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Izmailova ES, Middleton D, Yunis R, Lakeland J, Sowalsky K, Kling J, Ritchie A, Guo CC, Byrom B, Kern S. Implementing sensor-based digital health technologies in clinical trials: Key considerations from the eCOA Consortium. Clin Transl Sci 2024; 17:e70054. [PMID: 39491883 PMCID: PMC11532371 DOI: 10.1111/cts.70054] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/07/2024] [Revised: 10/02/2024] [Accepted: 10/11/2024] [Indexed: 11/05/2024] Open
Abstract
The increased use of sensor-based digital health technologies (DHTs) in clinical trials brought to light concerns about implementation practices that might introduce burden on trial participants, resulting in suboptimal compliance and become an additional complicating factor in clinical trial conduct. These concerns may contribute to the lower-than-anticipated uptake of DHT deployment and data use for regulatory decision-making, despite well-articulated benefits. The Electronic Clinical Outcome Assessment (eCOA) Consortium gathered collective experience on deploying sensor-based DHTs and supplemented this with relevant literature focusing on mechanisms that may enhance participant compliance. The process for DHT implementation starts with identifying a clinical concept of interest followed by a digital measure selection, defining active or passive data capture and their sources, the number of sensors with respective body location, plus the duration and frequency of use in the context of perceived participant burden. Roundtable discussions among patient groups, physicians, and technology providers prior to protocol development can be very impactful for optimizing trial design. While diversity and inclusion are essential for any clinical trial, patient populations should be considered carefully in the context of trial-specific aims, requirements, and anticipated patient burden. Minimizing site burden includes assessment of training, research engagement, and logistical burden which needs to be triaged differently for early and late-stage clinical trials. Additional considerations include sharing trial results with study participants and leveraging publicly available data for compliance modeling. To the best of our knowledge, this report provides holistic considerations for sensor-based DHT implementation that may optimize participant compliance.
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Wellmann N, Marc MS, Stoicescu ER, Pescaru CC, Trusculescu AA, Martis FG, Ciortea I, Crisan AF, Balica MA, Velescu DR, Fira-Mladinescu O. Enhancing Adult Asthma Management: A Review on the Utility of Remote Home Spirometry and Mobile Applications. J Pers Med 2024; 14:852. [PMID: 39202043 PMCID: PMC11355136 DOI: 10.3390/jpm14080852] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2024] [Revised: 07/25/2024] [Accepted: 08/09/2024] [Indexed: 09/03/2024] Open
Abstract
Asthma is a prevalent chronic disease, contributing significantly to the global burden of disease and economic costs. Despite advances in treatment, inadequate disease management and reliance on reliever medications lead to preventable deaths. Telemedicine, defined as the use of information and communication technology to improve healthcare access, has gained global attention, especially during the COVID-19 pandemic. This systematic review examines the effectiveness of home monitoring systems in managing severe asthma. A systematic literature search was conducted in PubMed, Web of Science, Scopus, and Cochrane Library, focusing on studies from 2014 to 2024. Fourteen studies involving 9093 patients were analyzed. The results indicate that telemedicine, through tools such as mobile applications and portable spirometers, positively impacts asthma control, self-management, and quality of life. Home spirometry, in particular, shows strong agreement with clinic spirometry, offering a feasible alternative for continuous monitoring. Digital coaching and machine learning-based telemedicine applications also demonstrate significant potential in improving asthma outcomes. However, challenges such as technology accessibility, data privacy, and the need for standardized protocols remain. This review highlights the promise of telemedicine in asthma management and calls for further research to optimize its implementation and address existing barriers.
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Affiliation(s)
- Norbert Wellmann
- Center for Research and Innovation in Personalised Medicine of Respiratory Diseases (CRIPMRD), “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania; (N.W.); (C.C.P.); (A.A.T.); (F.G.M.); (A.F.C.); (D.R.V.); (O.F.-M.)
- Pulmonology University Clinic, “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania
- Doctoral School, “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania; (E.R.S.); (I.C.); (M.A.B.)
| | - Monica Steluta Marc
- Center for Research and Innovation in Personalised Medicine of Respiratory Diseases (CRIPMRD), “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania; (N.W.); (C.C.P.); (A.A.T.); (F.G.M.); (A.F.C.); (D.R.V.); (O.F.-M.)
- Pulmonology University Clinic, “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania
| | - Emil Robert Stoicescu
- Doctoral School, “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania; (E.R.S.); (I.C.); (M.A.B.)
- Research Center for Pharmaco-Toxicological Evaluations, “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square No. 2, 300041 Timisoara, Romania
- Radiology and Medical Imaging University Clinic, “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square No. 2, 300041 Timisoara, Romania
| | - Camelia Corina Pescaru
- Center for Research and Innovation in Personalised Medicine of Respiratory Diseases (CRIPMRD), “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania; (N.W.); (C.C.P.); (A.A.T.); (F.G.M.); (A.F.C.); (D.R.V.); (O.F.-M.)
- Pulmonology University Clinic, “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania
| | - Ana Adriana Trusculescu
- Center for Research and Innovation in Personalised Medicine of Respiratory Diseases (CRIPMRD), “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania; (N.W.); (C.C.P.); (A.A.T.); (F.G.M.); (A.F.C.); (D.R.V.); (O.F.-M.)
