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Cavailles A, Melloni B, Motola S, Dayde F, Laurent M, Le Lay K, Caumette D, Luciani L, Lleu PL, Berthon G, Flament T. Identification of Patient Profiles with High Risk of Hospital Re-Admissions for Acute COPD Exacerbations (AECOPD) in France Using a Machine Learning Model. Int J Chron Obstruct Pulmon Dis 2020; 15:949-962. [PMID: 32431495 PMCID: PMC7198446 DOI: 10.2147/copd.s236787] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2019] [Accepted: 03/10/2020] [Indexed: 12/12/2022] Open
Abstract
Purpose To characterise patients with chronic obstructive pulmonary disease (COPD) who are rehospitalised for an acute exacerbation, to estimate the cost of these hospitalisations, to characterise high risk patient sub groups and to identify factors potentially associated with the risk of rehospitalisation. Patients and Methods This was a retrospective study using the French National Hospital Discharge Database. All patients aged ≥40 years hospitalised for an acute exacerbation of COPD between 2015 and 2016 were identified and followed for six months. Patients with at least one rehospitalisation for acute exacerbation of COPD constituted the rehospitalisation analysis population. A machine learning model was built to study the factors associated with the risk of rehospitalisation using decision tree analysis. A direct cost analysis was performed from the perspective of national health insurance. Results A total of 143,006 eligible patients were hospitalised for an acute exacerbation of COPD (AECOPD) in 2015–2016 (mean age: 74 years; 62.1% men). 25,090 (18.8%) were rehospitalised for another exacerbation within six months. In this study, 8.5% of patients died during or immediately following the index hospitalisation and 10.5% died during or immediately after rehospitalisation (p <0.001). The specific cost of these rehospitalisations was € 5304. The overall total cost per patient of all AECOPD-related stays was € 9623, being significantly higher in patients who were rehospitalised (€ 16,275) compared to those who were not (€ 8208). In decision tree analysis, the most important driver of rehospitalisation was hospitalisation in the previous two years (contributing 85% of the information). Conclusion Rehospitalisations for acute exacerbations of COPD carry a high epidemiological and economic burden. Since hospitalisation for an acute exacerbation is the most important determinant of future rehospitalisations, management of COPD needs to focus on interventions aimed at decreasing the rehospitalisation risk of in order to lower the burden of disease.
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Affiliation(s)
- Arnaud Cavailles
- Service de Pneumologie, Institut du Thorax, CHU de Nantes, Nantes, France
| | - Boris Melloni
- Service de Pneumologie, CHU Dupuytren, Limoges, France
| | | | | | | | | | - Didier Caumette
- Institutional and Hospital Partnership, Boehringer Ingelheim, Paris, France
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Haraguchi M, Nakamura H, Sasaki M, Miyazaki M, Chubachi S, Takahashi S, Asano K, Jones PW, Betsuyaku T. Determinants of chronic obstructive pulmonary disease severity in the late-elderly differ from those in younger patients. BMC Res Notes 2016; 9:7. [PMID: 26728686 PMCID: PMC4700610 DOI: 10.1186/s13104-015-1810-8] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/03/2015] [Accepted: 12/16/2015] [Indexed: 01/23/2023] Open
Abstract
BACKGROUND Although the age range of chronic obstructive pulmonary disease (COPD) patients is broad, few studies have focused on the effects of age on disease characteristics. METHODS Keio University and affiliated hospitals established an observational COPD cohort. Patients were assessed using high resolution computed tomography (CT) to quantify emphysema, health status using the COPD assessment test (CAT) and the St. George's Respiratory Questionnaire (SGRQ), spirometry, echocardiogram, dual X-ray absorption of bone, biomarkers and comorbid diagnoses. We examined the characteristics of COPD patients aged 75 and over compared with patients below 75. RESULTS A total of 443 patients comprising 252 patients aged <75 years and 191 patients aged ≥75 years, were enrolled. Emphysematous changes on CT and prevalence of possible pulmonary hypertension were greater in late-elderly patients. The slope of the relationship between CT emphysema densitometry score and forced expiratory volume in 1 s was significantly less steep in the late-elderly than the younger patients (p = 0.002). CAT and total SGRQ scores and the frequency of long-term oxygen therapy were significantly higher in the late-elderly with moderate airflow obstruction compared to those of the younger in the same grade, although the opposite was seen in late-elderly patients with very severe airflow obstruction. Hypertension, aortic aneurysm, prostatic hypertrophy, anemia, and cataract are more prevalent in late-elderly patients. CONCLUSIONS Elderly COPD patients show a varied age-related pattern of disease that warrants specific attention in clinical practice above and beyond assessment of airflow limitation. Trial registration Clinical trial registered with the University Hospital Medical Information Network (UMIN000003470, April 10, 2010).
