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van Boven JFM, Costello RW, Roes KCB, Brusselle GG, Hansen K, Krishnan JA, Brightling CE, Roche N, Siddiqui S, Kirenga BJ, Pinnock H, Chan AHY. Augmenting clinical trials in asthma through digital technology, decentralised designs, and person-centric endpoints: opportunities and challenges. THE LANCET. RESPIRATORY MEDICINE 2024:S2213-2600(24)00327-8. [PMID: 39647486 DOI: 10.1016/s2213-2600(24)00327-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/10/2024] [Revised: 09/26/2024] [Accepted: 09/27/2024] [Indexed: 12/10/2024]
Abstract
Digital technologies (eg, smart inhalers, wearables, and sensors) allow for remote, objective, granular, and non-invasive data collection, making them attractive for research evaluating interventions in airways diseases with variable trajectories, such as asthma. Such technologies offer the opportunity to move towards decentralised clinical trials that are done partly or fully outside the classic clinical trial setting and are characterised by remote data collection and monitoring. This approach to evaluating clinical, pharmacological, or behavioural interventions could facilitate recruitment of inclusive and generalisable study populations, enhance personalisation and sustainability, reduce research costs, and accelerate the timeline to novel asthma treatments' market access. This Personal View discusses the application of digital technologies and endpoints within trials; the concept of hybrid and decentralised designs; describes a fully decentralised trial in asthma; and explores the strengths, weaknesses, opportunities, and threats regarding their implementation from the clinician, patient expert, low-resource, and regulator viewpoints.
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Affiliation(s)
- Job F M van Boven
- Department of Clinical Pharmacy & Pharmacology, Groningen Research Institute for Asthma and COPD, University Medical Center Groningen, University of Groningen, Groningen, Netherlands.
| | - Richard W Costello
- Department of Respiratory Medicine, Royal College of Surgeons in Ireland, Dublin, Ireland
| | - Kit C B Roes
- Department of Health Evidence, Section Biostatistics, Radboud University Medical Center, Nijmegen, Netherlands
| | - Guy G Brusselle
- Department of Respiratory Medicine, Ghent University Hospital, Ghent, Belgium; Department of Epidemiology and Department of Respiratory Medicine, Erasmus Medical Center Rotterdam, Rotterdam, Netherlands
| | - Kjeld Hansen
- European Lung Foundation, Brussels, Belgium; School of Economics, Innovation and Technology, Kristiania, Oslo, Norway
| | - Jerry A Krishnan
- Department of Medicine and Office of Population Health Sciences, University of Illinois Chicago, Chicago, IL, USA
| | - Christopher E Brightling
- Institute for Lung Health, National Institute for Health and Care Research (NIHR), Leicester Biomedical Research Centre, University of Leicester, Leicester, UK
| | - Nicolas Roche
- Assistance Publique-Hôpitaux de Paris Centre-Université Paris Cité, Cochin Hospital and Institute (INSERM UMR1016), Respiratory Medicine, Paris, France
| | - Salman Siddiqui
- Imperial NIHR Biomedical Research Centre, National Heart and Lung Institute, Imperial College, London, UK
| | - Bruce J Kirenga
- Makerere Lung Institute, Makerere University, Kampala, Uganda
| | | | - Amy H Y Chan
- School of Pharmacy, Faculty of Medical and Health Sciences, The University of Auckland, Auckland, New Zealand
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Oppenheimer J, Bender B, Sousa-Pinto B, Portnoy J. Use of Technology to Improve Adherence in Allergy/Immunology. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. IN PRACTICE 2024; 12:3225-3233. [PMID: 39074604 DOI: 10.1016/j.jaip.2024.07.017] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/15/2024] [Revised: 07/14/2024] [Accepted: 07/15/2024] [Indexed: 07/31/2024]
Abstract
The integration of technology into health care has shown significant promise in enhancing patient adherence, particularly in the field of allergy/immunology. This article explores the multifaceted approaches through which digital health interventions can be used to improve adherence rates among patients with allergic diseases and immunologic disorders. By reviewing recent advancements in telemedicine, mobile health applications, wearable devices, and digital reminders, as well as smart inhalers, we aim to provide a comprehensive overview of how these technologies can support patients in managing their conditions. The analysis highlights the role of personalized digital health plans, which, through the use of artificial intelligence and machine learning algorithms, can offer tailored advice, monitor symptoms, and adjust treatment protocols in real time. Moreover, the article discusses the impact of electronic health records and patient portals in fostering a collaborative patient-provider relationship, thereby enhancing communication and adherence. The integration of these technologies has been shown to not only improve clinical outcomes but also increase patient satisfaction and engagement.
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Affiliation(s)
| | - Bruce Bender
- Center for Health Promotion, National Jewish Health, Denver, Colo
| | - Bernardo Sousa-Pinto
- MEDCIDS - Department of Community Medicine, Information and Health Decision Sciences, Faculty of Medicine, University of Porto, Porto, Portugal
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Yusup I, Gupta S, Kouri A. Asthma digital inhaler uptake among patients and providers: A scoping review. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. IN PRACTICE 2024:S2213-2198(24)01177-2. [PMID: 39581262 DOI: 10.1016/j.jaip.2024.11.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/11/2024] [Revised: 11/13/2024] [Accepted: 11/14/2024] [Indexed: 11/26/2024]
Affiliation(s)
- Ilziba Yusup
- Temerty Faculty of Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Samir Gupta
- Li Ka Shing Knowledge Institute, St. Michael's Hospital, Unity Health Toronto, Toronto, Ontario, Canada
| | - Andrew Kouri
- Women's College Research Institute, Women's College Hospital, Toronto, Ontario, Canada.