- Pulmonology University Clinic, “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania
| | - Flavia Gabriela Martis
- Center for Research and Innovation in Personalised Medicine of Respiratory Diseases (CRIPMRD), “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania; (N.W.); (C.C.P.); (A.A.T.); (F.G.M.); (A.F.C.); (D.R.V.); (O.F.-M.)
- Pulmonology University Clinic, “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania
- Doctoral School, “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania; (E.R.S.); (I.C.); (M.A.B.)
| | - Ioana Ciortea
- Doctoral School, “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania; (E.R.S.); (I.C.); (M.A.B.)
| | - Alexandru Florian Crisan
- Center for Research and Innovation in Personalised Medicine of Respiratory Diseases (CRIPMRD), “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania; (N.W.); (C.C.P.); (A.A.T.); (F.G.M.); (A.F.C.); (D.R.V.); (O.F.-M.)
- Research Center for the Assessment of Human Motion, Functionality and Disability (CEMFD), “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania
| | - Madalina Alexandra Balica
- Doctoral School, “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania; (E.R.S.); (I.C.); (M.A.B.)
- Infectious Diseases University Clinic, Department of Infectious Diseases, “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania
| | - Diana Raluca Velescu
- Center for Research and Innovation in Personalised Medicine of Respiratory Diseases (CRIPMRD), “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania; (N.W.); (C.C.P.); (A.A.T.); (F.G.M.); (A.F.C.); (D.R.V.); (O.F.-M.)
| | - Ovidiu Fira-Mladinescu
- Center for Research and Innovation in Personalised Medicine of Respiratory Diseases (CRIPMRD), “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania; (N.W.); (C.C.P.); (A.A.T.); (F.G.M.); (A.F.C.); (D.R.V.); (O.F.-M.)
- Pulmonology University Clinic, “Victor Babes” University of Medicine and Pharmacy Timisoara, Eftimie Murgu Square 2, 300041 Timisoara, Romania
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Hakizimana A, Devani P, Gaillard EA. Current technological advancement in asthma care. Expert Rev Respir Med 2024; 18:499-512. [PMID: 38992946 DOI: 10.1080/17476348.2024.2380067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/24/2024] [Accepted: 07/10/2024] [Indexed: 07/13/2024]
Abstract
INTRODUCTION Asthma is a common chronic respiratory disease affecting 262 million people globally, causing half a million deaths each year. Poor asthma outcomes are frequently due to non-adherence to medication, poor engagement with asthma services, and a lack of objective diagnostic tests. In recent years, technologies have been developed to improve diagnosis, monitoring, and care. AREAS COVERED Technology has impacted asthma care with the potential to improve patient outcomes, reduce healthcare costs, and provide personalized management. We focus on current evidence on home diagnostics and monitoring, remote asthma reviews, and digital smart inhalers. PubMed, Ovid/Embase, Cochrane Library, Scopus and Google Scholar were searched in November 2023 with no limit by year of publication. EXPERT OPINION Advanced diagnostic technologies have enabled early asthma detection and personalized treatment plans. Mobile applications and digital therapeutics empower patients to manage their condition and improve adherence to treatments. Telemedicine platforms and remote monitoring devices have the potential to streamline asthma care. AI algorithms can analyze patient data and predict exacerbations in proof-of-concept studies. Technology can potentially provide precision medicine to a wider patient group in the future, but further development is essential for implementation into routine care which in itself will be a major challenge.
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Affiliation(s)
- Ali Hakizimana
- Department of Paediatric Respiratory Medicine. Leicester Children's Hospital, University Hospitals Leicester, Leicester, UK
| | - Pooja Devani
- Department of Paediatric Respiratory Medicine. Leicester Children's Hospital, University Hospitals Leicester, Leicester, UK
- Department of Respiratory Sciences, Leicester NIHR Biomedical Research Centre (Respiratory Theme), University of Leicester, Leicester, UK
| | - Erol A Gaillard
- Department of Paediatric Respiratory Medicine. Leicester Children's Hospital, University Hospitals Leicester, Leicester, UK
- Department of Respiratory Sciences, Leicester NIHR Biomedical Research Centre (Respiratory Theme), University of Leicester, Leicester, UK
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Au CY, Koh KJX, Lim HF, Bhagat AAS. Metered-Dose Inhaler Spacer with Integrated Spirometer for Home-Based Asthma Monitoring and Drug Uptake. Bioengineering (Basel) 2024; 11:552. [PMID: 38927788 PMCID: PMC11200977 DOI: 10.3390/bioengineering11060552] [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: 03/04/2024] [Revised: 05/15/2024] [Accepted: 05/22/2024] [Indexed: 06/28/2024] Open
Abstract
This work introduces Spiromni, a single device incorporating three different pressurised metered-dose inhaler (pMDI) accessories: a pMDI spacer, an electronic monitoring device (EMD), and a spirometer. While there are devices made to individually address the issues of technique, adherence and monitoring, respectively, for asthma patients as laid out in the Global Initiative for Asthma's (GINA) global strategy for asthma management and prevention, Spiromni was designed to address all three issues using a single, combination device. Spiromni addresses the key challenge of measuring both inhalation and exhalation profiles, which are different by an order of magnitude. Moreover, the innovative design prevents exhalation from entering the spacer chamber and prevents medication loss during inhalation using umbrella valves without a loss in flow velocity. Apart from recording the peak exhalation flow rate, data from the sensors allow us to extract other key lung volume and capacities measures similar to a medical pulmonary function test. We believe this low-cost portable multi-functional device will benefit both asthma patients and clinicians in the management of the disease.