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Affiliation(s)
- Mizuha Haraguchi
- Division of Pulmonary Medicine, Department of Medicine, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan.
| | - Hidetoshi Nakamura
- Division of Pulmonary Medicine, Department of Medicine, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan.
- Department of Respiratory Medicine, Saitama Medical University, 38 Morohongo, Moroyama-machi, Iruma-gun, Saitama, 350-0495, Japan.
| | - Mamoru Sasaki
- Division of Pulmonary Medicine, Department of Medicine, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan.
| | - Masaki Miyazaki
- Division of Pulmonary Medicine, Department of Medicine, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan.
| | - Shotaro Chubachi
- Division of Pulmonary Medicine, Department of Medicine, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan.
| | - Saeko Takahashi
- Division of Pulmonary Medicine, Department of Medicine, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan.
| | - Koichiro Asano
- Division of Pulmonary Medicine, Department of Medicine, Tokai University School of Medicine, 143 Shimokasuya, Isehara, Kanagawa, 259-1193, Japan.
| | - Paul W Jones
- Division of Clinical Science, St. George's University of London, Cranmer Terrace, London, SW17 0RE, UK.
| | - Tomoko Betsuyaku
- Division of Pulmonary Medicine, Department of Medicine, Keio University School of Medicine, 35 Shinanomachi, Shinjuku-ku, Tokyo, 160-8582, Japan.
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Wang XW, Zhang YL, Xiong Y. Impact of ABCB1 single-nucleotide polymorphisms on treatment outcomes with salmeterol/fluticasone combination therapy for stable chronic obstructive pulmonary disease. Genet Test Mol Biomarkers 2015; 19:566-72. [PMID: 26327575 DOI: 10.1089/gtmb.2015.0108] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/29/2022] Open
Abstract
OBJECTIVES To investigate the relationship between ABCB1 single-nucleotide polymorphisms and the efficacy of salmeterol/fluticasone combination (SFC) inhalation therapy for stable chronic obstructive pulmonary disease (COPD) in a Chinese Han population. METHODS A total of 362 patients with stable COPD were recruited between July 2012 and March 2014. Based on the therapeutic effects of lung function improvement and COPD Assessment Test (CAT) scores, all patients were either placed into the effective group (n = 138) or the ineffective group (n = 224). Three common polymorphisms (rs1045642C > T, rs1128503C > T, and rs1202184A > G) in the ABCB1 gene were analyzed by polymerase chain reaction-restriction fragment length polymorphism in these patients. All data were analyzed by SPSS version 18.0 software. RESULTS The genotype and allele frequencies of the ABCB1 rs1045642C > T polymorphic locus were significantly different between the effective group and the ineffective group under the codominant, recessive, and allele models (all p < 0.05). Haplotype analysis of ABCB1 indicated that CTA (rs1045642C-rs1128503T-rs1202184A) haplotype frequencies in the effective group were significantly lower than the ineffective group (p = 0.022), but TCG (rs1045642T-rs1128503C-rs1202184G) haplotype frequencies in the effective group were significantly higher than the ineffective group (p = 0.048). Logistic regression analysis showed that smoking history and rs1045642 CT + CC/TT may be correlated with the efficacy of SFC inhalation therapy in stable COPD patients. CONCLUSION ABCB1 rs1045642C > T polymorphism and CTA/TCG haplotypes, as well as smoking history may influence the efficacy of SFC inhalation therapy in stable COPD patients in the Chinese Han population.