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McDonald MD, Dantzler D, Nichols M, Miller S, Dawley E, Walgrave M, Boan AD, Teufel RJ. Reporting of asthma mobile health data for clinical practice: a qualitative study of pediatric provider perspectives. J Asthma 2024:1-10. [PMID: 39230189 DOI: 10.1080/02770903.2024.2400285] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/29/2024] [Revised: 08/12/2024] [Accepted: 08/29/2024] [Indexed: 09/05/2024]
Abstract
OBJECTIVE Mobile health (mHealth), defined as the use of mobile phones or applications in healthcare, has been developed to enhance asthma care; yet implementation is inconsistent, and few studies have focused on provider perspectives on use in daily practice. The purpose of this study was to explore primary care pediatric provider perspectives regarding mHealth use in clinical practice for children with asthma. METHODS A qualitative, descriptive approach was utilized to perform semi-structured interviews on asthma mHealth use with providers caring for children with asthma. Interview transcripts were coded by two independent investigators and any differences were reconciled. Interviews continued until thematic saturation was achieved. RESULTS AND CONCLUSIONS Seventeen pediatric providers were recruited and interviewed. Three themes identified included implementation benefits, implementation barriers, and reporting desires, with 11 subthemes. Many subthemes were consistent across providers (e.g. self-management benefits and electronic medical record integration), while others such as provider clinical burden and approach to integrating mHealth data reports into daily workflow demonstrated variability. Provider perspectives highlight the potential of mHealth applications in asthma self-management while offering challenges related to clinical burden and suggestions for reporting and workflow integration. These results provide valuable perspectives on mHealth use and reporting to ensure provider efficiency and technology-enhanced asthma care. This study investigates pediatric provider perspectives on asthma mobile health use and reporting in daily practice, a topic that has not sufficiently been explored within the literature. Results can guide best practices, encourage more consistent use, and maximize the benefits of asthma mHealth tools by providers.
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Affiliation(s)
- Megan D McDonald
- College of Medicine, Medical University of South Carolina, Anderson, SC, USA
| | - Danyel Dantzler
- Department of Pediatrics, Medical University of South Carolina, Charleston, SC, USA
| | - Michelle Nichols
- College of Medicine, Medical University of South Carolina, Anderson, SC, USA
| | - Sarah Miller
- College of Medicine, Medical University of South Carolina, Anderson, SC, USA
| | - Erin Dawley
- Department of Pediatrics, Medical University of South Carolina, Charleston, SC, USA
| | - Mason Walgrave
- Department of Pediatrics, Medical University of South Carolina, Charleston, SC, USA
| | - Andrea Denise Boan
- College of Health Professions, Medical University of South Carolina, Charleston, SC, USA
| | - Ronald J Teufel
- Department of Pediatrics, Medical University of South Carolina, Charleston, SC, USA
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Bocian IY, Chin AR, Rodriguez A, Collins W, Sindher SB, Chinthrajah RS. Asthma management in the digital age. FRONTIERS IN ALLERGY 2024; 5:1451768. [PMID: 39291253 PMCID: PMC11405314 DOI: 10.3389/falgy.2024.1451768] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2024] [Accepted: 08/05/2024] [Indexed: 09/19/2024] Open
Abstract
Asthma affects 25 million people in the United States, and its prevalence is increasing. Access to care and adherence to prescribed asthma-treatment programs remain the principal formidable challenges for asthma management. Telemedicine offers substantial opportunities for improved asthma care of patients across the full range of socioeconomic strata. Ever-improving digital tools for asthma assessment and treatment are key components of telemedicine platforms for asthma management. These include a variety of remote patient-monitoring devices, digital inhaler systems, and mobile-health applications that facilitate ongoing assessment and adherence to treatment protocols. Digital tools for monitoring treatment focus on tracking medication use, inhalation technique, and physiological markers such as peak-flow rate and pulse-oximetry. Telemedicine visits allow for elements of assessment via video, approximating or duplicating many aspects of in-person visits, such as evaluating a patient's general appearance, breathing effort, and cough. Challenges remain in ensuring equitable access to these technologies, especially in rural and low-income areas, and in maintaining patient privacy and data security in digital platforms.
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Affiliation(s)
- Ilan Y Bocian
- Department of Medicine, Sean N. Parker Center for Allergy and Asthma Research, Stanford University School of Medicine, Stanford, CA, United States
| | - Andrew R Chin
- Department of Medicine, Sean N. Parker Center for Allergy and Asthma Research, Stanford University School of Medicine, Stanford, CA, United States
| | - Alyssa Rodriguez
- Department of Medicine, Sean N. Parker Center for Allergy and Asthma Research, Stanford University School of Medicine, Stanford, CA, United States
| | - William Collins
- Department of Medicine, Sean N. Parker Center for Allergy and Asthma Research, Stanford University School of Medicine, Stanford, CA, United States
| | - Sayantani B Sindher
- Department of Medicine, Sean N. Parker Center for Allergy and Asthma Research, Stanford University School of Medicine, Stanford, CA, United States
| | - R Sharon Chinthrajah
- Department of Medicine, Sean N. Parker Center for Allergy and Asthma Research, Stanford University School of Medicine, Stanford, CA, United States
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Packham S, Ödling M, Bossios A, Konradsen JR, Stridsman C. Adherence to inhaled corticosteroid therapy and treatment escalation in the Swedish adult asthma population. Respir Med 2024; 231:107714. [PMID: 38885815 DOI: 10.1016/j.rmed.2024.107714] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/29/2024] [Revised: 06/09/2024] [Accepted: 06/12/2024] [Indexed: 06/20/2024]
Abstract
BACKGROUND Patients with uncontrolled asthma should be evaluated for medication adherence. This study aimed to identify characteristics associated with poor adherence to inhaled corticosteroids (ICS) and to explore adherence prior to treatment escalation. METHODS This nationwide longitudinal cohort study included adult asthma patients (n = 30880) with a healthcare visit including Asthma Control Test (ACT) and registered in the Swedish National Airway Register between 1 July 2017 and 28 February 2019 (index date). Patient data was crosslinked to other national registers. Treatment steps two years pre- and one year post-index, were identified by prescribed drugs. Poor adherence was defined as Medication Possession Ratio <80 %. RESULTS Poor adherence was identified in 73 % of patients in treatment steps 2-5, where of 35 % had uncontrolled asthma (ACT≤19). In adjusted models, poor adherence was associated with better disease control; ACT≤19 (OR 0.78, 95 % CI 0.71-0.84), short-acting β2-agonist (SABA) overuse (0.69, 0.61-0.79) and exacerbations (0.79, 0.70-0.89) in steps 2-3. Among patients with uncontrolled asthma, poor adherence was associated with SABA overuse (1.71, 1.50-1.95), exacerbations (1.29, 1.15-1.46), current smoking (1.38, 1.21-1.57) and inversely associated with asthma management education (0.85, 0.78-0.93. Similar results were observed in steps 4-5. When investigating post-index treatment, 53 % remained stationary, 30 % stepped down and 17 % escalated treatment. Prior to escalation, 49 % had poor adherence. CONCLUSIONS Poor ICS adherence was associated with better asthma control. Among uncontrolled patients, poor adherence was associated with SABA overuse and exacerbations. Our result highlights the importance of asthma management education to improve adherence in uncontrolled patients.
