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Duffy RA, Jeffreys AS, Coffman CJ, Alexopoulos AS, Tarkington PE, Bosworth H, Edelman D, Crowley MJ. Evaluating Therapeutic Inertia in Two Telehealth Interventions for Type 2 Diabetes: Secondary Analyses of a Randomized Trial. Telemed J E Health 2024; 30:e1790-e1797. [PMID: 38377570 DOI: 10.1089/tmj.2023.0453] [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] [Indexed: 02/22/2024] Open
Abstract
Introduction: Although therapeutic inertia is a known driver of suboptimal type 2 diabetes control, little is known about how to combat this phenomenon. We analyzed randomized trial data to determine whether a comprehensive telehealth intervention was more effective than a less structured telehealth approach (telemonitoring and care coordination) at promoting treatment intensification in poorly controlled diabetes. Methods: Patients with poorly controlled type 2 diabetes were randomized 1:1 to telemonitoring/care coordination or a comprehensive telehealth intervention, which included an active, study provider-guided medication management component. Prospectively collected medication lists were used to determine whether treatment intensification occurred for each patient during 3-month intervals throughout the study period. To examine between-arm differences in treatment intensification over time, we fit a generalized estimation equation model. In each arm, hemoglobin A1c levels at the beginning and end of each 3-month interval were used to distinguish between therapeutic inertia and potentially appropriate nonintensification of treatment. Results: The mean, model-estimated likelihood of treatment intensification during 3-month intervals was 61.3% in the comprehensive telehealth group versus 48.6% for telemonitoring/care coordination (odds ratio 1.7, 95% confidence interval 1.2-2.2; p = 0.0007), with no evidence that treatment effect varied over time (p = 0.54). Treatment intervals with observed therapeutic inertia were more common in the telemonitoring/care coordination arm than the comprehensive telehealth arm (116/300, 39% vs. 57/275, 21%). Conclusions: A comprehensive telehealth approach that integrated protocol-guided medication management increased treatment intensification and reduced therapeutic inertia compared with a less structured telehealth approach. The studied approaches may serve as examples of how systems might use telehealth to combat therapeutic inertia. Clinical Trial Registration: ClinicalTrials.gov NCT03520413.
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Affiliation(s)
- Ryan A Duffy
- Division of General Internal Medicine, Department of Medicine, Duke University School of Medicine, Durham, North Carolina, USA
| | - Amy S Jeffreys
- Durham Veterans Affairs Center of Innovation to Accelerate Discovery and Practice Transformation, Durham, North Carolina, USA
| | - Cynthia J Coffman
- Durham Veterans Affairs Center of Innovation to Accelerate Discovery and Practice Transformation, Durham, North Carolina, USA
- Department of Biostatistics and Bioinformatics, Duke University School of Medicine, Durham, North Carolina, USA
| | | | - Phillip E Tarkington
- Central Virginia VA Health Care System, Department of Veterans Affairs, Richmond, Virginia, USA
| | - Hayden Bosworth
- Division of General Internal Medicine, Department of Medicine, Duke University School of Medicine, Durham, North Carolina, USA
- Durham Veterans Affairs Center of Innovation to Accelerate Discovery and Practice Transformation, Durham, North Carolina, USA
- Department of Population Health Sciences, Duke University School of Medicine, Durham, North Carolina, USA
| | - David Edelman
- Division of General Internal Medicine, Department of Medicine, Duke University School of Medicine, Durham, North Carolina, USA
- Durham Veterans Affairs Center of Innovation to Accelerate Discovery and Practice Transformation, Durham, North Carolina, USA
| | - Matthew J Crowley
- Durham Veterans Affairs Center of Innovation to Accelerate Discovery and Practice Transformation, Durham, North Carolina, USA
- Division of Endocrinology, Department of Medicine, Duke University School of Medicine, Durham, North Carolina; USA