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Affiliation(s)
- Cheuk-Yan Au
- Institute for Health Innovation & Technology (iHealthtech), National University of Singapore (NUS) MD6, 14 Medical Drive, #14-01, Singapore 117599, Singapore; (C.-Y.A.); (K.J.X.K.)
| | - Kelleen J. X. Koh
- Institute for Health Innovation & Technology (iHealthtech), National University of Singapore (NUS) MD6, 14 Medical Drive, #14-01, Singapore 117599, Singapore; (C.-Y.A.); (K.J.X.K.)
| | - Hui Fang Lim
- Division of Respiratory and Critical Care Medicine, Department of Medicine, National University Health System, Singapore 119074, Singapore;
| | - Ali Asgar Saleem Bhagat
- Institute for Health Innovation & Technology (iHealthtech), National University of Singapore (NUS) MD6, 14 Medical Drive, #14-01, Singapore 117599, Singapore; (C.-Y.A.); (K.J.X.K.)
- Department of Biomedical Engineering, National University of Singapore (NUS), 4 Engineering Drive 3, Singapore 117583, Singapore
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Wilson CL, McLaughlin C, Cairncross A, Gabbay E, Noble PB, Blakey JD, Crawford AL. Home spirometry appears accurate and feasible for monitoring chronic respiratory disease. ERJ Open Res 2024; 10:00937-2023. [PMID: 38770006 PMCID: PMC11103683 DOI: 10.1183/23120541.00937-2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2023] [Accepted: 02/25/2024] [Indexed: 05/22/2024] Open
Abstract
Spirometry is underutilised and can be difficult to access. This study assessed the accuracy and feasibility of home spirometry compared to gold standard. Findings suggest home spirometry is accurate and feasible across many respiratory disease groups. https://bit.ly/42TLoYd.
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Affiliation(s)
- Caitlin L. Wilson
- School of Human Sciences, The University of Western Australia, Perth, Australia
| | - Claire McLaughlin
- Respiratory West, St John of God Healthcare Subiaco, Subiaco, Australia
| | - Alvenia Cairncross
- School of Human Sciences, The University of Western Australia, Perth, Australia
| | - Eli Gabbay
- Respiratory West, St John of God Healthcare Subiaco, Subiaco, Australia
| | - Peter B. Noble
- School of Human Sciences, The University of Western Australia, Perth, Australia
| | - John D. Blakey
- Department of Respiratory Medicine, Sir Charles Gairdner Hospital, Nedlands, Australia
- School of Medicine, Curtin University, Bentley, Australia
| | - Alice L. Crawford
- Department of Respiratory Medicine, Sir Charles Gairdner Hospital, Nedlands, Australia
- School of Medicine, Curtin University, Bentley, Australia
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Burbank AJ, Laux J, Brown J, Sims M, Ivins S, Hernandez ML. Home spirometry monitoring to identify loss of asthma control in adolescents. Pediatr Pulmonol 2024; 59:1117-1119. [PMID: 38224240 PMCID: PMC10978234 DOI: 10.1002/ppul.26856] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/15/2023] [Accepted: 01/01/2024] [Indexed: 01/16/2024]
Affiliation(s)
| | - Jeff Laux
- North Carolina Translational and Clinical Sciences Institute (NC TraCS), University of North Carolina, Chapel Hill, NC, USA
| | - Jessica Brown
- Center for Environmental Medicine, Asthma and Lung Biology, University of North Carolina, Chapel Hill, NC, USA
| | - Misha Sims
- School of Medicine, University of North Carolina, Chapel Hill, NC, USA
| | - Sally Ivins
- Center for Environmental Medicine, Asthma and Lung Biology, University of North Carolina, Chapel Hill, NC, USA
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Williams Z, Hull JH, Ge Y, Ming J, Roberts C, Rhamie S, Patel PH. Feasibility and value of a domiciliary spirometry programme in the assessment of severe asthma: a real-world evaluation. ERJ Open Res 2023; 9:00635-2023. [PMID: 38152082 PMCID: PMC10752269 DOI: 10.1183/23120541.00635-2023] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/30/2023] [Accepted: 11/02/2023] [Indexed: 12/29/2023] Open
Abstract
Background Domiciliary spirometry (DS) is a novel tool that is widely employed in the assessment of respiratory disease. We assessed real-world feasibility, effectiveness and value of a physiologist-led home spirometry programme in patients with treatment-refractory severe asthma. Methods Patients were referred and provided with a hand-held DS device. Patients completed baseline measurements in a physiologist-led virtual clinic and were instructed to provide further values during any periods of respiratory symptoms. Outcome measures included prevalence of new obstructed events, DS adherence and uptake of this approach. Results 112 patients were enrolled from November 2020 to January 2023. 102 individuals, mean±sd age 44±13 years (86% female) with median (IQR) forced expiratory volume in 1 s % predicted 88% (77-97%), successfully recorded baseline spirometry values. During follow-up (24 months), 11 (11%) were identified with new obstructive spirometry and were subsequently able to be commenced on biologic therapy. Patient engagement was poor with median (IQR) of 4 (2-6) attempts of contact made before baseline values were recorded, and 2 (1-3) attempts required to record technically acceptable values. Continued DS use was suboptimal; 34% failed to use their device after baseline and only 10% continued at the end of the study period. The cost of DS measurements was greater than a single hospital-based visit but enables multiple event capture. Conclusion Overall, DS measurement uptake was poor, with a minority of patients continuing to use the device at the end of the study period. However, for those that engage, DS provides an alternative approach to traditional hospital-based spirometry measurements that can alter clinical management.