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Affiliation(s)
- Sylvia Packham
- Former employee at Teva Sweden AB, Helsingborg, Sweden; Dept of Public Health and Clinical Medicine, Division of Medicine/The OLIN-unit, Umeå University, Umeå, Sweden.
| | - Maria Ödling
- Department of Clinical Science and Education, Södersjukhuset, Karolinska Institutet, Stockholm, Sweden; Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden
| | - Apostolos Bossios
- Division of Lung and Airway Research, Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden; Karolinska Severe Asthma Center, Department of Respiratory Medicine and Allergy, Huddinge, Karolinska University Hospital, Stockholm, Sweden
| | - Jon R Konradsen
- Department of Women's and Children's Health, Karolinska Institutet, Stockholm, Sweden; Astrid Lindgren's Children's Hospital, Karolinska University Hospital, Stockholm, Sweden
| | - Caroline Stridsman
- Dept of Public Health and Clinical Medicine, Division of Medicine/The OLIN-unit, Umeå University, Umeå, Sweden
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Levy ML, Kocks JWH, Bosnic-Anticevich S, Safioti G, Reich M, Depietro M, Castro M, Farooqui N, Lugogo NL, Brown R, Hill T, Li T, Chrystyn H. Uncovering patterns of inhaler technique and reliever use: the value of objective, personalized data from a digital inhaler. NPJ Prim Care Respir Med 2024; 34:23. [PMID: 39164292 PMCID: PMC11336086 DOI: 10.1038/s41533-024-00382-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2024] [Accepted: 08/08/2024] [Indexed: 08/22/2024] Open
Abstract
Electronic inhalers provide information about patterns of routine inhaler use. During a 12-week study, 360 asthma patients using albuterol Digihaler generated 53,083 inhaler events that were retrospectively analyzed. A total of 41,528 (78%) of the recorded inhalation events were suitable for flow analysis (having a PIF ≥ 18 L/min and <120 L/min). Median PIF, inhalation volume, inhalation duration, and time to PIF for these events steadily decreased between the first and last 10 days of the study, by 5.1%, 12.6%, 15.9%, and 6.4%, respectively. Continuous short-acting beta2-agonist (SABA) overuse, defined as ≥2 SABA inhalations/week throughout the study period, was seen in 29% (n = 104) of patients. Of 260 patients with ≥1 instance of acute short-term SABA overuse, 55 (21%) had a confirmed exacerbation. Electronic recording of real-life inhaler use can capture valuable, objective information that could inform disease management and clinical decision-making.
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Affiliation(s)
| | - Janwillem W H Kocks
- General Practitioners Research Institute, Groningen, Netherlands
- Observational and Pragmatic Research Institute, Midview City, Singapore
- Groningen Research Institute Asthma and COPD (GRIAC), University of Groningen, University Medical Center Groningen, Groningen, Netherlands
- Department of Pulmonology, University of Groningen, University Medical Center Groningen, Groningen, Netherlands
| | | | | | - Michael Reich
- Teva Pharmaceutical Industries Ltd, Tel Aviv, Israel
| | - Michael Depietro
- Teva Branded Pharmaceutical Products R&D Inc., West Chester, PA, USA
- Incyte Corporation, Newark, DE, USA
| | - Mario Castro
- Division of Pulmonary, Critical Care and Sleep Medicine, University of Kansas School of Medicine, Kansas City, KS, USA
| | | | - Njira L Lugogo
- Division of Pulmonary and Critical Care Medicine, Department of Medicine, University of Michigan, Ann Arbor, MI, USA
| | - Randall Brown
- Teva Branded Pharmaceutical Products R&D Inc., West Chester, PA, USA
| | - Tanisha Hill
- Teva Branded Pharmaceutical Products R&D Inc., West Chester, PA, USA
| | - Thomas Li
- Teva Branded Pharmaceutical Products R&D Inc., West Chester, PA, USA
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Sulca Flores JA, Dalal AK, Sousa J, Foer D, Rodriguez JA, Plombon S, Bates DW, Arcia A, Rudin RS. Evaluation of a Primary Care-Integrated Mobile Health Intervention to Monitor between-Visit Asthma Symptoms. Appl Clin Inform 2024; 15:785-797. [PMID: 39357877 PMCID: PMC11446627 DOI: 10.1055/s-0044-1788978] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2024] [Accepted: 07/17/2024] [Indexed: 10/04/2024] Open
Abstract
OBJECTIVES This study aimed to evaluate implementation of a digital remote symptom monitoring intervention that delivered weekly symptom questionnaires and included the option to receive nurse callbacks via a mobile app for asthma patients in primary care. METHODS Research questions were structured by the NASSS (Nonadoption, Abandonment, Scale-up Spread, and Sustainability) framework. Quantitative and qualitative methods assessed scalability of the electronic health record (EHR)-integrated app intervention implemented in a 12-month randomized controlled trial. Data sources included patient asthma control questionnaires; app usage logs; EHRs; and interviews and discussions with patients, primary care providers (PCPs), and nurses. RESULTS We included app usage data from 190 patients and interview data from 21 patients and several clinician participants. Among 190 patients, average questionnaire completion rate was 72.3% and retention was 78.9% (i.e., 150 patients continued to use the app at the end of the trial period). App use was lower among Hispanic and younger patients and those with fewer years of education. Of 1,185 nurse callback requests offered to patients. Thirty-three (2.8%) were requested. Of 84 PCP participants, 14 (16.7%) accessed the patient-reported data in the EHR. Analyses showed that the intervention was appropriate for all levels of asthma control; had no major technical barriers; was desirable and useful for patient treatment; involved achievable tasks for patients; required modest role changes for clinicians; and was a minimal burden on the organization. CONCLUSION A clinically integrated symptom monitoring intervention has strong potential for sustained adoption. Inequitable adoption remains a concern. PCP use of patient-reported data during visits could improve intervention adoption but may not be required for patient benefits.
