Abstract
Keywords
Introduction
Methods
Study design
US Department of Health and Human Services. Summary of the HIPAA Privacy Rule May 2003. Available from: http://www.hhs.gov/ocr/privacy/hipaa/understanding/summary/privacysummary.pdf. Accessed July 2, 2015.
Subjects
Assessments
Morisky 8-Item Medication Adherence Scale. Available at: http://dmorisky.bol.ucla.edu/MMAS_scale.html. Accessed July 2, 2015.
Asthma Control Test. Available at: http://www.asthmacontroltest.com/. Accessed July 2, 2015.
Jenkins Sleep Evaluation questionnaire. Available at: http://www.proqolid.org/instruments/jenkins_sleep_evaluation_questionnaire_jseq. Accessed July 2, 2015.
EuroQol 5D. Available at: http://www.euroqol.org/about-eq-5d.html. Accessed July 2, 2015.
Statistical analysis
Sanchez G. PLS Path Modeling with R. Berkeley, CA: Trowchez Editions. 2013. Available at: http://www.gastonsanchez.com/PLS_Path_Modeling_with_R.pdf. Accessed July 2, 2015.
R Core Team. R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. Available at: http://www.R-project.org/. Accessed July 2, 2015.
Latent Variable | Manifest Variable |
---|---|
Drug delivery satisfaction | Satisfaction: I get the same amount of medicine delivered to my lungs each time. |
Satisfaction: I do not need to breathe in hard to inhale my medicine. | |
Satisfaction: Low/no irritation in mouth and throat. | |
Satisfaction: I do not need to breathe in at the same time as I press my inhaler. | |
Device functionality satisfaction | Satisfaction: The instructions are simple and easy to use. |
Satisfaction: It is built to last and will not break easily. | |
Satisfaction: No need for me to put the medicine in the inhaler before I use it. | |
Satisfaction: Easy to hold and carry around with me. | |
Satisfaction: Can reuse the inhaler for more than one month. | |
Device feedback satisfaction | Satisfaction: It tells me how many doses of medicine I have left. |
Satisfaction: The inhaler locks when empty so it cannot be used anymore. | |
Satisfaction: It tells me when my dose of medicine has been inhaled correctly. | |
Comorbid allergic rhinitis | Physician-reported concomitant allergic rhinitis |
Treatment adherence | MMAS-8 |
Smoking history | Whether patient ever smoked (clinician-reported) |
Clinician-reported cigarettes smoked per day | |
Clinician-reported years smoked cigarettes for | |
Clinical outcomes | Clinician-reported number of asthma exacerbations in preceding 12 months |
ACT score | |
JSEQ score | |
EQ-5D-3L score |
Characteristic | |
---|---|
Age, years | |
• Mean (SD) | 40.69 (15.52) |
• Range | 12.0-78.0 |
• Median | 41.0 |
• IQR | 27.0, 52.0 |
Gender, n (%) | |
• Female | 132 (54.32) |
Ethnicity | |
• Caucasian | 177 (72.84) |
Body mass index, mg/kg2 | |
• Mean (SD) | 28.15 (6.85) |
• Range | 15.21-54.71 |
• Median | 26.58 |
• IQR | 23.34, 31.19 |
Body mass index, mg/kg2, n (%) | |
• Underweight (<18.5) | 4 (1.72) |
• Normal (18.5-24.9) | 86 (36.91) |
• Overweight (25–29.9) | 73 (31.33) |
• Obese (>30.0) | 70 (30.04) |
Smoking status, physican-reported, n (%) | |
• Current smoker | 8 (3.29) |
• Ex-smoker | 43 (17.70) |
• Never smoked | 192 (79.01) |
Physician-reported pack years, n (%) | |
• High (≥10) | 29 (11.93) |
• Low (<10) | 22 (9.05) |
• Never smoked | 192 (79.01) |
Lung function (FEV1) | |
• Mean (SD) | 73.65 (17.80) |
• Range | 25.0-138.0 |
• Median | 70.0 |
• IQR | 63.5, 82.0 |
Frequency of asthma exacerbations in last 12 months | |
• Mean (SD) | 1.08 (1.90) |
• Range | 0.0-14.0 |
• Median | 0.0 |
• Range | 0.0, 2.0 |
Frequency of asthma exacerbations in last 12 months, n (%) | |
• 0 | 134 (55.14) |
• 1 | 44 (18.11) |
• ≥2 | 65 (26.75) |