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Affiliation(s)
- Zander Williams
- Department of Respiratory Medicine, Royal Brompton Hospital, London, UK
| | - James H. Hull
- Department of Respiratory Medicine, Royal Brompton Hospital, London, UK
- Institute of Sport, Exercise and Health (ISEH), Division of Surgery and Interventional Science, University College London, London, UK
| | - Yueqi Ge
- Department of Respiratory Medicine, Royal Brompton Hospital, London, UK
| | - Jo Ming
- Department of Respiratory Medicine, Royal Brompton Hospital, London, UK
| | - Cara Roberts
- Department of Respiratory Medicine, Royal Brompton Hospital, London, UK
| | - Serena Rhamie
- Department of Respiratory Medicine, Royal Brompton Hospital, London, UK
| | - Pujan H. Patel
- Department of Respiratory Medicine, Royal Brompton Hospital, London, UK
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Izmailova ES, Kilian R, Bakker JP, Evans S, Scotina AD, Reiss TF, Singh D, Wagner JA. Study protocol: A comparison of mobile and clinic-based spirometry for capturing the treatment effect in moderate asthma. Clin Transl Sci 2023; 16:2112-2122. [PMID: 37602889 PMCID: PMC10651656 DOI: 10.1111/cts.13615] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2023] [Revised: 07/20/2023] [Accepted: 08/03/2023] [Indexed: 08/22/2023] Open
Abstract
Several inefficiencies in drug development trial implementation may be improved by moving data collection from the clinic to mobile, allowing for more frequent measurements and therefore increased statistical power while aligning to a patient-centric approach to trial design. Sensor-based digital health technologies such as mobile spirometry (mSpirometry) are comparable to clinic spirometry for capturing outcomes, such as forced expiratory volume in 1 s (FEV1); however, the impact of remote spirometry measurements on the detection of treatment effect has not been investigated. A protocol for a multicenter, single-arm, open-label interventional trial of long-acting beta agonist (LABA) therapy among 60 participants with uncontrolled moderate asthma is described. Participants will complete twice-daily mSpirometry at home and clinic spirometry during weekly visits, alongside continuous use of a wrist-worn wearable and regular completion of several diaries capturing asthma symptoms as well as participant- and site-reported satisfaction and ease of use of mSpirometry. The co-primary objectives of this study are (A) to quantify the treatment effect of LABA therapy among participants with moderate asthma, using both clinical spirometry (FEV1c ) and mSpirometry (FEV1m ); and (B) to investigate whether FEV1m is as accurate as FEV1c in detecting the treatment effect using a mixed-effect model for repeated measures. Study results will help inform whether the deployment of mSpirometry and a wrist-worn wearable for remote data collection are feasible in a multicenter setting among participants with moderate asthma, which may then be generalizable to other populations with respiratory disease.
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Affiliation(s)
| | - Rachel Kilian
- Koneksa HealthNew YorkNew YorkUSA
- SSI StrategyNew YorkNew YorkUSA
| | - Jessie P. Bakker
- Department of MedicineBrigham and Women's HospitalBostonMassachusettsUSA
- Department of NeurologyBrigham and Women's HospitalBostonMassachusettsUSA
- Division of Sleep MedicineHarvard Medical SchoolBostonMassachusettsUSA
| | - Shawna Evans
- Koneksa HealthNew YorkNew YorkUSA
- SSI StrategyNew YorkNew YorkUSA
| | | | | | - Dave Singh
- Medicines Evaluation Unit, University of ManchesterManchester University NHS Foundation TrustManchesterUK
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Oppenheimer J, Hanania NA, Chaudhuri R, Sagara H, Bailes Z, Fowler A, Peachey G, Pizzichini E, Slade D. Clinic vs Home Spirometry for Monitoring Lung Function in Patients With Asthma. Chest 2023; 164:1087-1096. [PMID: 37385337 DOI: 10.1016/j.chest.2023.06.029] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2023] [Revised: 06/05/2023] [Accepted: 06/21/2023] [Indexed: 07/01/2023] Open
Abstract
BACKGROUND Studies examining agreement between home and clinic spirometry in patients with asthma are limited, with conflicting results. Understanding the strengths and limitations of telehealth and home spirometry is particularly important considering the SARS-CoV-2 pandemic. RESEARCH QUESTION How well do home and clinic measurements of trough FEV1 agree in patients with uncontrolled asthma? STUDY DESIGN AND METHODS This post hoc analysis used trough FEV1 data from the randomized double-anonymized parallel-group phase 3A CAPTAIN (205715; NCT02924688) and phase 2B 205832 (NCT03012061) trials in patients with uncontrolled asthma. CAPTAIN evaluated the impact of adding umeclidinium to fluticasone furoate/vilanterol via a single inhaler; the 205832 trial investigated adding umeclidinium to fluticasone furoate vs placebo. Trough FEV1 measurements were collected via home spirometry and supervised in-person spirometry in the research clinic. To compare home and clinic spirometry, we examined the time-course analyses of home and clinic trough FEV1, and generated post hoc Bland-Altman plots to assess agreement between home and clinic spirometry. RESULTS Data from 2,436 patients (CAPTAIN trial) and 421 patients (205832 trial) were analyzed. Treatment-related improvements in FEV1 were observed in both trials, using home and clinic spirometry. Improvements measured by home spirometry were of lower magnitude and less consistent than clinic measurements. Bland-Altman plots suggested poor agreement between home and clinic trough FEV1 at baseline and week 24. INTERPRETATION This post hoc comparison of home and clinic spirometry is the largest conducted in asthma. Results showed that home spirometry was less consistent than and lacked agreement with clinic spirometry, suggesting that unsupervised home readings are not interchangeable with clinic measurements. However, these findings may only be applicable to home spirometry using the specific device and coaching methods employed in these studies. Postpandemic, further research to optimize home spirometry use is needed. CLINICAL TRIAL REGISTRATION ClinicalTrials.gov; Nos.: NCT03012061 and NCT02924688; URL: www. CLINICALTRIALS gov.