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Affiliation(s)
- Jorge A. Sulca Flores
- Division of General Internal Medicine Primary Care, Brigham and Women's Hospital, Boston, Massachusetts, United States
| | - Anuj K. Dalal
- Division of General Internal Medicine Primary Care, Brigham and Women's Hospital, Boston, Massachusetts, United States
- Harvard Medical School, Boston, Massachusetts, United States
| | - Jessica Sousa
- Health Care Division, RAND, Boston, Massachusetts, United States
| | - Dinah Foer
- Harvard Medical School, Boston, Massachusetts, United States
- Division of Allergy and Clinical Immunology, Brigham and Women's Hospital, Boston, Massachusetts, United States
| | - Jorge A. Rodriguez
- Division of General Internal Medicine Primary Care, Brigham and Women's Hospital, Boston, Massachusetts, United States
- Harvard Medical School, Boston, Massachusetts, United States
| | - Savanna Plombon
- Division of General Internal Medicine Primary Care, Brigham and Women's Hospital, Boston, Massachusetts, United States
| | - David W. Bates
- Division of General Internal Medicine Primary Care, Brigham and Women's Hospital, Boston, Massachusetts, United States
- Harvard Medical School, Boston, Massachusetts, United States
| | - Adriana Arcia
- Hahn School of Nursing and Health Science, University of San Diego, San Diego, California, United States
| | - Robert S. Rudin
- Health Care Division, RAND, Boston, Massachusetts, United States
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van Boven JFM, Lavorini F, Agh T, Sadatsafavi M, Patino O, Muresan B. Cost-Effectiveness and Impact on Health Care Utilization of Interventions to Improve Medication Adherence and Outcomes in Asthma and Chronic Obstructive Pulmonary Disease: A Systematic Literature Review. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. IN PRACTICE 2024; 12:1228-1243. [PMID: 38182099 DOI: 10.1016/j.jaip.2023.12.049] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 12/08/2023] [Accepted: 12/27/2023] [Indexed: 01/07/2024]
Abstract
BACKGROUND Poor adherence to asthma and chronic obstructive pulmonary disease maintenance therapies impairs health outcomes. Proven and cost-effective programs to promote adherence and persistence are not yet in regular widespread use. Implementation costs are a potential barrier to uptake of such programs. OBJECTIVE We undertook a systematic literature review and narrative synthesis of studies investigating the cost-effectiveness of treatment adherence-promoting programs or that determined their impact on health care budget directly or via health care resource use (HCRU). METHODS We identified relevant publications using Medline and PreMEDLINE (PubMed), Embase (Embase.com, Elsevier), and EconLit for publications between January 2000 and July 2021. We also searched clinical trial databases and selected conference proceedings. RESULTS Of 1,910 potentially relevant articles, 26 met prespecified inclusion criteria and underwent data extraction. Eleven reported a direct assessment of adherence, 15 included economic evaluations, and 17 described HCRU. None included an analysis of biologic medication use. When they were studied, interventions were often found to be highly cost-effective, with dominant incremental cost-effectiveness ratios in some cases. Reductions in direct costs and HCRU (health care visits, hospital admissions, and/or the use of medications, including add-on/reliever treatment and antibiotics) were frequently reported. Reported use of maintenance treatments improved in some studies. Counseling and/or digitally informed programs were used in all cases in which favorable outcomes were observed. CONCLUSIONS Adherence-promoting interventions are mostly cost-effective and often result in reduced HCRU and associated costs. Multidisciplinary care involving one-to-one advice and digitally enhanced communications appear to offer the greatest benefit.