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Affiliation(s)
- Xin-Wei Wang
- 1 Department of Respiratory Diseases, Hubei Zhongshan Hospital , Wuhan, People's Republic of China
| | - Yan-Lin Zhang
- 2 Department of Internal Medicine, Wuhan Institute of Tuberculosis Prevention , Wuhan, People's Republic of China
| | - Ying Xiong
- 3 Department of Laboratory, Wuhan Union Hospital , Wuhan, People's Republic of China
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Using Cluster Analysis to Identify Phenotypes and Validation of Mortality in Men with COPD. Lung 2014; 192:889-96. [DOI: 10.1007/s00408-014-9646-x] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2014] [Accepted: 09/22/2014] [Indexed: 11/27/2022]
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Effects of comprehensive therapy based on traditional Chinese medicine patterns on older patients with chronic obstructive pulmonary disease: a subgroup analysis from a four-center, randomized, controlled study. Front Med 2014; 8:368-75. [DOI: 10.1007/s11684-014-0360-0] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/01/2014] [Accepted: 07/29/2014] [Indexed: 02/02/2023]
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Chen X, Xu X, Xiao F. Heterogeneity of chronic obstructive pulmonary disease: from phenotype to genotype. Front Med 2014; 7:425-32. [PMID: 24234678 DOI: 10.1007/s11684-013-0295-x] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2013] [Accepted: 08/22/2013] [Indexed: 12/31/2022]
Abstract
Chronic obstructive pulmonary disease (COPD) is one of the leading causes of morbidity and mortality throughout the world and is mainly characterized by persistent airflow limitation. Given that multiple systems other than the lung can be impaired in COPD patients, the traditional FEV1/FVC ratio shows many limitations in COPD diagnosis and assessment. Certain heterogeneities are found in terms of clinical manifestations, physiology, imaging findings, and inflammatory reactions in COPD patients; thus, phenotyping can provide effective information for the prognosis and treatment. However, phenotypes are often based on symptoms or pathophysiological impairments in late-stage COPD, and the role of phenotypes in COPD prevention and early diagnosis remains unclear. This shortcoming may be overcome by the potential genotypes defined by the heterogeneities in certain genes. This review briefly describes the heterogeneity of COPD, with focus on recent advances in the correlations between genotypes and phenotypes. The potential roles of these genotypes and phenotypes in the molecular mechanisms and management of COPD are also elucidated.
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Filipowski M, Bozek A, Kozlowska R, Czyżewski D, Jarzab J. The influence of hospitalizations due to exacerbations or spontaneous pneumothoraxes on the quality of life, mental function and symptoms of depression and anxiety in patients with COPD or asthma. J Asthma 2013; 51:294-8. [PMID: 24188733 DOI: 10.3109/02770903.2013.862543] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/13/2022]
Abstract
BACKGROUND Patients with bronchial asthma or chronic obstructive pulmonary disease (COPD) frequently have a low quality of life (QoL) in addition to depression symptoms. The aim of this study was to compare the QoL, depression symptoms, mental function and anxiety in patients with asthma or COPD exacerbations or spontaneous pneumothoraxes (SP) to patients with stable disease. MATERIALS AND METHODS Patients with a confirmed diagnosis of severe (III degree) bronchial asthma or COPD were included in this study. Prospective observations of asthma or COPD exacerbations or SP were performed over a three-year period. QoL was assessed using St. George's Respiratory Questionnaire (SGRQ). In addition, the AQ20 questionnaire (AQ20), the Hospital Anxiety and Depression Scale (HADS) and the Mini-Mental State Examination (MMSE) were administered. RESULTS A total of 233 patients (112 with asthma and 121 with COPD; mean age 57.9 ± 11.9 years) were included in the study. Patients with COPD or asthma had a low QoL as estimated by the SGRQ (mean ± SD: 27.5 ± 12.9 and 25.1 ± 10.2 for asthma and COPD, respectively). Asthma exacerbations, COPD exacerbations or SP requiring hospitalization were associated with lower SGRQ scores over the three-year observation period (41.5 ± 11.7, 57.9 ± 14.3 and 65.3 ± 11.4, respectively). The mean MMSE score significantly decreased after an asthma exacerbation compared to the baseline (29.9 ± 2.1 versus 27.2 ± 3.1; p < 0.05). The mean MMSE score decreased after COPD exacerbations (28.5 ± 0.9 versus 26.9 ± 1.2; p < 0.05) and after COPD with an SP event (28.8 ± 1.2 versus 24.1 ± 2.2; p < 0.05). CONCLUSION Low QoL and mental impairment were observed in patients with asthma and COPD. In addition, the QoL significantly decreased following hospitalizations due to exacerbations or SP.
