,9-10]. Systemic corticosteroid therapy has been proven beneficial in multiple, randomized, multicenter trials. Corticosteroid administration is associated with accelerated recovery time, improvements in forced expiratory volume (FEV1) and arterial hypoxemia, and reduced hospital length of stay [11]. This therapy is routinely used and firmly supported within the GOLD guidelines. More recent trials evaluated the proper dosage and duration of corticosteroid administration. In 2013, the REDUCE trial demonstrated that five days of glucocorticoid therapy was non-inferior to 14 days on re-exacerbations within six months [12]. Following this trial, the recommendation of 40 milligrams (mg) of prednisone per day for a five-day duration was made. This was reflected in the 2014 GOLD guidelines and have continued to propagate through to the current guideline recommendations for the treatment of acute COPD exacerbations. Despite these guideline recommendations, health care facilities frequently employ higher doses of systemic corticosteroid therapy for longer durations than currently recommended. Our study evaluated how the practitioners at Cape Fear Valley Medical Center, in Fayetteville, North Carolina, treated acute COPD exacerbations through a medication use evaluation (MUE). The investigative team then instituted an interprofessional, quality improvement initiative to monitor changes in practice and adherence to the GOLD guideline recommendations for the treatment of acute COPD exacerbations.

Materials and methods

Trial design and oversight This study was a two-phase, retrospective analysis of systemic corticosteroid therapy in acute COPD exacerbation at Cape Fear Valley Medical Center, an urban, tertiary care center, in Fayetteville, North Carolina. Analysis before and after the implementation of an interprofessional, learner-centric, educational intervention was obtained (Appendix B). Data were collected for the control and educational groups on Internal Medicine resident patients with a diagnosis of COPD exacerbation between October 2017 and February 2018. Metrics utilized to assess guideline compliance and steroid-related adverse events included mean corticosteroid daily dose, starting corticosteroid regimen dose, and elevations in blood pressure, blood glucose, and white blood cell count. The education initiative was given to all providers and pharmacists covering the resident, inpatient medical services. Comparisons were made to assess the efficacy of the proposed intervention on guideline compliance. This study was approved for exemption by Cape Fear Valley Medical Center’s Institutional Review Board, conducted in compliance with the institutional review board-approved protocol, and all investigations were conducted in compliance with Good Clinical Practice and applicable regulatory guidelines. Study population Patients were included in the study if they were 18 years of age or older with a diagnosis of admission or observation for COPD exacerbation, as identified by International Classification of Diseases 10th Revision (ICD-10) code, 491.21 or 491.22, or Diagnosis Related Group (DRG) code J44.1, and received at least 24 hours of scheduled systemic corticosteroids. Charts with admission dates between October 2017 and February 2018 were reviewed as the control group. Charts with admission dates between October 2018 and February 2019 were included in the intervention education group following the September 2018 education initiative. Patients were excluded from the study if any indication requiring systemic corticosteroid other than COPD exacerbation was found. Exclusionary conditions included, but were not limited to, chronic obstructive asthma with acute exacerbation, asthma with acute exacerbation, acute exacerbation of asthma with allergic rhinitis, rheumatoid arthritis, Addison’s disease, systemic lupus erythematosus, ulcerative colitis, Crohn’s disease, and sarcoidosis. The first 300 charts to meet the inclusion criteria were reviewed for age, gender, systemic corticosteroid use, starting corticosteroid dose, total corticosteroid dose received, total prednisone dose equivalent, duration of corticosteroid therapy, hospital length of stay, and 30-day readmission rate. Study endpoints: data collected The primary endpoint of the study compared provider compliance with GOLD Guideline-directed corticosteroid usage in COPD exacerbations before and after the implementation of an interprofessionally designed, clinical education program. Results were divided into three groups: patients who received corticosteroids in compliance with the 2018 GOLD guidelines, those who received lower doses than recommended, and those who received higher doses than recommended. The secondary endpoints of the study included the comparison of adverse events, length of stay, and readmission rates. Methods of prescribing were also described. Steroid-related adverse events included increases in blood glucose, blood pressure, and white blood cell count. Increases in blood glucose were defined as new or worsening fasting plasma glucose (FPG) > 100 mg/dL or random glucose > 140 mg/dL, increase in insulin requirements by 20% or greater, increase in the required dosage of an oral antihyperglycemic agent, or the addition of a new oral antihyperglycemic agent for blood glucose control. Increases in blood pressure (BP) were defined as new or worsening BP >140 mmHg systolic blood pressure (SBP), >90 mmHg diastolic blood pressure (DBP) or both, and the addition of one or more antihypertensive agents to the previous regimen. Lastly, increases in white blood cell count (WBC) were defined as an increase in WBC >20% between consecutive measurements after the initiation of glucocorticoid therapy. Statistical analysis Based on a two-sided alpha value of 0.5 with a 95% confidence interval, it was estimated that 129 patients per group would be required to reach 80% power, assuming an increase in GOLD guideline compliance of 20%. The primary endpoint of compliance with GOLD-guideline recommendations was analyzed using Pearson’s Chi-Squared analysis. Pearson’s Chi-squared was also used for nominal secondary endpoints, including adverse effects and readmissions, and the presence of baseline disease states. Student t-tests were used to compare hospital length of stay, mean corticosteroid dose, and patient age. All statistical calculations were computed utilizing JMP-14 PRO (SAS, Cary, NC).

