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Zhao Y, Zhang R, Zhong Y, Wang J, Weng Z, Luo H, Chen C. Statistical Analysis and Machine Learning Prediction of Disease Outcomes for COVID-19 and Pneumonia Patients. Front Cell Infect Microbiol 2022; 12:838749. [PMID: 35521216 PMCID: PMC9063041 DOI: 10.3389/fcimb.2022.838749] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/18/2021] [Accepted: 03/07/2022] [Indexed: 01/22/2023] Open
Abstract
The Coronavirus Disease 2019 (COVID-19) has spread all over the world and impacted many people’s lives. The characteristics of COVID-19 and other types of pneumonia have both similarities and differences, which confused doctors initially to separate and understand them. Here we presented a retrospective analysis for both COVID-19 and other types of pneumonia by combining the COVID-19 clinical data, eICU and MIMIC-III databases. Machine learning models, including logistic regression, random forest, XGBoost and deep learning neural networks, were developed to predict the severity of COVID-19 infections as well as the mortality of pneumonia patients in intensive care units (ICU). Statistical analysis and feature interpretation, including the analysis of two-level attention mechanisms on both temporal and non-temporal features, were utilized to understand the associations between different clinical variables and disease outcomes. For the COVID-19 data, the XGBoost model obtained the best performance on the test set (AUROC = 1.000 and AUPRC = 0.833). On the MIMIC-III and eICU pneumonia datasets, our deep learning model (Bi-LSTM_Attn) was able to identify clinical variables associated with death of pneumonia patients (AUROC = 0.924 and AUPRC = 0.802 for 24-hour observation window and 12-hour prediction window). The results highlighted clinical indicators, such as the lymphocyte counts, that may help the doctors to predict the disease progression and outcomes for both COVID-19 and other types of pneumonia.
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Affiliation(s)
- Yu Zhao
- College of Computer and Data Science, Fuzhou University, Fuzhou, China
- Centre for Big Data Research in Burns and Trauma, Fuzhou University, Fuzhou, China
| | - Rusen Zhang
- Department of Cardiovascular Medicine, Affiliated Fuzhou First Hospital of Fujian Medical University, Fuzhou, China
| | - Yi Zhong
- College of Computer and Data Science, Fuzhou University, Fuzhou, China
- Centre for Big Data Research in Burns and Trauma, Fuzhou University, Fuzhou, China
| | - Jingjing Wang
- Department of Critical Care Medicine, Union Hospital of Fujian Medical University, Fuzhou, China
| | - Zuquan Weng
- Centre for Big Data Research in Burns and Trauma, Fuzhou University, Fuzhou, China
- College of Biological Science and Engineering, Fuzhou University, Fuzhou, China
- *Correspondence: Zuquan Weng, ; Heng Luo, ; Cunrong Chen,
| | - Heng Luo
- College of Computer and Data Science, Fuzhou University, Fuzhou, China
- Centre for Big Data Research in Burns and Trauma, Fuzhou University, Fuzhou, China
- MetaNovas Biotech Inc., Foster City, CA, United States
- *Correspondence: Zuquan Weng, ; Heng Luo, ; Cunrong Chen,
| | - Cunrong Chen
- Department of Critical Care Medicine, Union Hospital of Fujian Medical University, Fuzhou, China
- *Correspondence: Zuquan Weng, ; Heng Luo, ; Cunrong Chen,
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Aziz MIA, Tan LE, Wu DBC, Pearce F, Chua GSW, Lin L, Tan PT, Ng K. Comparative efficacy of inhaled medications (ICS/LABA, LAMA, LAMA/LABA and SAMA) for COPD: a systematic review and network meta-analysis. Int J Chron Obstruct Pulmon Dis 2018; 13:3203-3231. [PMID: 30349228 PMCID: PMC6186767 DOI: 10.2147/copd.s173472] [Citation(s) in RCA: 27] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