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Affiliation(s)
| | | | - Rekha Chaudhuri
- University of Glasgow, Glasgow, Scotland; Gartnavel General Hospital, Glasgow, Scotland
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Anand R, McLeese R, Busby J, Stewart J, Clarke M, Man WDC, Bradley J. Unsupervised home spirometry versus supervised clinic spirometry for respiratory disease: a systematic methodology review and meta-analysis. Eur Respir Rev 2023; 32:220248. [PMID: 37673426 PMCID: PMC10481332 DOI: 10.1183/16000617.0248-2022] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Accepted: 05/31/2023] [Indexed: 09/08/2023] Open
Abstract
BACKGROUND The number of patients completing unsupervised home spirometry has recently increased due to more widely available portable technology and the COVID-19 pandemic, despite a lack of solid evidence to support it. This systematic methodology review and meta-analysis explores quantitative differences in unsupervised spirometry compared with spirometry completed under professional supervision. METHODS We searched four databases to find studies that directly compared unsupervised home spirometry with supervised clinic spirometry using a quantitative comparison (e.g. Bland-Altman). There were no restrictions on clinical condition. The primary outcome was measurement differences in common lung function parameters (forced expiratory volume in 1 s (FEV1), forced vital capacity (FVC)), which were pooled to calculate overall mean differences with associated limits of agreement (LoA) and confidence intervals (CI). We used the I2 statistic to assess heterogeneity, the Quality Assessment of Diagnostic Accuracy Studies (QUADAS-2) tool to assess risk of bias and the Grading of Recommendations Assessment, Development and Evaluation (GRADE) approach to assess evidence certainty for the meta-analyses. The review has been registered with PROSPERO (CRD42021272816). RESULTS 3607 records were identified and screened, with 155 full texts assessed for eligibility. We included 28 studies that quantitatively compared spirometry measurements, 17 of which reported a Bland-Altman analysis for FEV1 and FVC. Overall, unsupervised spirometry produced lower values than supervised spirometry for both FEV1 with wide variability (mean difference -107 mL; LoA= -509, 296; I2=95.8%; p<0.001; very low certainty) and FVC (mean difference -184 mL, LoA= -1028, 660; I2=96%; p<0.001; very low certainty). CONCLUSIONS Analysis under the conditions of the included studies indicated that unsupervised spirometry is not interchangeable with supervised spirometry for individual patients owing to variability and underestimation.
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Affiliation(s)
- Rohan Anand
- Wellcome-Wolfson Institute for Experimental Medicine, Queen's University Belfast, Belfast, UK
| | - Rebecca McLeese
- Wellcome-Wolfson Institute for Experimental Medicine, Queen's University Belfast, Belfast, UK
| | - John Busby
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - Jonathan Stewart
- Wellcome-Wolfson Institute for Experimental Medicine, Queen's University Belfast, Belfast, UK
| | - Mike Clarke
- Centre for Public Health, Queen's University Belfast, Belfast, UK
| | - William D-C Man
- Royal Brompton and Harefield Hospitals, Guy's and St. Thomas' NHS Foundation Trust, London, UK
- Faculty of Life Sciences and Medicine, King's College London, London, UK
- National Heart and Lung Institute, Imperial College London, London, UK
| | - Judy Bradley
- Wellcome-Wolfson Institute for Experimental Medicine, Queen's University Belfast, Belfast, UK
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Robbins E, Johal K, Keswani A. The Use and Teaching of Telemedicine in Allergy/Immunology Training Programs. Curr Allergy Asthma Rep 2023; 23:463-470. [PMID: 37418070 DOI: 10.1007/s11882-023-01096-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/17/2023] [Indexed: 07/08/2023]
Abstract
PURPOSE OF REVIEW The use of telemedicine has greatly increased since the onset of the coronavirus disease 2019 (COVID-19) pandemic. This review discusses the types of telemedicine, current telehealth curricula in medical education, and benefits and disadvantages of incorporation of telemedicine into Allergy/Immunology training programs. RECENT FINDINGS The majority of Allergists/Immunologists use telemedicine in their clinical practice with leaders in graduate medical education recommending inclusion of telemedicine in training. Fellows-in-training reported that use of telemedicine in Allergy/Immunology training during the pandemic mitigated some concerns for lack of adequate clinical experience. Still, no standardized curriculum for telemedicine training in Allergy/Immunology exists, although curricula from internal medicine and primary care residencies can provide a framework for incorporation of telemedicine training into fellowship. Benefits of telemedicine in Allergy/Immunology training include enhanced immunology training, home environment monitoring, and flexibility to reduce physician burnout while disadvantages include limited physical examination skill building and lack of a standardized curriculum. As telemedicine has been widely accepted in medicine with high patient satisfaction, it is necessary to incorporate a standardized telehealth curriculum in Allergy/Immunology fellowship training, both as a tool for patient care as well as trainee education.