Results

Trial population The control group included 137 patients, 61% female, with a mean age of 65 years. The education group consisted of 105 patients meeting inclusion criteria, 60% female. The mean age for the education group patients was 67 years. There were no significant differences in key pre-existing conditions including diabetes and hypertension (Table 1).
Table 1

Patient baseline characteristics

CharacteristicControl Group (N = 137)Education Group N = 105
Age, Years (mean + SD)65.1 + 10.568.9 + 11.6
Gender, Female (n%)84 (61.3)63 (60)
Diabetes, n(%)80 (58.4)68 (64.8)
Hypertension, n(%)98 (71.5)81 (77.1)
Primary endpoint The medication use review revealed that 90% of patients admitted or observed with the diagnosis of acute COPD exacerbation received methylprednisolone as the initial corticosteroid of choice with an initial median dose of 75 mg. The average daily dose was equivalent to 147 mg of prednisone. The analysis revealed 95% of patients reviewed received corticosteroid doses above the guideline-recommended dose of 40 mg of prednisone equivalents daily. Only 3% of the patients reviewed received guideline-directed therapy (Table 2).
Table 2

Primary and secondary endpoint analysis

GOLD: Global Initiative for Chronic Obstructive Lung Disease

 Control Group N=137Education Group N=105P-Value
Primary Endpoint
Mean Dose per Day147.5 mg58.0 mg< 0.0001
GOLD guideline therapy started, n(%) 4 (2.9)47 (44.8)< 0.0001
Regimens > prednisone 40mg, n(%)130 (94.9)54 (51.4)< 0.0001
Regimens < prednisone 40mg, n(%)3 (2.2)4 (3.81)0.89
Secondary Endpoints
Increased Blood Glucose, n(%)85 (62.0)33 (31.4)< 0.0001
Increased Blood Pressure, n(%)72 (52.6)26 (24.8)< 0.0001
Increased White Blood Cell Count, n(%)74 (54.0)35 (33.3)0.014
Length of Stay, days (mean + SD)6.1 + 4.14.7 + 2.80.009
30-Day Readmissions, n(%)43 (31.4)22/105 (21.0)0.098

Primary and secondary endpoint analysis

GOLD: Global Initiative for Chronic Obstructive Lung Disease Following the interprofessional, quality improvement intervention of provider education and COPD pocket handouts, a statistically significant change in the administration of corticosteroid medications in the setting of acute COPD exacerbations was observed. The initial median starting dose, in prednisone equivalents, decreased from 75 mg daily to 50 mg following intervention (p-value <0.0001). There was also a reduction in the mean dose per day in prednisone equivalents from 147.5 mg per day to 58 mg per day (p-value < 0.0001). While 130 of 137 (94.9%) patients received corticosteroid doses above the GOLD guideline recommendations before the educational intervention, only 54 of 105 (51.4%) patients received doses above the GOLD recommendations in the post-intervention evaluation (p-value <0.0001). As the number of guideline-directed doses increased following the educational intervention, the number of patients with acute exacerbations of COPD receiving the recommended dose of 40 mg of prednisone daily increased from four of 137 (2.9%) to 47 of 105 (44.8%), achieving statistical significance at a p-value <0.001. Overall, the use of prednisone as the initial drug therapy of choice increased significantly following the intervention (Figure 1). In the pre-intervention analysis, the majority of providers used methylprednisolone (90%) as their therapeutic choice for the management of acute COPD exacerbations. These figures were seen to normalize in the post-education analysis with 49.5% of patients receiving methylprednisolone and 50.5% receiving prednisone as the initial, scheduled systemic corticosteroid.
Figure 1