Deyo Charlson Comorbidity Index a [Conditions as described by Deyo–Charlston index [57] are mapped from as many as 10 reported ICD-9-CM secondary diagnosis codes. A single summary cumulative value is represented. A score of 0 represents no comorbidities. Out of the 17 conditions, this research could accommodate 12 including: myocardial infarction, congestive heart failure, peripheral vascular disease, dementia, diabetes mellitus, cerebrovascular disease, COPD, connective tissue disease, mild liver disease, ulcer diagnosis, moderate or severe renal disease, any malignancy including lymphoma and leukemia, and acquired immunodeficiency syndrome. Missing data for a specific variable on the physician-reported form or the patient-reported from resulted in exclusion of the subject from the individual analysis for that variable but inclusion on all analyses for which data were not missing 58. ] | |
• Mean (SD) | 0.13 (0.53) |
• Range | 0-6 |
• Median | 0 |
• IQR | 0, 0 |
Most common concomitant conditions, n (%) | |
• Allergic rhinitis | 115 (47.33) |
• Gastroesophageal reflux disease | 42 (18.26) |
• Anxiety | 36 (15.65) |
• Obesity | 27 (11.74) |
• Cardiovascular disease | 15 (6.17) |
• None | 45 (18.52) |
Physician managing patient’s asthma, n (%) | |
• Primary care- only | 69 (28.40) |
• Specialist-led | 174 (71.60) |
Morisky Medication Adherence Scale, n (%) | |
• Low | 97 (39.92) |
• Medium | 89 (36.63) |
• High | 57 (23.46) |
Asthma Control Test | |
• Mean (SD) | 19.91 (3.94) |
• Range | 6-25 |
• Median | 20 |
• IQR | 18, 23 |
Asthma Control Test, n (%) | |
• 5-19 (Not well controlled) | 99 (40.74) |
• ≥20 (Well controlled) | 144 (59.26) |
Jenkins Sleep Evaluation Questionnaire | |
• Mean (SD) | 4.02 (4.53) |
• Range | 0-20 |
• Median | 3 |
• IQR | 0, 6 |
Jenkins Sleep Evaluation Questionnaire, n (%) | |
• 0 | 76 (31.28) |
• 1-5 | 97 (39.92) |
• 6-10 | 44 (18.11) |
• 11-15 | 21 (8.64) |
• 16-20 | 5 (2.06) |
EuroQol-5D-3L | |
• Mean (SD) | 0.91 (0.14) |
• Range | 0.27-1 |
• Median | 1 |
• IQR | 0.84, 1 |
Results

Patient outcomes
Device satisfaction
Rating | |
---|---|
Drug Delivery Satisfaction | |
I get the same amount of medicine delivered to my lungs each time | |
• Mean (SD) | 3.79 (0.88) |
• Range | 1-5 |
• Median | 4 |
• IQR | 3, 4 |
I do not need to breathe in hard to inhale my medicine | |
• Mean (SD) | 3.58 (1.02) |
• Range | 1-5 |
• Median | 4 |
• IQR | 3, 4 |
Low/no irritation in mouth and throat | |
• Mean (SD) | 3.45 (1.07) |
• Range | 1-5 |
• Median | 3 |
• IQR | 3, 4 |
I do not need to breathe in at the same time as I press my inhaler | |
• Mean (SD) | 3.42 (1.12) |
• Range | 1-5 |
• Median | 3 |
• IQR | 3, 4 |
Device Functionality | |
The instructions are simple and easy to use | |
• Mean (SD) | 4.05 (0.83) |
• Range | 1-5 |
• Median | 4 |
• IQR | 4, 5 |
It is built to last and will not break easily | |
• Mean (SD) | 3.94 (0.83) |
• Range | 1-5 |
• Median | 4 |
• IQR | 3, 5 |
No need for me to put the medicine in the inhaler before I use it | |
• Mean (SD) | 3.97 (0.95) |
• Range | 1-5 |
• Median | 4 |
• IQR | 3, 5 |
Easy to hold and carry around with me | |
• Mean (SD) | 3.87 (0.92) |
• Range | 1-5 |
• Median | 4 |
• IQR | 3, 5 |
Can reuse the inhaler for more than one month | |
• Mean (SD) | 2.89 (1.36) |
• Range | 1-5 |
• Median | 3 |
• IQR | 2, 4 |
Device Feedback Satisfaction | |
It tells me how many doses of medicine I have left | |
• Mean (SD) | 3.72 (1.14) |
• Range | 1-5 |
• Median | 4 |
• IQR | 3, 5 |
The inhaler locks when empty so it cannot be used anymore | |
• Mean (SD) | 3.08 (1.32) |
• Range | 1-5 |
• Median | 3 |
• IQR | 2, 4 |
It tells me when my dose of medicine has been inhaled correctly | |
• Mean (SD) | 3.06 (1.27) |
• Range | 1-5 |
• Median | 3 |
• IQR | 2, 4 |
Path modeling for patient outcomes

Discussion
Conclusions
Competing interests
Authors’ contributions
Acknowledgements
References
- on behalf of the ADMIT Working Group. Inhaler choice and inhalation technique: key factors for asthma control.Prim Care Respir J. 2009; 18: 241-242
- Aerosol Drug Management Improvement Team. Retail sales of inhalation devices in European countries: so much for a global policy.Respir Med. 2011; 105: 1099-1103
- Correct inhalation technique is critical in achieving good asthma control.Prim Care Respir J. 2013; 22: 385-386