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Affiliation(s)
- Emily Robbins
- National Institute of Allergy and Immunology, National Institute of Health, Bethesda, MD, USA
| | - Kirti Johal
- Division of Allergy/Immunology, George Washington University School of Medicine and Health Sciences, 2300 M St NW, Suite 200, Washington, DC, 20037, USA
| | - Anjeni Keswani
- Division of Allergy/Immunology, George Washington University School of Medicine and Health Sciences, 2300 M St NW, Suite 200, Washington, DC, 20037, USA.
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Bindler R, Haverkamp HC, O’Flanagan H, Whicker J, Rappold AG, Walden V, Postma J. Feasibility and acceptability of home monitoring with portable spirometry in young adults with asthma. J Asthma 2023; 60:1474-1479. [PMID: 36525469 PMCID: PMC10191873 DOI: 10.1080/02770903.2022.2160345] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 12/02/2022] [Accepted: 12/15/2022] [Indexed: 12/23/2022]
Abstract
OBJECTIVE Self-monitoring asthma control is a key component of asthma management. Few studies have reported usability and acceptability of portable spirometry among young adults with asthma. Portable spirometry offers a practical solution to monitoring airway narrowing at home. The purpose of this paper was to determine if self-administered spirometry is feasible and acceptable in young adults with asthma and whether regular monitoring resulted in improved airway function as measured by forced expiratory volume in one second (FEV1). METHODS Sixty-seven young adults (18-26 years) with self-reported asthma participated in a clinical trial during wildfire season which measured FEV1 as an outcome measure. Data was collected at baseline, week 4, and week 8 using a portable spirometer linked to a smartphone application. A subset of intervention participants completed spirometry twice daily. Acceptability of self-administered spirometry was evaluated after the trial among participants that volunteered to submit a survey and be interviewed. RESULTS At baseline, all 67 participants (100.0%) completed their scheduled spirometry readings which declined to 94.0% (n = 63) at week 4 and 86.6% (n = 58) at week 8. Daily readings were completed 83.2% of the time in the mornings and 84.3% of the time in the evenings. Mean FEV1 values were lower than predicted values, but above the lower limit of expected. FEV1 remained steady throughout the study period. Over two-thirds of participants used the notes feature in the application and described symptoms, asthma triggers, mitigating actions and test-taking issues. CONCLUSIONS Young adults in our sample were highly compliant with regular, self-administered spirometry.
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Affiliation(s)
- Ross Bindler
- Washington State University College of Nursing, Spokane, WA, USA
| | - Hans C. Haverkamp
- Elson S. Floyd College of Medicine Washington State University, Spokane, WA, USA
| | - Hannah O’Flanagan
- Seattle Children’s Hospital, Seattle, WA, USA
- At the time this research was completed, she was an undergraduate nursing student at Washington State University College of Nursing, Spokane, WA, USA
| | | | - Ana G. Rappold
- Office of Research and Development Center for Public Health and Environmental Assessment, United States Environmental Protection Agency (U.S. EPA), Durham, North Carolina, USA
| | - Von Walden
- Voiland College of Engineering and Architecture Washington State University, Pullman, WA, USA
| | - Julie Postma
- Washington State University College of Nursing, Spokane, WA, USA
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Wang R, Usmani OS, Chung KF, Sont J, Simpson A, Bonini M, Honkoop PJ, Fowler SJ. Domiciliary Fractional Exhaled Nitric Oxide and Spirometry in Monitoring Asthma Control and Exacerbations. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY. IN PRACTICE 2023; 11:1787-1795.e5. [PMID: 36801491 DOI: 10.1016/j.jaip.2023.02.009] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/19/2022] [Revised: 02/02/2023] [Accepted: 02/05/2023] [Indexed: 02/22/2023]
Abstract
BACKGROUND Domiciliary measurements of airflow obstruction and inflammation may assist healthcare teams and patients in determining asthma control and facilitate self-management. OBJECTIVE To evaluate parameters derived from domiciliary spirometry and fractional exhaled nitric oxide (Feno) in monitoring asthma exacerbations and control. METHODS Patients with asthma were provided with hand-held spirometry and Feno devices in addition to their usual asthma care. Patients were instructed to perform twice-daily measurements for 1 month. Daily symptoms and medication change were reported through a mobile health system. The Asthma Control Questionnaire was completed at the end of the monitoring period. RESULTS One hundred patients had spirometry, of which 60 were given additional Feno devices. Compliance rates for twice-daily measurements were poor (median [interquartile range], 43% [25%-62%] for spirometry; 30% [3%-48%] for Feno); at least 15% of patients took little or no spirometry measurements and 40% rarely measured Feno. The coefficient of variation (CV) values in FEV1 and Feno were higher, and the mean % personal best FEV1 lower in those who had major exacerbations compared with those without (P < .05). Feno CV and FEV1 CV were associated with asthma exacerbation during the monitoring period (area under the receiver-operating characteristic curve, 0.79 and 0.74, respectively). Higher Feno CV also predicted poorer asthma control (area under the receiver-operating characteristic curve, 0.71) at the end of the monitoring period. CONCLUSIONS Compliance with domiciliary spirometry and Feno varied widely among patients even in the setting of a research study. However, despite significant missing data, Feno and FEV1 were associated with asthma exacerbations and control, making these measurements potentially clinically valuable if used.