Initial steroid prescribed on admission pre and post-intervention

MTP: Methylprednisolone; Pred: Prednisone; Dex: Dexamethasone

A: 90% of patients initiated on Methylprednisolone (MTP); 9% of patients initiated on Prednisone (Pred); 1% of patients initiated on Dexamethasone (Dex)

B: 49.5% of patients initiated on Methylprednisolone (MTP); 50.5% of patients initiated on Prednisone (Pred); 0% of patients initiated on Dexamethasone (Dex)

Initial steroid prescribed on admission pre and post-intervention

MTPMethylprednisolone; Pred: Prednisone; Dex: Dexamethasone A: 90% of patients initiated on Methylprednisolone (MTP); 9% of patients initiated on Prednisone (Pred); 1% of patients initiated on Dexamethasone (Dex) B: 49.5% of patients initiated on Methylprednisolone (MTP); 50.5% of patients initiated on Prednisone (Pred); 0% of patients initiated on Dexamethasone (Dex) Secondary endpoints The patients in both arms of the study were subjected to potential corticosteroid-related adverse drug reactions (ADRs): increased blood glucose measurements, increased blood pressure, and increased white blood cell count. Decreased corticosteroid dose administration, following the GOLD guideline implementation, provided statistically significant reductions in these ADRs. The percentage of patients with increased blood glucose fell from 85 of 137 (62.0%) to 33 of 105 (31.4%) following interprofessional education (p-value < 0.0001). Similar changes were seen in the percentage of patients who experienced increased blood pressure for corticosteroid administration. The percentage of patients with corticosteroid-related hypertension in the control group was 52.6% (72 of 137); this percentage fell to 24.8% (26 of 105), which was found to have statistical significance to a p-value < 0.0001. Leukocytosis, another well-known ADR of corticosteroid administration, was decreased by 20.6% (54.0% to 33.3%) from 74 patients in the control group to only 35 patients in the educational group (p-value 0.014). Other indices examined during this study were hospital length of stay and 30-day hospital readmission rate. Hospital length of stay was decreased by 1.4 days with a reduced total daily dose of corticosteroids following the intervention (p-value 0.009). The only index not seen to meet statistical significance was the effect of GOLD guideline-directed corticosteroid use on a 30-day hospital readmission rate. In the control group, 43 of 137 patients studied (31.4%) were readmitted within 30 days of hospital discharge. Interprofessional education decreased this number to 22 of 105 (21.0%), which fell short of the 95% confidence interval (p-value 0.098).