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Tourkmani AM, Alharbi TJ, Rsheed AMB, Alotaibi AF, Aleissa MS, Alotaibi S, Almutairi AS, Thomson J, Alshahrani AS, Alroyli HS, Almutairi HM, Aladwani MA, Alsheheri ER, Sati HS, Aljuaid B, Algarzai AS, Alabood A, Bushnag RA, Ghabban W, Albaik M, Aldahan S, Redda D, Almalki A, Almousa N, Aljehani M, Alrasheedy AA. A Hybrid Model of In-Person and Telemedicine Diabetes Education and Care for Management of Patients with Uncontrolled Type 2 Diabetes Mellitus: Findings and Implications from a Multicenter Prospective Study. TELEMEDICINE REPORTS 2024; 5:46-57. [PMID: 38469168 PMCID: PMC10927235 DOI: 10.1089/tmr.2024.0003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Accepted: 01/23/2024] [Indexed: 03/13/2024]
Abstract
Background Patients with uncontrolled type 2 diabetes mellitus (T2DM) require close follow-up, support, and education to achieve glycemic control, especially during the initiation or intensification of insulin therapy and self-care management. This study aimed to describe and evaluate the impact of implementing a hybrid model of in-person and telemedicine care and education on glycemic control for patients with uncontrolled T2DM (hemoglobin A1c [HbA1c] ≥9%) during the coronavirus disease pandemic. Methods This prospective multicenter-cohort pre-/post-intervention study was conducted on patients with uncontrolled T2DM. This study included three chronic illness centers affiliated with the Family and Community Medicine Department at Prince Sultan Military Medical City in Riyadh, Saudi Arabia. A hybrid model of in-person (onsite) and telemedicine care and education was developed. This involved implementing initial in-person care at the physicians' clinic and initial in-person education at the diabetes education clinic, followed by telemedicine services of tele-follow-ups, support, and education for an average 4-month follow-up period. Results Of the enrolled 181 patients, more than half of the participants were women (n = 103, 56.9%). The mean age of participants (standard deviation) was 58.64 ± 11.23 years and the mean duration of diabetes mellitus was 13.80 ± 8.55 years. The majority of the patients (n = 144; 79.6%) were on insulin therapy. Overall, in all three centers, the hybrid model had significantly reduced HbA1c from 10.47 ± 1.23% to 7.87 ± 1.59% (mean difference of reduction 2.59% [95% confidence interval (CI) = 2.34-2.85%], p < 0.001). At the level of each center, HbA1c was reduced significantly with mean differences of 3.17% (95% CI = 2.81-3.53%), 2.49% (95% CI = 1.92-3.06%), and 2.16% (95% CI = 1.76-2.57%) at centers A, B, and C, respectively (all p < 0.001). Conclusion The findings showed that the hybrid model of in-person and telemedicine care and education effectively managed uncontrolled T2DM. Consequently, the role of telemedicine in diabetes management could be further expanded as part of routine diabetes care in primary settings to achieve better glycemic control and minimize nonessential in-person visits when appropriate.
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Affiliation(s)
- Ayla M. Tourkmani
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Turki J. Alharbi
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Abdulaziz M. Bin Rsheed
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Azzam F. Alotaibi
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Mohammed S. Aleissa
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Sultan Alotaibi
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Amal S. Almutairi
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Jancy Thomson
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Ahlam S. Alshahrani
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Hadil S. Alroyli
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Hend M. Almutairi
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Mashael A. Aladwani
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Eman R. Alsheheri
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Hyfaa Salaheldin Sati
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Budur Aljuaid
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | | | - Abood Alabood
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Reuof A. Bushnag
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Wala Ghabban
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Muhammed Albaik
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Salah Aldahan
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Dalia Redda
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Ahmed Almalki
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | - Noura Almousa