- Adherence: the goal to control asthma.Clin Chest Med. 2012; 33: 405-417
- Self-reported adherence in patients with asthma.Ann Pharmacother. 2006; 40: 414-420
- Asthma beliefs are associated with medication adherence in older asthmatics.J Gen Intern Med. 2013; 28: 67-73
- Adherence to inhaled therapies, health outcomes and costs in patients with asthma and COPD.Respir Med. 2013; 107: 1481-1490
- Unintentional non-adherence to chronic prescription medications: how unintentional is it really?.BMC Health Serv Res. 2012; 12: 98
- Trends in the prevalence of asthma and allergic rhinitis in Italy between 1991 and 2010.Eur Respir J. 2012; 39: 883-892
- Choosing inhaler devices for people with asthma: current knowledge and outstanding research needs.Respir Med. 2010; 104: 1237-1245
- Association between allergic rhinitis and asthma in a Northern Alberta cohort.J Otolaryngol Head Neck Surg. 2013; 42: 58
- Impact of asthma and comorbid allergic rhinitis on quality of life and control in patients of Italian general practitioners.J Asthma. 2012; 49: 854-861
- The burden of allergic rhinitis and asthma.Ther Adv Respir Dis. 2012; 6: 11-23
- Prevalence of asthma and its association with rhinitis in the elderly.Respir Med. 2014; 108: 1117-1126
- Asthma and rhinitis: what is the relationship?.Curr Opin Allergy Clin Immunol. 2012; 12: 449-454
- Ongoing allergic rhinitis impairs asthma control by enhancing the lower airway inflammation.J Allergy Clin Immunol Pract. 2014; 2: 172-178
- Effect of a concomitant diagnosis of allergic rhinitis on asthma-related health care use by adults.Clin Exp Allergy. 2005; 35: 282-287
- Asthma-related health care resource use among asthmatic children with and without concomitant allergic rhinitis.Pediatrics. 2005; 115: 129-134
- Smoking and nonsmoking asthma: differences in clinical outcome and pathogenesis.Expert Rev Respir Med. 2011; 5: 93-105
- Smoking and asthma: dangerous liaisons.Eur Respir J. 2013; 41: 716-726
- Integrating evidence for managing asthma in patients who smoke.Allergy Asthma Immunol Res. 2014; 6: 114-120
- Challenges of treating asthma in people who smoke.Expert Rev Clin Immunol. 2010; 6: 257-268
- Asthma in smokers: challenges and opportunities.Curr Opin Pulm Med. 2009; 15: 39-45
- Effects of smoking cessation on lung function and airway inflammation in smokers with asthma.Am J Respir Crit Care Med. 2006; 174: 127-133
- Inflammation and corticosteroid responsiveness in ex-, current- and never-smoking asthmatics.BMC Pulm Med. 2013; 13: 58
- The value of self-report assessment of adherence, rhinitis and smoking in relation to asthma control.Prim Care Respir J. 2009; 18: 300-305
- Systemic sensitivity to corticosteroids in smokers with asthma.Eur Respir J. 2007; 29: 64-71
- Smoking in asthma is associated with elevated levels of corticosteroid resistant sputum cytokines-an exploratory study.PLoS One. 2013; 9: e71460
- A literature review to explore the link between treatment satisfaction and adherence, compliance, and persistence.Patient Prefer Adherence. 2012; 6: 39-48
- Comparing patient dissatisfaction and rational judgment in intentional medication non-adherence versus unintentional non-adherence.J Clin Pharm Ther. 2014; 39: 45-52
- Importance of inhaler-device satisfaction in asthma treatment: real-world observations of physician-observed compliance and clinical/patient-reported outcomes.Adv Ther. 2011; 28: 202-212
- Self-reported medication adherence and treatment satisfaction in patients with epilepsy.Epilepsy Behav. 2011; 21: 301-305
- Identifying patient-specific beliefs and behaviours for conversations about adherence in asthma.Intern Med J. 2012; 42: e136-e144
- Real-world physician and patient behavior across countries: Disease-Specific Programmes – a means to understand.Curr Med Res Opin. 2008; 24: 3063-3072
US Department of Health and Human Services. Summary of the HIPAA Privacy Rule May 2003. Available from: http://www.hhs.gov/ocr/privacy/hipaa/understanding/summary/privacysummary.pdf. Accessed July 2, 2015.