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Affiliation(s)
- Job F M van Boven
- Department of Clinical Pharmacy and Pharmacology, Groningen Research Institute for Asthma and COPD, University Medical Centre Groningen, Groningen, University of Groningen, Groningen, The Netherlands.
| | - Federico Lavorini
- Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Tamas Agh
- Syreon Research Institute, Budapest, Hungary; Center for Health Technology Assessment and Pharmacoeconomic Research, University of Pecs, Pecs, Hungary
| | - Mohsen Sadatsafavi
- Respiratory Evaluation Sciences Program, Faculty of Pharmaceutical Sciences, University of British Columbia, Vancouver, British Columbia, Canada
| | - Oliver Patino
- Teva Pharmaceuticals Europe BV, Amsterdam, The Netherlands
| | - Bogdan Muresan
- Teva Pharmaceuticals Europe BV, Amsterdam, The Netherlands
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Mosnaim GS, Hoyte FCL, Safioti G, Brown R, Hill TD, Li T, Sagalovich K, DePietro M, Wechsler ME. Effectiveness of a Maintenance and Reliever Digihaler System in Asthma: 24-Week Randomized Study (CONNECT2). THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. IN PRACTICE 2024; 12:385-395.e4. [PMID: 38040117 DOI: 10.1016/j.jaip.2023.11.037] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/26/2023] [Revised: 11/07/2023] [Accepted: 11/25/2023] [Indexed: 12/03/2023]
Abstract
BACKGROUND Digital health tools have been shown to help address challenges in asthma control, including inhaler technique, treatment adherence, and short-acting β2-agonist overuse. The maintenance and reliever Digihaler System (DS) comprises 2 Digihaler inhalers (fluticasone propionate/salmeterol and albuterol) with an associated patient App and web-based Dashboard. Clinicians can review patients' inhaler use and Digihaler inhalation parameter data to support clinical decision-making. OBJECTIVE CONNECT2 evaluated asthma control in participants using the DS versus standard-of-care (SoC) maintenance and reliever inhalers. METHODS Participants (13 years or older) with uncontrolled asthma (Asthma Control Test [ACT] score <19) were randomized 4:3 (open-label) to the DS (n = 210) or SoC (n = 181) for 24 weeks. The primary endpoint was the proportion of patients achieving well-controlled asthma (ie, an ACT score ≥20 or increase from baseline of ≥3 units at week 24). RESULTS There was an 88.7% probability that participants using the DS would have greater odds of achieving improvement in asthma control compared with SoC after 24 weeks. The mean odds ratio (95% credible interval) for DS versus SoC was 1.35 (0.846-2.038), indicating a 35% higher odds of improved asthma control with the DS. The DS group had more clinician-participant interactions versus SoC, mainly addressing a poor inhaler technique. DS participants' maintenance treatment adherence was good (month 1: 79.2%; month 6: 68.6%); reliever use decreased by 38.2% versus baseline. App and Dashboard usability was rated "good." CONCLUSION The positive results in asthma control in this study after 24 weeks demonstrate the effectiveness of the DS in asthma management.
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Affiliation(s)
- Giselle S Mosnaim
- Division of Pulmonary, Allergy and Critical Care, Department of Medicine, NorthShore University Health System, Evanston, Ill.
| | - Flavia C L Hoyte
- Division of Allergy/Immunology, Department of Medicine, National Jewish Health, Denver, Colo; University of Colorado Hospital, Aurora, Colo
| | | | - Randall Brown
- Teva Branded Pharmaceutical Products R&D, Inc., Parsippany, NJ
| | - Tanisha D Hill
- Teva Branded Pharmaceutical Products R&D, Inc., Parsippany, NJ
| | - Thomas Li
- Teva Branded Pharmaceutical Products R&D, Inc., Parsippany, NJ
| | | | | | - Michael E Wechsler
- Division of Allergy/Immunology, Department of Medicine, National Jewish Health, Denver, Colo; University of Colorado Hospital, Aurora, Colo
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Pongdee T, Brunner WM, Kanuga MJ, Sussman JH, Wi CI, Juhn YJ. Rural Health Disparities in Allergy, Asthma, and Immunologic Diseases: The Current State and Future Direction for Clinical Care and Research. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. IN PRACTICE 2024; 12:334-344. [PMID: 38013156 PMCID: PMC11089647 DOI: 10.1016/j.jaip.2023.11.030] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/31/2023] [Revised: 10/06/2023] [Accepted: 11/08/2023] [Indexed: 11/29/2023]
Abstract
Rural health disparities are well documented and continue to jeopardize the long-term health and wellness for the millions of individuals who live in rural America. The disparities observed between urban and rural residents encompass numerous morbidity and mortality measures for several chronic diseases and have been referred to as the "rural mortality penalty." Although the unmet health needs of rural communities are widely acknowledged, little is known about rural health disparities in allergies, asthma, and immunologic diseases. Furthermore, the intersection between rural health disparities and social determinants of health has not been fully explored. To achieve a more complete understanding of the factors that perpetuate rural health disparities, greater research efforts followed by improved practice and policy are needed that account for the complex social context within rural communities rather than a general comparison between urban and rural environments or focusing on biomedical factors. Moreover, research efforts must prioritize community inclusion throughout rural areas through meaningful engagement of stakeholders in both clinical care and research. In this review, we examine the scope of health disparities in the rural United States and the impact of social determinants of health. We then detail the current state of rural health disparities in the field of allergy, asthma, and immunology. To close, we offer future considerations to address knowledge gaps and unmet needs for both clinical care and research in addressing rural health disparities.
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Affiliation(s)
- Thanai Pongdee
- Division of Allergic Diseases, Mayo Clinic, Rochester, Minn.
| | - Wendy M Brunner
- Center for Rural Community Health, Bassett Research Institute, Bassett Medical Center, Cooperstown, NY
| | - Mansi J Kanuga
- Division of Allergic Diseases, Mayo Clinic Health System, Red Wing, Minn
| | | | - Chung-Il Wi
- Precision Population Science Lab, Mayo Clinic, Rochester, Minn; Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, Minn
| | - Young J Juhn
- Precision Population Science Lab, Mayo Clinic, Rochester, Minn; Department of Pediatric and Adolescent Medicine, Mayo Clinic, Rochester, Minn; Office of Mayo Clinic Health System Research, Mayo Clinic Health System, Rochester, Minn.