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Affiliation(s)
- Ran Wang
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, The University of Manchester, Manchester, United Kingdom; Manchester University NHS Foundation Trust, Manchester, United Kingdom
| | - Omar S Usmani
- National Heart and Lung Institute, Imperial College London & Royal Brompton Hospital, London, United Kingdom
| | - Kian Fan Chung
- National Heart and Lung Institute, Imperial College London & Royal Brompton Hospital, London, United Kingdom
| | - Jacob Sont
- Department of Biomedical Data Sciences, Medical Decision Making, Leiden University Medical Center, Leiden, the Netherlands
| | - Andrew Simpson
- Department of Sport, Health and Exercise Science, The University of Hull, Hull, United Kingdom
| | - Matteo Bonini
- National Heart and Lung Institute, Imperial College London & Royal Brompton Hospital, London, United Kingdom
| | - Persijn J Honkoop
- Department of Biomedical Data Sciences, Medical Decision Making, Leiden University Medical Center, Leiden, the Netherlands
| | - Stephen J Fowler
- Division of Infection, Immunity and Respiratory Medicine, School of Biological Sciences, The University of Manchester, Manchester, United Kingdom; Manchester University NHS Foundation Trust, Manchester, United Kingdom.
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14
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Izmailova ES, Maguire RP, McCarthy TJ, Müller MLTM, Murphy P, Stephenson D. Empowering drug development: Leveraging insights from imaging technologies to enable the advancement of digital health technologies. Clin Transl Sci 2023; 16:383-397. [PMID: 36382716 PMCID: PMC10014695 DOI: 10.1111/cts.13461] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 09/27/2022] [Accepted: 11/03/2022] [Indexed: 11/17/2022] Open
Abstract
The US Food and Drug Administration (FDA) has publicly recognized the importance of improving drug development efficiency, deeming translational biomarkers a top priority. The use of imaging biomarkers has been associated with increased rates of drug approvals. An appropriate level of validation provides a pragmatic way to choose and implement these biomarkers. Standardizing imaging modality selection, data acquisition protocols, and image analysis (in ways that are agnostic to equipment and algorithms) have been key to imaging biomarker deployment. The best known examples come from studies done via precompetitive collaboration efforts, which enable input from multiple stakeholders and data sharing. Digital health technologies (DHTs) provide an opportunity to measure meaningful aspects of patient health, including patient function, for extended periods of time outside of the hospital walls, with objective, sensor-based measures. We identified the areas where learnings from the imaging biomarker field can accelerate the adoption and widespread use of DHTs to develop novel treatments. As with imaging, technical validation parameters and performance acceptance thresholds need to be established. Approaches amenable to multiple hardware options and data processing algorithms can be enabled by sharing DHT data and by cross-validating algorithms. Data standardization and creation of shared databases will be vital. Pre-competitive consortia (public-private partnerships and professional societies that bring together all stakeholders, including patient organizations, industry, academic experts, and regulators) will advance the regulatory maturity of DHTs in clinical trials.
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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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Dahne J, Player MS, Strange C, Carpenter MJ, Ford DW, King K, Miller S, Kruis R, Hawes E, Hidalgo JE, Diaz VA. Proactive Electronic Visits for Smoking Cessation and Chronic Obstructive Pulmonary Disease Screening in Primary Care: Randomized Controlled Trial of Feasibility, Acceptability, and Efficacy. J Med Internet Res 2022; 24:e38663. [PMID: 36040766 PMCID: PMC9472044 DOI: 10.2196/38663] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/11/2022] [Revised: 06/08/2022] [Accepted: 07/11/2022] [Indexed: 11/13/2022] Open
Abstract
BACKGROUND Most smokers with chronic obstructive pulmonary disease (COPD) have not yet been diagnosed, a statistic that has remained unchanged for over two decades. A dual-focused telehealth intervention that promotes smoking cessation, while also facilitating COPD screening, could help address national priorities to improve the diagnosis, prevention, treatment, and management of COPD. The purpose of this study was to preliminarily evaluate an integrated asynchronous smoking cessation and COPD screening e-visit (electronic visit) that could be delivered proactively to adult smokers at risk for COPD, who are treated within primary care. OBJECTIVE The aims of this study were (1) to examine e-visit feasibility and acceptability, particularly as compared to in-lab diagnostic pulmonary function testing (PFT), and (2) to examine the efficacy of smoking cessation e-visits relative to treatment as usual (TAU), all within primary care. METHODS In a randomized clinical trial, 125 primary care patients who smoke were randomized 2:1 to receive either proactive e-visits or TAU. Participants randomized to the e-visit condition were screened for COPD symptoms via the COPD Assessment in Primary Care to Identify Undiagnosed Respiratory Disease and Exacerbation Risk (CAPTURE). Those with scores ≥2 were invited to complete both home spirometry and in-lab PFTs, in addition to two smoking cessation e-visits. Smoking cessation e-visits assessed smoking history and motivation to quit and included completion of an algorithm to determine the best Food and Drug Administration-approved cessation medication to prescribe. Primary outcomes included measures related to (1) e-visit acceptability, feasibility, and treatment metrics; (2) smoking cessation outcomes (cessation medication use, 24-hour quit attempts, smoking reduction ≥50%, self-reported abstinence, and biochemically confirmed abstinence); and (3) COPD screening outcomes. RESULTS Of 85 participants assigned to the e-visits, 64 (75.3%) were invited to complete home spirometry and in-lab PFTs based on CAPTURE. Among those eligible for spirometry, 76.6% (49/64) completed home spirometry, and 35.9% (23/64) completed in-lab PFTs. At 1 month, all cessation outcomes favored the e-visit, with a significant effect for cessation medication use (odds ratio [OR]=3.22). At 3 months, all cessation outcomes except for 24-hour quit attempts favored the e-visit, with significant effects for cessation medication use (OR=3.96) and smoking reduction (OR=3.09). CONCLUSIONS A proactive, asynchronous e-visit for smoking cessation and COPD screening may offer a feasible, efficacious approach for broad interventions within primary care. TRIAL REGISTRATION ClinicalTrials.gov NCT04155073; https://clinicaltrials.gov/ct2/show/NCT04155073.