- Predictors of completeness of patients' self-reported personal medication lists and discrepancies with clinic medication lists.Ann Pharmacother. 2014; 48: 168-177
- Limited health literacy is a barrier to medication reconciliation in ambulatory care.J Gen Intern Med. 2007; 22: 1523-1526
Morisky 8-Item Medication Adherence Scale. Available at: http://dmorisky.bol.ucla.edu/MMAS_scale.html. Accessed July 2, 2015.
Asthma Control Test. Available at: http://www.asthmacontroltest.com/. Accessed July 2, 2015.
Jenkins Sleep Evaluation questionnaire. Available at: http://www.proqolid.org/instruments/jenkins_sleep_evaluation_questionnaire_jseq. Accessed July 2, 2015.
EuroQol 5D. Available at: http://www.euroqol.org/about-eq-5d.html. Accessed July 2, 2015.
Sanchez G. PLS Path Modeling with R. Berkeley, CA: Trowchez Editions. 2013. Available at: http://www.gastonsanchez.com/PLS_Path_Modeling_with_R.pdf. Accessed July 2, 2015.
StataCorp. Stata Statistical Software: Release 12. College Station, TX: StataCorp LP. 2011.
R Core Team. R: A language and environment for statistical computing. R Foundation for Statistical Computing, Vienna, Austria. Available at: http://www.R-project.org/. Accessed July 2, 2015.
- Adherence to long-term therapies and beliefs about medications.Int J Family Med. 2014; 2014: 479596
- Adherence in severe asthma.Clin Exp Allergy. 2012; 42: 1566-1574
- Inhaled drug delivery in the hands of the patient.J Aerosol Med Pulm Drug Deliv. 2014; 27: 414-418
- Asthma patients' inability to use a pressurised metered-dose inhaler (pMDI) correctly correlates with poor asthma control as defined by the global initiative for asthma (GINA) strategy: a retrospective analysis.Prim Care Respir J. 2013; 22: 406-411
- Comparison between objective measures of smoking and self-reported smoking status in patients with asthma or COPD: are our patients telling us the truth?.J Bras Pneumol. 2015; 41: 124-132
Roche N, Postma DS, Colice G, Burden A, Guilbert TW, Israel E, Martin RW, van Aalderen WMC, Grigg J, Hillyer EV, Price DB. Differential effects of inhaled corticosteroids in smokers/ex-smokers and nonsmokers with asthma. Am J Respir Crit Care Med. 2015. In Press.
- Observational study comparing intranasal mometasone furoate with oral antihistamines for rhinitis and asthma.Prim Care Respir J. 2010; 19: 266-273
- Aerosol Drug Management Improvement Team. The need to improve inhalation technique in Europe: a report from the Aerosol Drug Management Improvement Team.Respir Med. 2006; 100: 1479-1494
- Problems with inhaler use: a call for improved clinician and patient education.Respir Care. 2005; 50: 1360-1374
- Importance of inhaler devices in the management of airway disease.Respir Med. 2008; 102: 10-19
- Predictors of asthma control: what can we modify?.Curr Opin Allergy Clin Immunol. 2012; 12: 263-268
- Perceived triggers of asthma: key to symptom perception and management.Clin Exp Allergy. 2013; 43: 1000-1008
- Factors associated with the control of severe asthma.J Asthma. 2010; 47: 124-130
Charlson ME, Pompei P, Ales KL, MacKenzie CR. A new method of classifying prognostic comorbidity in longitudinal studies: development and validation. J Chronic Dis. 1987;40(5):373–83.
Article info
Publication history
Identification
Copyright
User license
Creative Commons Attribution – NonCommercial – NoDerivs (CC BY-NC-ND 4.0) |
Permitted
For non-commercial purposes:
- Read, print & download
- Redistribute or republish the final article
- Text & data mine
- Translate the article (private use only, not for distribution)
- Reuse portions or extracts from the article in other works
Not Permitted
- Sell or re-use for commercial purposes
- Distribute translations or adaptations of the article
Elsevier's open access license policy