PURPOSE To assess the comparative efficacy of short-acting muscarinic antagonists (SAMAs), long-acting muscarinic antagonists (LAMAs), LAMA in combination with long-acting beta-agonists (LABAs; LAMA/LABAs) and inhaled corticosteroids (ICS) in combination with LABA (ICS/LABAs) for the maintenance treatment of COPD. MATERIALS AND METHODS We systematically reviewed 74 randomized controlled trials (74,832 participants) published up to 15 November 2017, which compared any of the interventions (SAMA [ipratropium], LAMA [aclidinium, glycopyrronium, tiotropium, umeclidinium], LAMA/LABA [aclidinium/formoterol, indacaterol/glycopyrronium, tiotropium/olodaterol, umeclidinium/vilanterol] and ICS/LABA [fluticasone/vilanterol, budesonide/formoterol, salmeterol/fluticasone]) with each other or with placebo. A random-effects network meta-analysis combining direct and indirect evidence was conducted to examine the change from baseline in trough FEV1, transition dyspnea index, St George's Respiratory Questionnaire and frequency of adverse events at weeks 12 and 24. RESULTS Inconsistency models were not statistically significant for all outcomes. LAMAs, LAMA/LABAs and ICS/LABAs led to a significantly greater improvement in trough FEV1 compared with placebo and SAMA monotherapy at weeks 12 and 24. All LAMA/LABAs, except aclidinium/formoterol, were statistically significantly better than LAMA monotherapy and ICS/LABAs in improving trough FEV1. Among the LAMAs, umeclidinium showed statistically significant improvement in trough FEV1 at week 12 compared to tiotropium and glycopyrronium, but the results were not clinically significant. LAMA/LABAs had the highest probabilities of being ranked the best agents in FEV1 improvement. Similar trends were observed for the transition dyspnea index and St George's Respiratory Questionnaire outcomes. There were no significant differences in the incidences of adverse events among all treatment options. CONCLUSION LAMA/LABA showed the greatest improvement in trough FEV1 at weeks 12 and 24 compared with the other inhaled drug classes, while SAMA showed the least improvement. There were no significant differences among the LAMAs and LAMA/LABAs within their respective classes.
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Affiliation(s)
| | - Ling Eng Tan
- Agency for Care Effectiveness, Ministry of Health, Singapore,
| | | | - Fiona Pearce
- Agency for Care Effectiveness, Ministry of Health, Singapore,
| | | | - Liang Lin
- Agency for Care Effectiveness, Ministry of Health, Singapore,
| | - Ping-Tee Tan
- Agency for Care Effectiveness, Ministry of Health, Singapore,
| | - Kwong Ng
- Agency for Care Effectiveness, Ministry of Health, Singapore,
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Osborne V, Layton D, Fogg C, Tong E, Shakir SAW. Safety of Atrovent ® CFC-free inhaler: respiratory events reported from an observational cohort study in England. INTERNATIONAL JOURNAL OF PHARMACY PRACTICE 2017; 26:356-363. [PMID: 28990234 DOI: 10.1111/ijpp.12407] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2017] [Accepted: 08/29/2017] [Indexed: 11/30/2022]
Abstract
OBJECTIVES The aim of the study was to identify any unexpected clinical events associated with starting the new CFC-free formulation of Atrovent® MDI in general practice in England. METHODS An active surveillance cohort study was conducted with a focus on selected clinical events, including respiratory symptoms, in past users of Atrovent® CFC MDI ('switchers') and Atrovent® naïve users. Incidence density rate ratios (with 99% confidence intervals) for events occurring in the first 3 months of exposure (risk period-ID1-3 ) compared to 3 months prior to starting treatment (reference period-IDR ) were calculated. RESULTS The cohort consisted of 13 211 patients (median age 70 years, 50.1% female; 63.5% prior users of Atrovent® CFC MDI ('switchers')). Common respiratory events occurred at higher rates after starting treatment than before for switchers, for example lower respiratory tract infection (LRTI) [ID1 /IDR = 1.45 (99% CI: 1.17, 1.81)] and worsening asthma [ID1 /IDR = 1.58 (99% CI: 1.00, 2.51)]. Of these events only LRTI was significant for Atrovent® naïve patients [ID1 /IDR = 1.42 (99% CI: 1.04, 1.95)]. CONCLUSIONS The results of this study suggest effect modification of risk as a result of prior Atrovent® CFC MDI use. Overall, Atrovent® CFC-free MDI appeared to be reasonably well tolerated in the immediate postmarketing period and the safety profile appeared similar to that of the CFC formulation.