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Sosnowski TR. Towards More Precise Targeting of Inhaled Aerosols to Different Areas of the Respiratory System. Pharmaceutics 2024; 16:97. [PMID: 38258107 PMCID: PMC10818612 DOI: 10.3390/pharmaceutics16010097] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2023] [Revised: 01/02/2024] [Accepted: 01/08/2024] [Indexed: 01/24/2024] Open
Abstract
Pharmaceutical aerosols play a key role in the treatment of lung disorders, but also systemic diseases, due to their ability to target specific areas of the respiratory system (RS). This article focuses on identifying and clarifying the influence of various factors involved in the generation of aerosol micro- and nanoparticles on their regional distribution and deposition in the RS. Attention is given to the importance of process parameters during the aerosolization of liquids or powders and the role of aerosol flow dynamics in the RS. The interaction of deposited particles with the fluid environment of the lung is also pointed out as an important step in the mass transfer of the drug to the RS surface. The analysis presented highlights the technical aspects of preparing the precursors to ensure that the properties of the aerosol are suitable for a given therapeutic target. Through an analysis of existing technical limitations, selected strategies aimed at enhancing the effectiveness of targeted aerosol delivery to the RS have been identified and presented. These strategies also include the use of smart inhaling devices and systems with built-in AI algorithms.
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Affiliation(s)
- Tomasz R Sosnowski
- Faculty of Chemical and Process Engineering, Warsaw University of Technology, Waryńskiego 1, 00-645 Warsaw, Poland
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13
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Ramirez LG, Wu AC. Improving Difficult-to-Treat Asthma With Digital Inhaler Adherence Technologies: Are We There Yet? THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. IN PRACTICE 2023; 11:3074-3075. [PMID: 37805222 DOI: 10.1016/j.jaip.2023.08.001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 08/01/2023] [Accepted: 08/02/2023] [Indexed: 10/09/2023]
Affiliation(s)
- Lourdes G Ramirez
- Division of Allergy and Clinical Immunology, Brigham and Women's Hospital and Harvard Medical School, Boston, Mass.
| | - Ann Chen Wu
- Department of Population Medicine, Harvard Pilgrim Health Care Institute and Harvard Medical School, Boston, Mass
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14
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Ahmed Kamal M, Ismail Z, Shehata IM, Djirar S, Talbot NC, Ahmadzadeh S, Shekoohi S, Cornett EM, Fox CJ, Kaye AD. Telemedicine, E-Health, and Multi-Agent Systems for Chronic Pain Management. Clin Pract 2023; 13:470-482. [PMID: 36961067 PMCID: PMC10037594 DOI: 10.3390/clinpract13020042] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/07/2023] [Revised: 03/12/2023] [Accepted: 03/16/2023] [Indexed: 03/25/2023] Open
Abstract
Telemedicine, telehealth, and E-health all offer significant benefits for pain management and healthcare services by fostering the physician-patient relationship in otherwise challenging circumstances. A critical component of these artificial-intelligence-based health systems is the "agent-based system", which is rapidly evolving as a means of resolving complicated or straightforward problems. Multi-Agent Systems (MAS) are well-established modeling and problem-solving modalities that model and solve real-world problems. MAS's core concept is to foster communication and cooperation among agents, which are broadly considered intelligent autonomous factors, to address diverse challenges. MAS are used in various telecommunications applications, including the internet, robotics, healthcare, and medicine. Furthermore, MAS and information technology are utilized to enhance patient-centered palliative care. While telemedicine, E-health, and MAS all play critical roles in managing chronic pain, the published research on their use in treating chronic pain is currently limited. This paper discusses why telemedicine, E-health, and MAS are the most critical novel technologies for providing healthcare and managing chronic pain. This review also provides context for identifying the advantages and disadvantages of each application's features, which may serve as a useful tool for researchers.
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Affiliation(s)
| | - Zainab Ismail
- Faculty of Medicine, Menoufia University, Shiben El Kom 51123, Egypt
| | - Islam Mohammad Shehata
- Department of Anesthesiology, Faculty of Medicine, Ain Shams University, Cairo 11517, Egypt
| | - Soumia Djirar
- Department of Ophthalmology, University of Montreal, Montreal, QC H3T 1J4, Canada
| | - Norris C Talbot
- School of Medicine, Louisiana State University Health Sciences Center at Shreveport, Shreveport, LA 71103, USA
| | - Shahab Ahmadzadeh
- Department of Anesthesiology, Louisiana State University Health Sciences Center at Shreveport, Shreveport, LA 71103, USA
| | - Sahar Shekoohi
- Department of Anesthesiology, Louisiana State University Health Sciences Center at Shreveport, Shreveport, LA 71103, USA
| | - Elyse M Cornett
- Department of Anesthesiology, Louisiana State University Health Sciences Center at Shreveport, Shreveport, LA 71103, USA
| | - Charles J Fox
- Department of Anesthesiology, Louisiana State University Health Sciences Center at Shreveport, Shreveport, LA 71103, USA
| | - Alan D Kaye
- Department of Anesthesiology, Louisiana State University Health Sciences Center at Shreveport, Shreveport, LA 71103, USA
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15
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Nanda A, Siles R, Park H, Louisias M, Ariue B, Castillo M, Anand MP, Nguyen AP, Jean T, Lopez M, Altisheh R, Pappalardo AA. Ensuring equitable access to guideline-based asthma care across the lifespan: Tips and future directions to the successful implementation of the new NAEPP 2020 guidelines, a Work Group Report of the AAAAI Asthma, Cough, Diagnosis, and Treatment Committee. J Allergy Clin Immunol 2023; 151:869-880. [PMID: 36720288 DOI: 10.1016/j.jaci.2023.01.017] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2022] [Revised: 01/08/2023] [Accepted: 01/19/2023] [Indexed: 01/29/2023]
Abstract
The most recent recommendations from the 2020 National Asthma Education and Prevention Program Update and Global Initiative for Asthma 2021 guide evidence-based clinical decision making. However, given the present state of health disparities by age, income, and race, the equitable implementation and dissemination of these guidelines will be unlikely without further guidance. This work group report reviews the current state of the new asthma guideline implementation; presents updated evidence-based therapeutic options with attention to specific patient populations; and addresses barriers to the implementation of these guidelines in minoritized, historically marginalized, and underresourced communities. Allergists and immunologists can use practical ways to accomplish the goals of improved asthma care access and advanced asthma care across the life span, with specific considerations to historically marginalized populations. Modifiable barriers to guideline implementation include financial barriers, environmental factors, and allergy subspecialty access and care coordination. Various programs to improve access to guideline-based asthma care include community programs, school-based asthma programs, and digital health solutions, with an emphasis on reducing disparities by race.