- Family and Community Medicine Department, Chronic Illness Center, Prince Sultan Military Medical City, Riyadh, Saudi Arabia
| | | | - Alian A. Alrasheedy
- Department of Pharmacy Practice, College of Pharmacy, Qassim University, Qassim, Saudi Arabia
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Rosta L, Menyhart A, Mahmeed WA, Al-Rasadi K, Al-Alawi K, Banach M, Banerjee Y, Ceriello A, Cesur M, Cosentino F, Firenze A, Galia M, Goh SY, Janez A, Kalra S, Kapoor N, Lessan N, Lotufo P, Papanas N, Rizvi AA, Sahebkar A, Santos RD, Stoian AP, Toth PP, Viswanathan V, Kempler P, Rizzo M. Telemedicine for diabetes management during COVID-19: what we have learnt, what and how to implement. Front Endocrinol (Lausanne) 2023; 14:1129793. [PMID: 37265696 PMCID: PMC10231679 DOI: 10.3389/fendo.2023.1129793] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 12/22/2022] [Accepted: 04/28/2023] [Indexed: 06/03/2023] Open
Abstract
The past two decades have witnessed telemedicine becoming a crucial part of health care as a method to facilitate doctor-patient interaction. Due to technological developments and the incremental acquisition of experience in its use, telemedicine's advantages and cost-effectiveness has led to it being recognised as specifically relevant to diabetology. However, the pandemic created new challenges for healthcare systems and the rate of development of digital services started to grow exponentially. It was soon discovered that COVID-19-infected patients with diabetes had an increased risk of both mortality and debilitating sequelae. In addition, it was observed that this higher risk could be attenuated primarily by maintaining optimal control of the patient's glucose metabolism. As opportunities for actual physical doctor-patient visits became restricted, telemedicine provided the most convenient opportunity to communicate with patients and maintain delivery of care. The wide range of experiences of health care provision during the pandemic has led to the development of several excellent strategies regarding the applicability of telemedicine across the whole spectrum of diabetes care. The continuation of these strategies is likely to benefit clinical practice even after the pandemic crisis is over.
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Affiliation(s)
| | - Adrienn Menyhart
- Department of Medicine and Oncology, Semmelweis University, Budapest, Hungary
| | - Wael Al Mahmeed
- Heart and Vascular Institute, Cleveland Clinic, Abu Dhabi, United Arab Emirates
| | | | - Kamila Al-Alawi
- Department of Training and Studies, Royal Hospital, Ministry of Health, Muscat, Oman
| | - Maciej Banach
- Department of Preventive Cardiology and Lipidology , Medical University of Lodz (MUL), Lodz, Poland
- Department of Medicine, Polish Mother’s Memorial Hospital Research Institute (PMMHRI), Lodz, Poland
- Cardiovascular Research Centre, University of Zielona Gora, Zielona Gora, Poland
| | - Yajnavalka Banerjee
- Department of Biochemistry, Mohammed Bin Rashid University, Dubai, United Arab Emirates
| | - Antonio Ceriello
- Istituto di Ricovero e Cura a Carattere Scientifico (IRCCS) MultiMedica, Milan, Italy
| | - Mustafa Cesur
- Clinic of Endocrinology, Ankara Güven Hospital, Ankara, Türkiye
| | - Francesco Cosentino
- Unit of Cardiology, Karolinska Institute and Karolinska University Hospital, University of Stockholm, Stockholm, Sweden
| | - Alberto Firenze
- Unit of Research and International Cooperation, University Hospital of Palermo, Palermo, Italy
| | - Massimo Galia
- Department of Biomedicine, Neurosciences and Advanced Diagnostics (Bind), University of Palermo, Palermo, Italy
| | - Su-Yen Goh
- Department of Endocrinology, Singapore General Hospital, Singapore, Singapore
| | - Andrej Janez
- Department of Endocrinology, Diabetes and Metabolic Diseases, University Medical Center Ljubljana, Ljubljana, Slovenia
| | - Sanjay Kalra
- Department of Endocrinology, Bharti Hospital, Karnal, India
| | - Nitin Kapoor
- Department of Endocrinology, Diabetes and Metabolism, Christian Medical College, Vellore, India
- Baker Heart and Diabetes Institute, Melbourne, VIC, Australia
| | - Nader Lessan
- The Research Institute, Imperial College London Diabetes Centre, Abu Dhabi, United Arab Emirates
| | - Paulo Lotufo
- Center for Clinical and Epidemiological Research, University Hospital, University of São Paulo, Sao Paulo, Brazil
| | - Nikolaos Papanas