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Affiliation(s)
- Vicki Osborne
- Drug Safety Research Unit, Southampton, UK.,Department of Epidemiology, University of Florida, Gainesville, FL, USA
| | - Deborah Layton
- Drug Safety Research Unit, Southampton, UK.,School of Pharmacy and Biomedical Sciences, University of Portsmouth, Portsmouth, UK
| | - Carole Fogg
- Drug Safety Research Unit, Southampton, UK.,School of Pharmacy and Biomedical Sciences, University of Portsmouth, Portsmouth, UK
| | | | - Saad A W Shakir
- Drug Safety Research Unit, Southampton, UK.,School of Pharmacy and Biomedical Sciences, University of Portsmouth, Portsmouth, UK
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Spencer P, Hanania NA. Optimizing safety of COPD treatments: role of the nurse practitioner. J Multidiscip Healthc 2013; 6:53-63. [PMID: 23459224 PMCID: PMC3583441 DOI: 10.2147/jmdh.s35711] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2023] Open
Abstract
As the prevalence of chronic obstructive pulmonary disease (COPD) continues to grow, management of the disease still faces considerable challenges. Despite the existence of effective pharmacological treatments, patient adherence is often poor. Side effects of medications and patients' concerns about potential side effects may contribute to poor adherence. Situated as they are at the frontline of patient care in the clinic, nurse practitioners play an important role in the management of COPD. This review discusses the current literature on medications available for management of COPD, focusing primarily on their safety and tolerability. This information can be particularly important for nurse practitioners, who can be invaluable in identifying side effects, and providing education to patients with COPD on the available treatments and the associated side effects. By helping patients to understand the balance of benefits and risks of treatment, nurse practitioners may be able to help improve adherence and thereby improve patient outcomes.
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Affiliation(s)
- Pamela Spencer
- Palliative Care and Surgery, Veteran’s Affairs Medical Center, Saginaw, MI, USA
| | - Nicola A Hanania
- Section of Pulmonary and Critical Care Medicine, Baylor College of Medicine, Houston, TX, USA
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Beeh KM, Singh D, Di Scala L, Drollmann A. Once-daily NVA237 improves exercise tolerance from the first dose in patients with COPD: the GLOW3 trial. Int J Chron Obstruct Pulmon Dis 2012; 7:503-13. [PMID: 22973092 PMCID: PMC3430121 DOI: 10.2147/copd.s32451] [Citation(s) in RCA: 104] [Impact Index Per Article: 8.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
Introduction Exercise limitation, dynamic hyperinflation, and exertional dyspnea are key features of symptomatic chronic obstructive pulmonary disease (COPD). We assessed the effects of glycopyrronium bromide (NVA237), a once-daily, long-acting muscarinic antagonist, on exercise tolerance in patients with moderate to severe COPD. Methods Patients were randomized to a cross-over design of once-daily NVA237 50 μg or placebo for 3 weeks, with a 14-day washout. Exercise endurance, inspiratory capacity (IC) during exercise, IC and expiratory volumes from spirometry, plethysmographic lung volumes, leg discomfort and dyspnea under exercise (Borg scales), and transition dyspnea index were measured on Days 1 and 21 of treatment. The primary endpoint was endurance time during a submaximal constant-load cycle ergometry test on Day 21. Results A total of 108 patients were randomized to different treatment groups (mean age, 60.5 years; mean post-bronchodilator, forced expiratory volume in 1 second [FEV1] 57.1% predicted). Ninety-five patients completed the study. On Day 21, a 21% difference in endurance time was observed between patients treated with NVA237 and those treated with placebo (P < 0.001); the effect was also significant from Day 1, with an increase of 10%. Dynamic IC at exercise isotime and trough FEV1 showed significant and clinically relevant improvements from Day 1 of treatment that were maintained throughout the study. This was accompanied by inverse decreases in residual volume and functional residual capacity. NVA237 was superior to placebo (P < 0.05) in decreasing leg discomfort (Borg CR10 scale) on Day 21 and exertional dyspnea on Days 1 and 21 (transition dyspnea index and Borg CR10 scale at isotime). The safety profile of NVA237 was similar to that of the placebo. Conclusion NVA237 50 μg once daily produced immediate and significant improvement in exercise tolerance from Day 1. This was accompanied by sustained reductions in lung hyperinflation (indicated by sustained and significant improvements in IC at isotime), and meaningful improvements in trough FEV1 and dyspnea. Improvements in exercise endurance increased over time, suggesting that mechanisms beyond improved lung function may be involved in enhanced exercise tolerance. (ClinicalTrials.gov Identifier: NCT01154127).