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Affiliation(s)
- Marek Filipowski
- Clinical Department of Chest Surgery, Medical University of Silesia , Zabrze , Poland
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Decramer ML, Hanania NA, Lötvall JO, Yawn BP. The safety of long-acting β2-agonists in the treatment of stable chronic obstructive pulmonary disease. Int J Chron Obstruct Pulmon Dis 2013; 8:53-64. [PMID: 23378756 PMCID: PMC3558319 DOI: 10.2147/copd.s39018] [Citation(s) in RCA: 43] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
BACKGROUND Inhaled long-acting bronchodilators are the mainstay of pharmacotherapy for chronic obstructive pulmonary disease (COPD). Both the twice-daily long-acting β(2)-adrenoceptor agonists (LABAs) salmeterol and formoterol and the once-daily LABA indacaterol are indicated for use in COPD. This review examines current evidence for the safety of LABAs in COPD, focusing on their effect on exacerbations and deaths. METHODS We searched PubMed for placebo-controlled studies evaluating long-term (≥24 weeks) use of formoterol, salmeterol, or indacaterol in patients with stable COPD, published between January 1990 and September 2012. We summarized data relating to exacerbations and adverse events, particularly events related to COPD. RESULTS From 20 studies examined (8774 LABA-treated patients), there was no evidence of an association between LABA treatment and increased exacerbations, COPD-related adverse events, or deaths. Where analyzed as an efficacy outcome, LABA treatment was generally associated with significant or numerical reductions in COPD exacerbations compared with placebo. Incidences of COPD-related adverse events were similar for active and placebo treatments. The incidence of adverse events typically associated with the β(2)-agonist drug class such as skeletal muscle tremors and palpitations was low (often <1% of patients), and there were no reports of increased incidence of cardiac arrhythmias. The systemic effects of β(2)-adrenoceptor stimulation, such as high glucose and potassium levels, were considered minor. CONCLUSION Current evidence from clinical studies of the safety and tolerability profile of LABAs supports their long-term use in COPD.
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Affiliation(s)
- Marc L Decramer
- Respiratory Division, UZ Leuven, Campus Gasthuisberg, Herestraat 49, Leuven, Belgium.
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Acquaah-Mensah GK, Malhotra D, Vulimiri M, McDermott JE, Biswal S. Suppressed expression of T-box transcription factors is involved in senescence in chronic obstructive pulmonary disease. PLoS Comput Biol 2012; 8:e1002597. [PMID: 22829758 PMCID: PMC3400575 DOI: 10.1371/journal.pcbi.1002597] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2011] [Accepted: 05/02/2012] [Indexed: 01/13/2023] Open
Abstract
Chronic obstructive pulmonary disease (COPD) is a major global health problem. The etiology of COPD has been associated with apoptosis, oxidative stress, and inflammation. However, understanding of the molecular interactions that modulate COPD pathogenesis remains only partly resolved. We conducted an exploratory study on COPD etiology to identify the key molecular participants. We used information-theoretic algorithms including Context Likelihood of Relatedness (CLR), Algorithm for the Reconstruction of Accurate Cellular Networks (ARACNE), and Inferelator. We captured direct functional associations among genes, given a compendium of gene expression profiles of human lung epithelial cells. A set of genes differentially expressed in COPD, as reported in a previous study were superposed with the resulting transcriptional regulatory networks. After factoring in the properties of the networks, an established COPD susceptibility locus and domain-domain interactions involving protein products of genes in the generated networks, several molecular candidates were predicted to be involved in the etiology of COPD. These include COL4A3, CFLAR, GULP1, PDCD1, CASP10, PAX3, BOK, HSPD1, PITX2, and PML. Furthermore, T-box (TBX) genes and cyclin-dependent kinase inhibitor 2A (CDKN2A), which are in a direct transcriptional regulatory relationship, emerged as preeminent participants in the etiology of COPD by means of senescence. Contrary to observations in neoplasms, our study reveals that the expression of genes and proteins in the lung samples from patients with COPD indicate an increased tendency towards cellular senescence. The expression of the anti-senescence mediators TBX transcription factors, chromatin modifiers histone deacetylases, and sirtuins was suppressed; while the expression of TBX-regulated cellular senescence markers such as CDKN2A, CDKN1A, and CAV1 was elevated in the peripheral lung tissue samples from patients with COPD. The critical balance between senescence and anti-senescence factors is disrupted towards senescence in COPD lungs.