Discussion

This study found that among patients with an admission diagnosis of acute exacerbation of chronic obstructive pulmonary disease, improving adherence to GOLD guideline-directed use of systemic corticosteroid therapy was associated with a decrease in hyperglycemia, hypertension, and leukocytosis related to corticosteroid administration. These patients also demonstrated a decrease in overall hospital length of stay. These data indicate that resident-led education positively influenced guideline-directed medical therapy implementation for the management of acute COPD exacerbations. Therapeutic recommendations during acute exacerbations of COPD were the focal point of evaluation during this study, specifically the recommendation for systemic corticosteroid usage for the resolution of acute COPD exacerbation. Multiple trials have investigated various doses, routes of administration, duration of therapy, and adverse effects of corticosteroid administration. Presently, the 2017 GOLD guidelines recommend an oral, five-day course of 40 mg prednisone [1]. The REDUCE trial published in 2013 proved that short-term treatment was non-inferior to conventional treatment concerning re-exacerbations within a six-month follow-up timeframe [12]. The REDUCE trial also showed a significant reduction in glucocorticoid exposure in the short-term treatment group and decreased treatment-associated adverse reactions were appreciated with the reduced dosage [12]. Further trials have shown that oral systemic corticosteroid administration has equivalent efficacy when compared to parenteral or intravenous (IV) administration [13]. There is also literature suggesting that corticosteroid doses between 30 mg and 100 mg significantly increase receptor saturation in a dose-dependent fashion: at doses approaching 100 mg of prednisone equivalents daily, 100% of genomic glucocorticoid effects are assumed to be exerted [14]. The quality improvement initiative utilized these facts regarding the use of systemic corticosteroid therapy in the management of acute exacerbations of COPD. In the world of academia and medical education, interprofessional teams work together and strive to deliver the best, most up-to-date care possible for their patients. This learner-centric, interprofessional, quality improvement study resulted in a significant shift in clinical practice toward guideline, evidence-based medicine. This study helps validate the benefit of interdisciplinary rounding teams and speaks to the impact potential of an interprofessional team on patient care. Engaging learners to invest in their education as it pertains to patient care is an ever-evolving model of medical education. Learner-centric education initiatives stand at the heart of this medical education modality. These data reflect the growing body of evidence that low-dose, systemic corticosteroid therapy is non-inferior to an alternative regimen of the higher dose, parenteral corticosteroid administration. These data also reflect the abundant success of interprofessional education in clinical practice. Learner-driven patient care, as demonstrated by this study, provides meaningful health care to patients and education to learners. The interprofessional model provides multimodal care for maximal patient benefit. Limitations This study is not without limitations. As the study was conducted retrospectively, establishing causation of our secondary endpoints by corticosteroid administration could not be done. Additionally, dose-dependent connections between corticosteroid administration and ADRs were not established. These two limitations are perhaps the most notable as we concluded our secondary endpoint analysis. Also, our educational seminar was attended only by interprofessional rounding teams consisting of internal medicine residents and pharmacy residents. Other hospitalists, although invited, were not required to attend the lecture nor did they receive the reference material at the onset of the study. As the improvement initiative was not implemented universally throughout the attending physician faculty, the generalizability of these results across the entirety of the hospital may be limited. Last, as this initiative was carried out primarily by residents, therapeutic decisions ultimately remained in the hands of each patient’s attending physician of record. This fact may have skewed some of the therapeutic data away from our primary objective of 40 mg of prednisone equivalents daily.

Conclusions

The utilization of an interprofessional, educational, quality improvement initiative to increase adherence to guideline-directed medical therapy and the application of evidence-based medicine in a tertiary-care community hospital was successful in increasing GOLD guideline compliance and reducing corticosteroid-related adverse events. The interprofessionally developed education seminar and pocket reference sheet decreased the overuse of corticosteroids in our institution. These data speak to the effectiveness of interprofessional education and learner-centric care protocols. As this protocol was developed by learners for the education of their peers and other providers by proxy, not only did this study improve patient care, but it also improved the education of the learners, residents and students alike. Continuing collaborative care efforts such as this can have a wide-reaching impact on medical education and care of patients. The results were somewhat predictable based on previously defined studies and reviews in the literature, but the true benefit resides in the educational and academic capacity with which the learners implemented profound change in hospital practice. As the landscape of medicine continues to rapidly change, implementing cutting edge ideas via learner-driven initiatives will be paramount to the advancement of the medical community, academic and non-academic providers alike.
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Review 1.  Defining COPD-Related Comorbidities, 2004-2014.

Authors:  Carlos H Martinez; David M Mannino; Miguel J Divo
Journal:  Chronic Obstr Pulm Dis       Date:  2014-05-06

2.  General practitioner's adherence to the COPD GOLD guidelines: baseline data of the Swiss COPD Cohort Study.

Authors:  A Jochmann; F Neubauer; D Miedinger; S Schafroth; M Tamm; J D Leuppi
Journal:  Swiss Med Wkly       Date:  2010-08-09       Impact factor: 2.193

3.  Association of corticosteroid dose and route of administration with risk of treatment failure in acute exacerbation of chronic obstructive pulmonary disease.