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Affiliation(s)
- Kai M Beeh
- insaf Respiratory Research Institute, Wiesbaden, Germany.
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Fogarty C, Hattersley H, Di Scala L, Drollmann A. Bronchodilatory effects of NVA237, a once daily long-acting muscarinic antagonist, in COPD patients. Respir Med 2011; 105:337-42. [DOI: 10.1016/j.rmed.2010.10.021] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 06/08/2010] [Revised: 10/27/2010] [Accepted: 10/29/2010] [Indexed: 10/18/2022]
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Safety and tolerability of NVA237, a once-daily long-acting muscarinic antagonist, in COPD patients. Pulm Pharmacol Ther 2010; 23:438-44. [DOI: 10.1016/j.pupt.2010.04.005] [Citation(s) in RCA: 44] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/16/2009] [Revised: 04/09/2010] [Accepted: 04/14/2010] [Indexed: 11/21/2022]
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Verkindre C, Fukuchi Y, Flémale A, Takeda A, Overend T, Prasad N, Dolker M. Sustained 24-h efficacy of NVA237, a once-daily long-acting muscarinic antagonist, in COPD patients. Respir Med 2010; 104:1482-9. [DOI: 10.1016/j.rmed.2010.04.006] [Citation(s) in RCA: 54] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/07/2009] [Revised: 04/08/2010] [Accepted: 04/09/2010] [Indexed: 10/19/2022]
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Ammit AJ, Burgess JK, Hirst SJ, Hughes JM, Kaur M, Lau JY, Zuyderduyn S. The effect of asthma therapeutics on signalling and transcriptional regulation of airway smooth muscle function. Pulm Pharmacol Ther 2008; 22:446-54. [PMID: 19022391 DOI: 10.1016/j.pupt.2008.10.006] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/07/2008] [Revised: 10/02/2008] [Accepted: 10/22/2008] [Indexed: 01/11/2023]
Abstract
SCOPE OF THE REVIEW Our knowledge of the multifunctional nature of airway smooth muscle (ASM) has expanded rapidly in the last decade, but the underlying molecular mechanisms and how current therapies for obstructive airway diseases, such as asthma and chronic obstructive pulmonary disease (COPD), affect these are still being elucidated. Our current knowledge has built on the pharmacology of human ASM contraction and relaxation established prior to that and which is reviewed in detail elsewhere in this issue. The advent of methods to isolate and culture ASM cells, especially human ASM cells, has made it possible to study how they may contribute to airway remodelling through their synthetic, proliferative, and migratory capacities. Now the underlying molecular mechanisms of ASM growth factor secretion, extracellular matrix (ECM) production, proliferation and migration, as well as contraction and relaxation, are being determined. A complex network of signalling pathways leading to gene transcription in ASM cells permits this functional plasticity in healthy and diseased airways. This review is an overview of the effects of current therapies, and some of those in development, on key signalling pathways and transcription factors involved in these ASM functions.
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Affiliation(s)
- Alaina J Ammit
- Respiratory Research Group, Faculty of Pharmacy, University of Sydney, NSW, Australia.