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Affiliation(s)
- Anil Nanda
- Asthma and Allergy Center, Lewisville-Flower Mound; Division of Allergy and Immunology, University of Texas Southwestern Medical Center, Dallas
| | - Roxana Siles
- Department of Allergy and Clinical Immunology, Respiratory Institute, Cleveland Clinic Foundation, Cleveland
| | - Henna Park
- Department of Pediatrics, University of Illinois Hospital, Chicago
| | - Margee Louisias
- Department of Medicine, Division of Allergy and Clinical Immunology, Brigham and Women's Hospital, Cleveland; Department of Immunology, Boston Children's Hospital, Boston; Harvard Medical School, Boston
| | - Barbara Ariue
- Department of Pediatrics, Division of Allergy/Immunology, Loma Linda Children's Hospital, Loma Linda
| | - Maria Castillo
- Department of Medical Education at Driscoll Children's Hospital, Corpus Christi
| | - Mahesh Padukudru Anand
- Department of Respiratory Medicine, JSS Medical College, JSS Academy of Higher Education and Research, Mysore
| | - Anh P Nguyen
- Division of Allergy, Immunology, and Rheumatology, Department of Pediatrics, School of Medicine, University of California Davis, Sacramento
| | - Tiffany Jean
- Division of Basic and Clinical Immunology, Department of Medicine, University of California Irvine, Orange
| | - Michael Lopez
- Division of Basic and Clinical Immunology, Department of Medicine, University of California Irvine, Orange
| | - Roula Altisheh
- Department of Allergy and Clinical Immunology, Respiratory Institute, Cleveland Clinic Foundation, Cleveland
| | - Andrea A Pappalardo
- Department of Pediatrics, Department of Medicine, University of Illinois at Chicago, Chicago
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16
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Siddiqui S, Haf Davies E, Afshar M, Denlinger LC. Clinical Trial Design Innovations for Precision Medicine in Asthma. ADVANCES IN EXPERIMENTAL MEDICINE AND BIOLOGY 2023; 1426:395-412. [PMID: 37464130 DOI: 10.1007/978-3-031-32259-4_17] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/20/2023]
Abstract
Severe asthma is a spectrum disorder with numerous subsets, many of which are defined by clinical history and a general predisposition for T2 inflammation. Most of the approved therapies for severe asthma have required clinical trial designs with population enrichment for exacerbation frequency and/or elevation of blood eosinophils. Moving beyond this framework will require trial designs that increase efficiency for studying nondominant subsets and continue to improve upon biomarker signatures. In addition to reviewing the current literature on biomarker-informed trials for severe asthma, this chapter will also review the advantages of master protocols and adaptive design methods for establishing the efficacy of new interventions in prospectively defined subsets of patients. The incorporation of methods that allow for data collection outside of traditional study visits at academic centers, called remote decentralized trial design, is a growing trend that may increase diversity in study participation and allow for enhanced resiliency during the COVID-19 pandemic. Finally, reaching the goals of precision medicine in asthma will require increased emphasis on effectiveness studies. Recent advances in real-world data utilization from electronic health records are also discussed with a view toward pragmatic trial designs that could also incorporate the evaluation of biomarker signatures.
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Affiliation(s)
- Salman Siddiqui
- National Heart and Lung Institute, Imperial College, London, England, UK
| | | | - Majid Afshar
- Division of Allergy, Pulmonary and Critical Care, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA
| | - Loren C Denlinger
- Division of Allergy, Pulmonary and Critical Care, Department of Medicine, University of Wisconsin School of Medicine and Public Health, Madison, WI, USA.
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17
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Zhou X, Zhang P, Tan H, Dong B, Jing Z, Wu H, Luo J, Zhang Y, Zhang J, Sun X. Progress in diagnosis and treatment of difficult-to-treat asthma in children. Ther Adv Respir Dis 2023; 17:17534666231213637. [PMID: 38069568 PMCID: PMC10710755 DOI: 10.1177/17534666231213637] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/09/2023] [Accepted: 10/23/2023] [Indexed: 12/18/2023] Open
Abstract
At present, medications containing inhaled corticosteroids (ICS-containing) are the keystones of asthma treatment. The majority of asthmatic children can significantly improve clinical outcomes with little worsening by standardized inhaled glucocorticoid treatment, but there is still a small proportion of children who are unable to achieve good symptom control even after the maximum standardized treatment, known as 'children with difficult-to-treat asthma (DA)'. The high heterogeneity of DA makes therapy challenging and expensive, which poses a serious risk to children's health and makes it extremely difficult for clinical physicians to accurately identify and treat children with DA. This article reviews the definition, evaluation, and treatment of this asthma in order to provide a reference for optimal clinical decision-making.