- Diabetes Center, Second Department of Internal Medicine, Democritus University of Thrace, University Hospital of Alexandroupolis, Alexandroupolis, Greece
| | - Ali A. Rizvi
- Department of Medicine, University of Central Florida College of Medicine, Orlando, FL, United States
| | - Amirhossein Sahebkar
- Applied Biomedical Research Center, Mashhad University of Medical Sciences, Mashhad, Iran
- Biotechnology Research Center, Pharmaceutical Technology Institute, Mashhad University of Medical Sciences, Mashhad, Iran
- Department of Biotechnology, School of Pharmacy, Mashhad University of Medical Sciences, Mashhad, Iran
| | - Raul D. Santos
- Heart Institute (InCor), University of Sao Paulo Medical School Hospital, Sao Paulo, Brazil
- Hospital Israelita Albert Einstein, Sao Paulo, Brazil
| | - Anca Pantea Stoian
- Faculty of Medicine, Diabetes, Nutrition and Metabolic Diseases, Carol Davila University, Bucharest, Romania
| | - Peter P. Toth
- Cicarrone Center for the Prevention of Cardiovascular Disease, Johns Hopkins University School of Medicine, Baltimore, MD, United States
| | | | - Peter Kempler
- Department of Medicine and Oncology, Semmelweis University, Budapest, Hungary
| | - Manfredi Rizzo
- Department of Biochemistry, Mohammed Bin Rashid University, Dubai, United Arab Emirates
- Faculty of Medicine, Diabetes, Nutrition and Metabolic Diseases, Carol Davila University, Bucharest, Romania
- Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties (Promise), School of Medicine, University of Palermo, Palermo, Italy
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Majithia AR, Erani DM, Kusiak CM, Layne JE, Lee AA, Colangelo FR, Romanelli RJ, Robertson S, Brown SM, Dixon RF, Zisser H. Medication Optimization Among People With Type 2 Diabetes Participating in a CGM-Driven Virtual Care Program: Prospective Trial (Preprint). JMIR Form Res 2021; 6:e31629. [PMID: 35147501 PMCID: PMC9019640 DOI: 10.2196/31629] [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: 07/13/2021] [Revised: 10/06/2021] [Accepted: 02/07/2022] [Indexed: 11/14/2022] Open
Abstract
Background The Onduo virtual care program for people with type 2 diabetes (T2D) includes a mobile app, remote lifestyle coaching, connected devices, and telemedicine consultations with endocrinologists for medication management and prescription of real-time continuous glucose monitoring (RT-CGM) devices. In a previously described 4-month prospective study of this program, adults with T2D and baseline glycated hemoglobin (HbA1c) ≥8.0% to ≤12.0% experienced a mean HbA1c decrease of 1.6% with no significant increase in hypoglycemia. Objective The objective of this analysis was to evaluate medication optimization and management in the 4-month prospective T2D study. Methods Study participants received at least 1 telemedicine consultation with an Onduo endocrinologist for diabetes medication management and used RT-CGM intermittently to guide therapy and dosing. Medication changes were analyzed. Results Of 55 participants, 48 (87%) had a medication change consisting of a dose change, addition, or discontinuation. Of these, 15 (31%) participants had a net increase in number of diabetes medication classes from baseline. Mean time to first medication change for these participants was 36 days. The percentage of participants taking a glucagon-like peptide-1 receptor agonist increased from 25% (12/48) to 56% (n=27), while the percentages of participants taking a sulfonylurea or dipeptidyl peptidase 4 inhibitor decreased from 56% (n=27) to 33% (n=16) and 17% (n=8) to 6% (n=3), respectively. Prescriptions of other antidiabetic medication classes including insulin did not change significantly. Conclusions The Onduo virtual care program can play an important role in providing timely access to guideline-based diabetes management medications and technologies for people with T2D. Trial Registration ClinicalTrials.gov NCT03865381; https://clinicaltrials.gov/ct2/show/NCT03865381
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Affiliation(s)
- Amit R Majithia
- Department of Medicine, University of California San Diego School of Medicine, La Jolla, CA, United States
- Department of Pediatrics, University of California San Diego School of Medicine, La Jolla, CA, United States
| | | | - Coco M Kusiak
- Verily Life Sciences, South San Francisco, CA, United States
| | | | - Amy Armento Lee