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Gupta P, O'Mahony MS. Potential adverse effects of bronchodilators in the treatment of airways obstruction in older people: recommendations for prescribing. Drugs Aging 2008; 25:415-43. [PMID: 18447405 DOI: 10.2165/00002512-200825050-00005] [Citation(s) in RCA: 76] [Impact Index Per Article: 4.8] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Asthma and chronic obstructive pulmonary disease (COPD) are common disorders that are associated with increasing morbidity and mortality in older people. Bronchodilators are used widely in patients with these conditions, but even when used in inhaled form can have systemic as well as local effects. Older people experience more adverse drug effects because of pharmacodynamic and pharmacokinetic changes and particularly drug-drug and drug-disease interactions. Cardiovascular disease is common in older people and beta-adrenoceptor agonists (beta-agonists) have inotropic and chronotropic effects that can increase arrhythmias and cardiomyopathy. They can also worsen or induce myocardial ischaemia and cause electrolyte disturbances that contribute to arrhythmias. Tremor is a well known distressing adverse effect of beta-agonist administration. Long-term beta-agonist use can be associated with tolerance, poor disease control, sudden life-threatening exacerbations and asthma-related deaths. Functional beta2-adrenoceptors are present in osteoblasts, and chronic use of beta-agonists has been implicated in osteoporosis. Inhaled anticholinergics are usually well tolerated but may cause dry mouth, which can be troublesome in older people. Pupillary dilatation, blurred vision and acute glaucoma can occur from escape of droplets from loosely fitting nebulizer masks. Although ECG changes have not been seen in randomized controlled trials of long-acting inhaled anticholinergics, supraventricular tachycardias have been observed in a 5-year randomized controlled trial of ipratropium bromide. Paradoxical bronchoconstriction can occur with inhaled anticholinergics as well as with beta-agonists, but tolerance has not been reported with anticholinergics. Anticholinergic drugs also cause central effects, most notably impairment of cognitive function, and these effects have been noted with inhaled agents. Use of theophylline is limited by its adverse effects, which range from commonly occurring gastrointestinal symptoms to palpitations, arrhythmias and reports of myocardial infarction. Seizures have been reported, but are rare. Theophylline is metabolized primarily by the liver, and commonly interacts with other medications. Its concentration in plasma should be monitored closely, especially in older people. Although many clinical trials have been conducted on bronchodilators in obstructive airways disease, the results of these clinical trials need to be interpreted with caution as older people are often under-represented and subjects with co-morbidities actively excluded from these trials.
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Affiliation(s)
- Preeti Gupta
- University Department of Geriatric Medicine, Academic Centre, Llandough Hospital, Cardiff, UK
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Guerin C, Fassier T, Bayle F, Lemasson S, Richard JC. Inhaled bronchodilator administration during mechanical ventilation: how to optimize it, and for which clinical benefit? J Aerosol Med Pulm Drug Deliv 2008; 21:85-96. [PMID: 18518835 DOI: 10.1089/jamp.2007.0630] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/12/2022] Open
Abstract
Bronchodilators are frequently used in ICU patients, and are the most common medications administered by inhalation during mechanical ventilation. The amount of bronchodilator that deposits at its site of action depends on the amount of drug, inhaled mass, deposited mass, and particle size distribution. Mechanical ventilation challenges both inhaled mass and lung deposition by specific features, such as a ventilatory circuit, an endotracheal tube, and ventilator settings. Comprehensive in vitro studies have shown that an endotracheal tube is not as significant a barrier for the drug to travel as anticipated. Key variables of drug deposition are attachments of the inhalation device in the inspiratory line 10 to 30 cm to the endotracheal tube, use of chamber with metered-dose inhaler, dry air, high tidal volume, low respiratory frequency, and low inspiratory flow, which can increase the drug deposition. In vivo studies showed that a reduction by roughly 15% of the respiratory resistance was achieved with inhaled bronchodilators during invasive mechanical ventilation. The role of ventilatory settings is not as clear in vivo, and primary factors for optimal delivery and physiologic effects were medication dose and device location. Nebulizers and pressurized metered-dose inhalers can equally achieve physiologic end points. The effects of bronchodilators should be carefully evaluated, which can easily be done with the interrupter technique. With the non-invasive ventilation, the data regarding drug delivery and physiologic effects are still limited. With the bilevel ventilators the inhalation device should be located between the leak port and face mask. Further studies should investigate the effects of inhaled bronchodilators on patient outcome and methods to optimize delivery of inhaled bronchodilators during non-invasive ventilation.