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Affiliation(s)
- George K Acquaah-Mensah
- Department of Pharmaceutical Sciences, Massachusetts College of Pharmacy and Health Sciences, Worcester, Massachusetts, United States of America.
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Practical management problems of stable chronic obstructive pulmonary disease in the elderly. Curr Opin Pulm Med 2012; 17 Suppl 1:S43-8. [PMID: 22209930 DOI: 10.1097/01.mcp.0000410747.20958.39] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
Abstract
PURPOSE OF REVIEW Chronic obstructive pulmonary disease (COPD) is one of the most prevalent and increasing health problems in the elderly on a worldwide scale. The management of COPD in older patients presents practical diagnostic and treatment issues, which are reviewed with reference to the stable stage of the disease. RECENT FINDINGS In the diagnostic approach of COPD in the elderly the use of spirometry is recommended, but both patient conditions (such as inability to correctly perform it due to fatigue, lack of coordination, and cognitive impairment) and metrics characteristics should be taken into account for the test performance. It has been demonstrated in population studies that the use of the fixed ratio determines a substantial overdiagnosis of COPD in the oldest patients. Other parameters have been suggested [such as the evaluation of Lower Limit of Normality (LLN) for the FEV1/FVC ratio], which may be useful to guide the diagnosis. Several nonpharmacologic - such as smoking cessation, vaccination, physical activity, and pulmonary rehabilitation, nutrition, and eventually invasive ventilation - and pharmacologic interventions have been shown to improve outcomes and have been reviewed. Effective management of COPD in older adults should always consider the ability of patients to properly use inhalers and the involvement of caregivers or family members as a useful support to care, especially when treating cognitively impaired patients. Especially in the older population, timely identification and treatment of comorbidities are also crucial, but evidence in this area is still lacking and clinical practice guidelines do not take comorbidities into account in their recommendations. SUMMARY The Global Initiative for Obstructive Lung Disease has recommended criteria for diagnosis and management of COPD in the general population. On the contrary, available evidence suggests practical limitations in diagnostic approach and intervention strategies in older patients with stable COPD that need to be further studied for a translation into clinical practice guidelines.
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Llauger Roselló MA, Pou MA, Domínguez L, Freixas M, Valverde P, Valero C. [Treating COPD in chronic patients in a primary-care setting]. Arch Bronconeumol 2011; 47:561-70. [PMID: 22036593 DOI: 10.1016/j.arbres.2011.10.001] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/03/2011] [Accepted: 10/05/2011] [Indexed: 10/15/2022]
Abstract
The aging of the populations in Western countries entails an increase in chronic diseases, which becomes evident with the triad of age, comorbidities and polymedication. chronic obstructive pulmonary disease represents one of the most important causes of morbidity and mortality, with a prevalence in Spain of 10.2% in the population aged 40 to 80. In recent years, it has come to be defined not only as an obstructive pulmonary disease, but also as a systemic disease. Some aspects stand out in its management: smoking, the main risk factor, even though avoidable, is an important health problem; very important levels of underdiagnosis and little diagnostic accuracy, with inadequate use of spirometry; chronic patient profile; exacerbations that affect survival and cause repeated hospitalizations; mobilization of numerous health-care resources; need to propose integral care (health-care education, rehabilitation, promotion of self-care and patient involvement in decision-making).
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