Authors:  Peter K Lindenauer; Penelope S Pekow; Maureen C Lahti; Yoojin Lee; Evan M Benjamin; Michael B Rothberg
Journal:  JAMA       Date:  2010-06-16       Impact factor: 56.272

Review 4.  An official American Thoracic Society public policy statement: Novel risk factors and the global burden of chronic obstructive pulmonary disease.

Authors:  Mark D Eisner; Nicholas Anthonisen; David Coultas; Nino Kuenzli; Rogelio Perez-Padilla; Dirkje Postma; Isabelle Romieu; Edwin K Silverman; John R Balmes
Journal:  Am J Respir Crit Care Med       Date:  2010-09-01       Impact factor: 21.405

5.  Antibiotic therapy in exacerbations of chronic obstructive pulmonary disease.

Authors:  N R Anthonisen; J Manfreda; C P Warren; E S Hershfield; G K Harding; N A Nelson
Journal:  Ann Intern Med       Date:  1987-02       Impact factor: 25.391

6.  Short-term vs conventional glucocorticoid therapy in acute exacerbations of chronic obstructive pulmonary disease: the REDUCE randomized clinical trial.

Authors:  Jörg D Leuppi; Philipp Schuetz; Roland Bingisser; Michael Bodmer; Matthias Briel; Tilman Drescher; Ursula Duerring; Christoph Henzen; Yolanda Leibbrandt; Sabrina Maier; David Miedinger; Beat Müller; Andreas Scherr; Christian Schindler; Rolf Stoeckli; Sebastien Viatte; Christophe von Garnier; Michael Tamm; Jonas Rutishauser
Journal:  JAMA       Date:  2013-06-05       Impact factor: 56.272

7.  Oral or IV prednisolone in the treatment of COPD exacerbations: a randomized, controlled, double-blind study.

Authors:  Ynze P de Jong; Steven M Uil; Hans P Grotjohan; Dirkje S Postma; Huib A M Kerstjens; Jan W K van den Berg
Journal:  Chest       Date:  2007-07-23       Impact factor: 9.410

Review 8.  Global strategy for the diagnosis, management, and prevention of chronic obstructive pulmonary disease: GOLD executive summary.

Authors:  Klaus F Rabe; Suzanne Hurd; Antonio Anzueto; Peter J Barnes; Sonia A Buist; Peter Calverley; Yoshinosuke Fukuchi; Christine Jenkins; Roberto Rodriguez-Roisin; Chris van Weel; Jan Zielinski
Journal:  Am J Respir Crit Care Med       Date:  2007-05-16       Impact factor: 21.405

9.  Global Strategy for the Diagnosis, Management, and Prevention of Chronic Obstructive Lung Disease 2017 Report. GOLD Executive Summary.

Authors:  Claus F Vogelmeier; Gerard J Criner; Fernando J Martinez; Antonio Anzueto; Peter J Barnes; Jean Bourbeau; Bartolome R Celli; Rongchang Chen; Marc Decramer; Leonardo M Fabbri; Peter Frith; David M G Halpin; M Victorina López Varela; Masaharu Nishimura; Nicolas Roche; Roberto Rodriguez-Roisin; Don D Sin; Dave Singh; Robert Stockley; Jørgen Vestbo; Jadwiga A Wedzicha; Alvar Agustí
Journal:  Am J Respir Crit Care Med       Date:  2017-03-01       Impact factor: 21.405

10.  Two distinct chronic obstructive pulmonary disease (COPD) phenotypes are associated with high risk of mortality.

Authors:  Pierre-Régis Burgel; Jean-Louis Paillasseur; Bernard Peene; Daniel Dusser; Nicolas Roche; Johan Coolen; Thierry Troosters; Marc Decramer; Wim Janssens
Journal:  PLoS One       Date:  2012-12-07       Impact factor: 3.240

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Authors:  Mustafa Özgür Cirik; Mukaddes Kilinç; Güler Eraslan Doğanay; Meriç Ünver; Murat Yildiz; Sema Avci
Journal:  Medicine (Baltimore)       Date:  2020-12-24       Impact factor: 1.817

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