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Salpeter SR. Bronchodilators in COPD: impact of beta-agonists and anticholinergics on severe exacerbations and mortality. Int J Chron Obstruct Pulmon Dis 2008; 2:11-8. [PMID: 18044061 PMCID: PMC2692116 DOI: 10.2147/copd.2007.2.1.11] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/23/2022] Open
Abstract
This review summarizes the long-term clinical outcomes associated with β-agonist and anticholinergic bronchodilator use in patients with chronic obstructive pulmonary disease (COPD). Pooled data from randomized placebo-controlled trials of at least three months duration were used to evaluate the risk for COPD hospitalizations, respiratory mortality, and total mortality. The results show that anticholinergic use is associated with a 30% reduction in COPD hospitalizations, a 70% reduction in respiratory mortality, and without a significant effect on total mortality. In contrast, β-agonist use had no effect on COPD hospitalizations and was associated with a two-fold increased risk for respiratory death compared with placebo. When the two bronchodilators were directly compared with each other, β-agonists were associated with a two-fold increased risk for COPD hospitalization and a five-fold increased risk for total mortality compared with anticholinergics. When β-agonists were added to either anticholinergic use or inhaled corticosteroid use alone, there was no significant improvement in any long-term clinical outcome. These results indicate that anticholinergics should be the bronchodilator of choice in COPD, while β-agonists may be associated with poorer disease control.
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Affiliation(s)
- Shelley R Salpeter
- Department of Medicine, Stanford University School of Medicine, Stanford, California, USA.
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Salpeter SR, Buckley NS. Systematic review of clinical outcomes in chronic obstructive pulmonary disease: beta-agonist use compared with anticholinergics and inhaled corticosteroids. Clin Rev Allergy Immunol 2007; 31:219-30. [PMID: 17085795 DOI: 10.1385/criai:31:2:219] [Citation(s) in RCA: 23] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/30/1999] [Revised: 11/30/1999] [Accepted: 11/30/1999] [Indexed: 11/11/2022]
Abstract
Much controversy surrounds the use of beta-agonists in obstructive lung disease. Regular beta2- agonist use in asthma results in tolerance to its effects and an increase in asthma-related deaths. Less is known about clinical outcomes in chronic obstructive pulmonary disease (COPD). This systematic review and meta-analysis evaluates the long-term effect of beta2-agonist use on severe exacerbations requiring hospitalization or trial withdrawal, respiratory deaths, and total mortality in patients with COPD. Results for beta2-agonists are compared with results for anticholinergics and inhaled corticosteroids. Pooled results from randomized controlled trials show that anticholinergics, such as tiotropium and ipratropium, significantly reduce severe exacerbations and respiratory deaths compared with placebo. Conversely, beta2-agonists increase respiratory deaths, probably because of tolerance that develops to their bronchodilator and bronchoprotective effects. Anticholinergics significantly reduce exacerbations and total mortality compared with beta-agonists. The combination of the two bronchodilators is not more effective than anticholinergics alone in improving long-term clinical outcomes. Inhaled corticosteroids significantly reduce severe exacerbations and the decline in lung function over time, without affecting mortality. In conclusion, inhaled anticholinergic bronchodilators and corticosteroids should be used to improve long-term clinical outcomes in patients with COPD. beta-Agonists increase respiratory deaths in COPD, possibly as a result of poorer disease control.
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Affiliation(s)
- Shelley R Salpeter
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.