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Affiliation(s)
- Jennifer Dahne
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC, United States.,Hollings Cancer Center, Medical University of South Carolina, Charleston, SC, United States
| | - Marty S Player
- Department of Family Medicine, Medical University of South Carolina, Charleston, SC, United States
| | - Charlie Strange
- Division of Pulmonary and Critical Care Medicine, Medical University of South Carolina, Charleston, SC, United States
| | - Matthew J Carpenter
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC, United States.,Hollings Cancer Center, Medical University of South Carolina, Charleston, SC, United States.,Department of Public Health Sciences, Medical University of South Carolina, Charleston, SC, United States
| | - Dee W Ford
- Division of Pulmonary and Critical Care Medicine, Medical University of South Carolina, Charleston, SC, United States
| | - Kathryn King
- Department of Pediatrics, Medical University of South Carolina, Charleston, SC, United States
| | - Sarah Miller
- College of Nursing, Medical University of South Carolina, Charleston, SC, United States
| | - Ryan Kruis
- Center for Telehealth, Medical University of South Carolina, Charleston, SC, United States
| | - Elizabeth Hawes
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC, United States.,Hollings Cancer Center, Medical University of South Carolina, Charleston, SC, United States
| | - Johanna E Hidalgo
- Department of Psychiatry and Behavioral Sciences, Medical University of South Carolina, Charleston, SC, United States.,Hollings Cancer Center, Medical University of South Carolina, Charleston, SC, United States
| | - Vanessa A Diaz
- Department of Family Medicine, Medical University of South Carolina, Charleston, SC, United States
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Virant FS, Randolph C, Nanda A, Baptist AP, Akuthota P, Adams K, Quinn JM, Pongdee T, Nyenhuis SM. Pulmonary Procedures During the COVID-19 Pandemic: A Work Group Report of the AAAAI Asthma Diagnosis and Treatment (ADT) Interest Section. THE JOURNAL OF ALLERGY AND CLINICAL IMMUNOLOGY: IN PRACTICE 2022; 10:1474-1484. [PMID: 35431153 PMCID: PMC9009724 DOI: 10.1016/j.jaip.2022.02.044] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 08/05/2021] [Revised: 02/15/2022] [Accepted: 02/15/2022] [Indexed: 01/08/2023]
Abstract
The COVID-19 pandemic has placed increased demands on the ability to safely perform pulmonary procedures in keeping with Centers for Disease Control and Prevention (CDC), American Thoracic Society (ATS), and the Occupational Safety and Health Administration (OSHA) recommendations. Accordingly, the American Academy of Allergy, Asthma & Immunology (AAAAI) Asthma Diagnosis and Treatment convened this work group to offer guidance. The work group is composed of specialist practitioners from academic and both large and small practices. Individuals with special expertise were assigned sections on spirometry, fractional exhaled nitric oxide, nebulized treatments, and methacholine challenge. The work group met periodically to achieve consensus. This resulting document has recommendations for the allergy/asthma/immunology health care setting based on available evidence including reference documents from the CDC, ATS, and OSHA.
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Izmailova ES, Reiss TF. Closer to the patient means better decisions: wearable remote monitoring of patients with COVID-19 lung disease. Clin Transl Sci 2021; 14:2091-2094. [PMID: 34080295 PMCID: PMC8239707 DOI: 10.1111/cts.13085] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/24/2021] [Revised: 05/12/2021] [Accepted: 05/18/2021] [Indexed: 01/12/2023] Open
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Izmailova ES, Wood WA. Biometric Monitoring Technologies in Cancer: The Past, Present, and Future. JCO Clin Cancer Inform 2021; 5:728-733. [PMID: 34236887 DOI: 10.1200/cci.21.00019] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Affiliation(s)
| | - William A Wood
- UNC Lineberger Comprehensive Cancer Center, Chapel Hill, NC
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