- Verily Life Sciences, South San Francisco, CA, United States
| | | | | | - Scott Robertson
- Verily Life Sciences, South San Francisco, CA, United States
| | | | | | - Howard Zisser
- Verily Life Sciences, South San Francisco, CA, United States
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Eberle C, Stichling S, Löhnert M. Diabetology 4.0: Scoping Review of Novel Insights and Possibilities Offered by Digitalization. J Med Internet Res 2021; 23:e23475. [PMID: 33759789 PMCID: PMC8074865 DOI: 10.2196/23475] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Revised: 10/13/2020] [Accepted: 01/18/2021] [Indexed: 02/06/2023] Open
Abstract
BACKGROUND The increasing prevalence of diabetes mellitus and associated morbidity worldwide justifies the need to create new approaches and strategies for diabetes therapy. Therefore, the ongoing digitalization offers novel opportunities in this field. OBJECTIVE The aim of this study is to provide an updated overview of available technologies, possibilities, and novel insights into diabetes therapy 4.0. METHODS A scoping review was carried out, and a literature search was performed using electronic databases (MEDLINE [PubMed], Cochrane Library, Embase, CINAHL, and Web of Science). The results were categorized according to the type of technology presented. RESULTS Different types of technology (eg, glucose monitoring systems, insulin pens, insulin pumps, closed-loop systems, mobile health apps, telemedicine, and electronic medical records) may help to improve diabetes treatment. These improvements primarily affect glycemic control. However, they may also help in increasing the autonomy and quality of life of people who are diagnosed with diabetes mellitus. CONCLUSIONS Diabetes technologies have developed rapidly over the last few years and offer novel insights into diabetes therapy and a chance to improve and individualize diabetes treatment. Challenges that need to be addressed in the following years relate to data security, interoperability, and the development of standards.
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Affiliation(s)
- Claudia Eberle
- Medicine with Specialization in Internal Medicine and General Medicine, Hochschule Fulda - University of Applied Sciences, Fulda, Germany
| | - Stefanie Stichling
- Medicine with Specialization in Internal Medicine and General Medicine, Hochschule Fulda - University of Applied Sciences, Fulda, Germany
| | - Maxine Löhnert
- Medicine with Specialization in Internal Medicine and General Medicine, Hochschule Fulda - University of Applied Sciences, Fulda, Germany
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Dixon RF, Zisser H, Layne JE, Barleen NA, Miller DP, Moloney DP, Majithia AR, Gabbay RA, Riff J. A Virtual Type 2 Diabetes Clinic Using Continuous Glucose Monitoring and Endocrinology Visits. J Diabetes Sci Technol 2020; 14:908-911. [PMID: 31762302 PMCID: PMC7477772 DOI: 10.1177/1932296819888662] [Citation(s) in RCA: 54] [Impact Index Per Article: 10.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 01/18/2023]
Abstract
The Onduo Virtual Diabetes Clinic (VDC) telehealth technology/care model for adults with type 2 diabetes (T2D) combines connected devices, remote lifestyle coaching, and clinical support with a mobile App. Key differentiating program features are the availability of live video consultations with board-certified endocrinologists for medication management and real-time continuous glucose monitor use for higher-risk participants. Preliminary data (n = 740) suggest that participation was associated with a significant improvement in HbA1c with up to 6 months follow-up in those not meeting treatment targets. HbA1c decreased by 2.3% ± 1.9%, 0.7% ± 1.0%, and 0.2% ± 0.8% across baseline categories of >9.0%, 8.0%-9.0% and 7.0% to <8.0%, respectively (all P < .001). These findings suggest that the VDC has potential to support individuals with T2D and their clinicians in diabetes management between office visits.
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Affiliation(s)
| | | | - Jennifer E. Layne
- Onduo LLC, Newton, MA, USA
- Jennifer E. Layne, PhD, Onduo LLC, 55 Chapel
Street, Newton, MA 02458, USA.
| | | | | | | | - Amit R. Majithia
- School of Medicine, University of
California San Diego, La Jolla, CA, USA
| | - Robert A. Gabbay
- Joslin Diabetes Center, Harvard Medical
School, One Joslin Place, Boston, MA, USA
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