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Salpeter SR, Buckley NS, Salpeter EE. Meta-analysis: anticholinergics, but not beta-agonists, reduce severe exacerbations and respiratory mortality in COPD. J Gen Intern Med 2006; 21:1011-9. [PMID: 16970553 PMCID: PMC1831628 DOI: 10.1111/j.1525-1497.2006.00507.x] [Citation(s) in RCA: 76] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/27/2022]
Abstract
BACKGROUND Anticholinergics and beta2-agonists have generally been considered equivalent choices for bronchodilation in chronic obstructive pulmonary disease (COPD). OBJECTIVE To assess the safety and efficacy of anticholinergics and beta2-agonists in COPD. DESIGN We comprehensively searched electronic databases from 1966 to December 2005, clinical trial websites, and references from selected reviews. We included randomized controlled trials of at least 3 months duration that evaluated anticholinergic or beta2-agonist use compared with placebo or each other in patients with COPD. MEASUREMENTS We evaluated the relative risk (RR) of exacerbations requiring withdrawal from the trial, severe exacerbations requiring hospitalization, and deaths attributed to a lower respiratory event. RESULTS Pooled results from 22 trials with 15,276 participants found that anticholinergic use significantly reduced severe exacerbations (RR 0.67, confidence interval [CI] 0.53 to 0.86) and respiratory deaths (RR 0.27, CI 0.09 to 0.81) compared with placebo. Beta2-agonist use did not affect severe exacerbations (RR 1.08, CI 0.61 to 1.95) but resulted in a significantly increased rate of respiratory deaths (RR 2.47, CI 1.12 to 5.45) compared with placebo. There was a 2-fold increased risk for severe exacerbations associated with beta2-agonists compared with anticholinergics (RR 1.95, CI 1.39 to 2.93). The addition of beta2-agonist to anticholinergic use did not improve any clinical outcomes. CONCLUSION Inhaled anticholinergics significantly reduced severe exacerbations and respiratory deaths in patients with COPD, while beta2-agonists were associated with an increased risk for respiratory deaths. This suggests that anticholinergics should be the bronchodilator of choice in patients with COPD, and beta2-agonists may be associated with worsening of disease control.
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Affiliation(s)
- Shelley R Salpeter
- Department of Medicine, Stanford University School of Medicine, Stanford, CA, USA.
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Abstract
The current market for pulmonary drug delivery is at a bottleneck. The therapeutic advantages of inhalation aerosols, and the potential for the lungs as a route for systemically acting drugs, vaccines and gene therapeutic agents, have resulted in a rapid growth of the industry. Alongside this, the environment of inhaler design and formulation has changed markedly in recent years. Environmental concerns over propellants, the commercial success of dry powder inhalers, and the apparent lack of advancement of propellant-driven metered-dose inhalers (pMDIs) has led to a less clear future for these devices. This review critically assesses these pressures and also potential opportunities for the pMDI. It is proposed that the future role of pMDIs will be determined by several important forces that can be classified under 'technology development' or 'market climate' categories. Technology development forces will be strengthened by the ability of the industry to have a systematic understanding of mechanisms of spray formation, perform subsequent and continued device and formulation advances, and a focus on all patient groups: particularly paediatric and geriatric populations. The ability to succeed in these areas will be largely determined by the willingness to invest in fundamental research of pMDI technologies.