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Affiliation(s)
- Xuehua Zhou
- Department of Pediatrics, Xijing Hospital, The Fourth Military Medical University, Xi’an, Shaanxi, China
| | - Panpan Zhang
- Department of Pediatrics, Xijing Hospital, The Fourth Military Medical University, Xi’an, Shaanxi, China
| | - Hong Tan
- Department of Pediatrics, Xijing Hospital, The Fourth Military Medical University, Xi’an, Shaanxi, China
| | - Bo Dong
- Department of Pediatrics, Xijing Hospital, The Fourth Military Medical University, Xi’an, Shaanxi, China
| | - Zenghui Jing
- Department of Pediatrics, Xijing Hospital, The Fourth Military Medical University, Xi’an, Shaanxi, China
| | - Huajie Wu
- Department of Pediatrics, Xijing Hospital, The Fourth Military Medical University, Xi’an, Shaanxi, China
| | - Jianfeng Luo
- Department of Pediatrics, Xijing Hospital, The Fourth Military Medical University, Xi’an, Shaanxi, China
| | - Yao Zhang
- Department of Pediatrics, Xijing Hospital, The Fourth Military Medical University, Xi’an, Shaanxi, China
| | - Juan Zhang
- Department of Pediatrics, Xijing Hospital, The Fourth Military Medical University, No. 127, Changle West Road, Xi’an, Shaanxi 710032, China
| | - Xin Sun
- Department of Pediatrics, Xijing Hospital, The Fourth Military Medical University, No. 127, Changle West Road, Xi’an, Shaanxi 710032, China
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Pleasants RA, Chan AH, Mosnaim G, Costello RW, Dhand R, Schworer SA, Merchant R, Tilley SL. Integrating digital inhalers into clinical care of patients with asthma and chronic obstructive pulmonary disease. Respir Med 2022; 205:107038. [PMID: 36446239 DOI: 10.1016/j.rmed.2022.107038] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 09/04/2022] [Revised: 10/21/2022] [Accepted: 11/02/2022] [Indexed: 11/09/2022]
Abstract
Modernizing inhaled medications through digital technology can help address persistent problems of non-adherence and poor inhaler technique in patients with obstructive lung diseases. With a growing body of supportive clinical studies, advances in digital inhaler sensors and platforms, greater support from payers and healthcare organizations, significant growth with these technologies is expected. While all digital (smart) inhalers record adherence, these are distinguished by their compatibility with commercial inhalers, capabilities to guide inhaler technique, use of patient-reported outcomes, and user-friendliness for both the healthcare professional (HCP) and patient. Due to the complexity and novelty of employing digital inhalers, collaboration with multiple entities within health systems is necessary and a well-planned integration is needed. For HCPs and patients, cybersecurity and privacy are critical, it will require review by each healthcare organization. In the US, some payers reimburse for remote monitoring using digital inhalers, but reimbursement is currently unavailable in other countries. There are several models for remote patient care, as employing an active, ongoing digital interface between the HCP and patient or they may choose to only review data at clinical encounters. Personalization of therapies and feedback are key to success. While digital inhaler malfunction uncommonly occurs, patient attrition over a year is significant. Some patients will be challenged to use digital platforms or have the necessary technology. Additional research is needed to address cost-effectiveness, in vivo accuracy of inspiratory measurement capable devices, ability to teach inhaler technique, their application for monitoring lung function, and lastly real-world adoption and implementation in routine clinical practice.
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Affiliation(s)
- Roy A Pleasants
- Division of Pulmonary Diseases and Critical Care Medicine, Department of Medicine, University of North Carolina, Chapel Hill, NC, USA.
| | - Amy Hy Chan
- Faculty of Medical and Health Sciences, University of Auckland, USA.
| | - Giselle Mosnaim
- NorthShore University Health System, Clinical Associate Professor at the University of Chicago Pritzker School of Medicine, USA.
| | - Richard W Costello
- Royal College of Surgeons Ireland, 123 St Stephen's Green, Dublin 2, D02 YN77, Ireland.
| | - Rajiv Dhand
- Division of Pulmonary and Critical Care Medicine, University of Tennessee Graduate School of Medicine, Knoxville, TN, USA.
| | - Stephen A Schworer
- Division of Rheumatology, Allergy, and Immunology, Department of Medicine, University of North Carolina Chapel Hill, Chapel Hill, NC, USA.
| | - Rajan Merchant
- Woodland Clinic Medical Group, Dignity Health Medical Foundation, CommonSpirit Health Research Institute, CommonSpirit Health Dignity Health, Woodland Clinic, 632 W Gibson Rd, Woodland, CA, USA.
| | - Stephen L Tilley
- Division of Pulmonary Diseases and Critical Care Medicine, Department of Medicine, University of North Carolina, Chapel Hill, NC, USA.
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19
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Rehman N, Portnoy J, Wu AC. Could Telemedicine Be Here to Stay? Understanding the Rapidly Changing Landscape of Telemedicine in Allergy and Immunology Practice. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. IN PRACTICE 2022; 10:2550-2551. [PMID: 36216459 PMCID: PMC9538626 DOI: 10.1016/j.jaip.2022.08.012] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Subscribe] [Scholar Register] [Received: 08/08/2022] [Accepted: 08/09/2022] [Indexed: 11/05/2022]
Affiliation(s)
- Narmeen Rehman
- Wayne State University School of Medicine, Ann Arbor, Mich
| | - Jay Portnoy
- Children’s Mercy Kansas City, University of Missouri-Kansas City School of Medicine, Kansas City, Mo
| | - Ann Chen Wu
- Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, Boston, Mass,Corresponding author: Ann Chen Wu, MD, MPH, Department of Population Medicine, Harvard Medical School and Harvard Pilgrim Health Care Institute, 401 Park Dr, Ste 401, Boston, MA 02215
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