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Affiliation(s)
- Hugh D C Smyth
- University of North Carolina at Chapel Hill, School of Pharmacy, NC 27599, USA
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Chopra N, Williams M, Rimmer M, Kahl L, Jenkins M. Salmeterol HFA is as effective as salmeterol CFC in children and adults with persistent asthma. Respir Med 2005; 99 Suppl A:S1-S10. [PMID: 15777603 DOI: 10.1016/j.rmed.2004.11.002] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/02/2004] [Indexed: 10/25/2022]
Abstract
In accordance with the Montreal Protocol 1987, initiatives to phase out and replace ozone-depleting chlorofluorocarbon (CFC) propellants with non-ozone-depleting propellants in metered-dose inhalers (MDIs) in the treatment of asthma and chronic obstructive pulmonary disease are underway. In view of this, two multi-centre, randomised, parallel-group, double-blind studies were conducted to compare the safety and efficacy of salmeterol xinafoate delivered by an MDI using the hydrofluoroalkane (HFA) 134a propellant with the licensed CFC formulation (Serevent) in asthmatic populations of children (4-11 years) and adults (12 years). Patients on a stable dose of inhaled corticosteroids with a scope for improvement based on mean morning peak expiratory flow (PEF) and symptoms were randomised to receive salmeterol HFA MDI 50 microg twice daily or salmeterol CFC MDI 50 microg twice daily for 12 weeks. The primary efficacy variable was mean morning PEF and secondary variables included other lung function parameters, symptom scores, use of relief medication and safety assessments. The difference between the treatments in adjusted mean morning PEF (salmeterol HFA-salmeterol CFC) were 2.5 and -3.2 L/min for per-protocol populations of children and adults, respectively. The lower limit of 95% confidence intervals for both populations was within the pre-defined limit (-15 L/min) set for non-inferiority. Similar results were observed in intent-to-treat (ITT) populations. In children, the two formulations resulted in a lack of any statistically significant difference in secondary efficacy parameters. A significant difference at endpoint in clinic forced expiratory volume in 1s was reported in favour of the HFA formulation in the adult population, although the magnitude of this effect was not considered clinically significant. The incidences of adverse events (AEs) were similar for both formulations and populations, and no safety concerns were generated. Together these data demonstrate salmeterol HFA MDI to be as effective as salmeterol CFC MDI in adults and children.
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Affiliation(s)
- Narinder Chopra
- GlaxoSmithKline Research and Development, Global Commerical Strategy, Respiratory Building 38, 1 floor, Greenford Road, Greenford, Middlesex UB6 0HE, UK
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Brazinsky SA, Lapidus RJ, Weiss LA, Ghafouri M, Fagan NM, Witek TJ. One-Year Evaluation of the Safety and Efficacy of Ipratropium Bromide HFA and CFC Inhalation Aerosols in Patients with Chronic Obstructive Pulmonary Disease. Clin Drug Investig 2003; 23:181-91. [PMID: 23340924 DOI: 10.2165/00044011-200323030-00004] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2023]
Abstract
INTRODUCTION Ipratropium bromide (IB) is an established and effective first-line maintenance treatment for patients with chronic obstructive pulmonary disease (COPD). A new IB metered-dose inhaler (MDI) using hydrofluoroalkane 134a propellant (IB HFA) has been developed as an alternative to the MDI containing chlorofluorocarbon (IB CFC). OBJECTIVE To compare the long-term safety and efficacy of IB HFA and IB CFC in patients with COPD. STUDY DESIGN This was a randomised, open-label, parallel-group, 1-year, multi-centre trial. Primary endpoints included adverse events (AEs) and vital signs. Secondary endpoints included therapeutic response (>15% increase in forced expiratory volume in 1 second [FEV(1)] peak change from baseline), FEV(1) area under the response-time curve (AUC). PATIENTS AND INTERVENTIONS Patients (n = 456) with moderate-to-severe COPD, who received either IB HFA (n = 305) or IB CFC (n = 151 ), both 42µg four times daily. RESULTS There were no significant differences in the incidences of individual AEs between groups over the short and long term; respiratory disorders were the most common. The incidence of anticholinergic AEs possibly related to treatment was low (1.3% IB HFA, 0.7% IB CFC). Serious AEs occurred in 19.0% and 20.5%, and discontinuations due to AEs in 7.2% and 7.3%, of patients receiving IB HFA and IB CFC, respectively. Therapeutic bronchodilatory responses were achieved in 76-81% and 72-84% of patients, and AUC ranged from 0.117-0.148L and 0.117-0.174L, in patients receiving IB HFA and IB CFC, respectively. CONCLUSIONS IB HFA had similar efficacy and tolerability to IB CFC over 1 year, supporting a seamless transition from the CFC MDI to the HFA MDI in both short- and long-term treatment.
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Affiliation(s)
- Shari A Brazinsky
- Institute of Healthcare Assessment, Inc., San Diego, California, USA
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Pharmacoepidemiology and drug safety. Pharmacoepidemiol Drug Saf 2002; 11:255-70. [PMID: 12051126 DOI: 10.1002/pds.659] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
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